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Hey folks!
I’ve been diving into NLP lately and I’m really interested in how people are using large language models (like GPT, LLaMA, etc.) for **data augmentation or generation**.
I’m mainly looking for **courses or tutorials** (free or paid) that show practical stuff — things like prompt engineering, generating synthetic datasets, maybe even fine-tuning tips. Not just theory, but hands-on content would be awesome.
If you’ve come across any gems, I’d love to hear about them. Thanks a lot! | r/deeplearning | post | r/deeplearning | 2025-04-14 | Z0FBQUFBQm9DbVhRNnBWYmJEaUQ4MnlkWEIyazQ0T1ZIQUdHek1QaGEtckJzam1aN2FoeTBtUk12RGI3N3R0SGptRFdlbnNVVldJR3hYeHdUWTl1UF9VSkNHSDdpMVoyTlE9PQ== | Z0FBQUFBQm9DbVhRaVE1blVxLXdoV1NNQlV1SGEzSzcxd2M2SUFaNW9MeS14M2JLR1RZcGxLVk9NanNZeThYOEF3bHExN19JNGNtTGgxVEVzaGNXRGVGODN2QUNRbVR5M05tU3doMDVLcGJTVWhjNTdTRDhxczQ1YXVqS2ZyanNlRzg2UlIwVm9ySks1VEplUjVxY3l2QkZEQzQ3Tmx6TjJBOXNJLUt5c2g2bkFGYmIxLU8yQU1pd3ZzU1RPeWVVWU1QTzVnY1BhRHV4TWE2RUlTXzB3amppTjJNX3lFOXVDZz09 |
Hello, would like to ask the community for their feedback/opinion on this.
We're a small ISP that's outgrowing our current equipment functioning as core/edge routers at our PoPs. Nothing particularly fancy, just providing IPv4 and IPv6 to all of our customers (almost all residential MDU). No MPLS, EVPN, etc so far or planned. NAT is not happening at the PoPs. We will begin taking full IPv4/6 Internet routes from our transit providers and some from an IXP with this upgrade.
We looked at the MikroTik CCR2216, but the inability to handle the full Internet table in hardware and its relatively small feature set for BGP eliminated it. We've narrowed it down to [Juniper MX204](https://www.juniper.net/us/en/products/routers/mx-series/mx204-universal-routing-platform.html) routers or [Arista 7280SR3K-48YC8A](https://www.arista.com/assets/data/pdf/Datasheets/7280R3-Data-Sheet.pdf) "switches", either of which can meet our requirements.
From what I've found, here's some things going for and against each:
* MX204 can do 400 Gbps throughput vs the Arista's 2000 Gbps. 400 Gbps would be fine for us for the forseeable future
* MX204 has a limited port count (and can only use 3 of the 100 Gbps interfaces if any of the 10 Gbps are used), and also can't do the pretty common 25 Gbps interface speed
* Juniper seems to be the king in the service provider space, but Arista is making headway
* Have heard that Arista TAC is fantastic
* MX204 is 5 years older than this Arista, and has already been EOL'd once and brought back - but it still is quite the powerful router
* Juniper is potentially being acquired by HP - hard to predict what things will look like in a few years
* not sure if it will apply to the MX204, but it seems Juniper is transitioning from JunOS (FreeBSD) to JunOS Evo (Linux). Arista already uses Linux and provides full shell access
* Arista has significantly less CVEs over the years (although they're 8 years younger than Juniper)
* JunOS is great to work with (but some of the great things like config sessions, etc are in EOS as well)
What are your thoughts on who/which to go with? Juniper has been making routers forever, whereas Arista is making their switches have the capacity to be true routers over the last several years. Would seem Juniper is more the "safe" choice, but Arista has 5x the throughput and still has the smaller company benefits. Price for each is not a major determining factor here. We're more concerned with the best vendor/solution looking long term for the next 5+ years. Appreciate any insight/feedback!
| r/networking | post | r/networking | 2025-04-14 | Z0FBQUFBQm9DbVhRZWxjaC0xSG5HT181Wnh0eGtHYnJlUjIzT2FiekJfYURNdldkRjJWWlJqVC1KV015ajJBSHJFbTZldGVrNHBjWHJLMGZxVU40TzBjajlSdEtLTG9tX3c9PQ== | Z0FBQUFBQm9DbVhRbGxSNllKX2RZdmJDb0o1Z21KeHBaTUNZb3o3Q0tHVzZRYU9JZDR1UXpzeE1oZE1BNC1RZTN3SWFPTE1hMTFxWjdaaThsdG51Y3BEMDA3Qy1KNzV1UXU3RUFVSjBodENfZWtYc0Y4d1F2ZW9oS204eGx5RVotNVYyUHBIbUI3cm9sVU0teDJJYU9CcDhoN1NGcjhEZ1MxY1ZJdHdjSTc5Vmo5NGhxVlRlb0tkREVhRzFBclJmUm16WkFiR0JYNTJNTDBnOUdKMVBSZ0ZDXzhUVl9hUF9sUT09 |
I don't exactly know BitcoinCash. I'd rather suggest you invest in CatSlap, Solaxy, or any other solid crypto presale. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-14 | Z0FBQUFBQm9DbVhRem9ma0kxUUFQN2dCa0MwNHN3cG1OTDdBYVYyNDRCWXNZcUhsRUNoVmNqNzBsdXcxVXdIRnZqWmxvUkc2cnYwWTdsR0JleUtQV3Z5ZkZPQVBqSDJSZXc9PQ== | Z0FBQUFBQm9DbVhRT013aExYRUcxUFVBN0pHQ1h3eS10bUxjaUtvOWdlaWFtT09pcnZQNEdmLUFISzUzaHVWR1JjWWtUTC1iRHl3V1hmZ3U2UGdzemVubU84Y2NjUjhaQ3p5WXF4THNURkNoVC1ieElINmdLMW96TFVRMmlTT2pBMmJSdmtxNlVwYk50N2U3NmwxcE13T3FBOWpJY3R5Z1Q1UFgwWGtYU0ZTLWgyMHpMZjhRYW40bE5SOTI0cmxwN1RTczV4ZlhwT2FaNktRMlJodHBMbHZNd3FwUWNKaTFodz09 |
On April 16th, the world’s first spot Solana ETFs will begin trading on the Toronto Stock Exchange. All four ETFs hold physical Solana—no futures, no leverage. A major milestone for institutional adoption.
Going to be interesting if this makes US regulators move faster.
Do you guys think these ETFs will get strong demand? Based on Solana's relative market cap, these ETFs could see around $250M in total assets.
UPDATE: Evolve Solana ETF just announced a fee waiver on their ETF, so 0% management fee until the end of the year.
Here is a breakdown of the 4 funds launching:
https://preview.redd.it/zqfjj6w2btue1.png?width=748&format=png&auto=webp&s=f301de3482925df728ba059a266ca8a6d6234e18 | r/solana | post | r/solana | 2025-04-14 | Z0FBQUFBQm9DbVhRbW56TkEyMHBLN2x5cWtvZm1pN0lheUVPeDhuNWcycDhaOHpmR29xOXpRTXlLeTBSQ1NSYnFKb3M1SnROVmRITHdUUkhzekpOZGlQVUp0R2tYaDdqcUM1NXhCbnpXcTl2MjljWnhzWUJ6UU09 | Z0FBQUFBQm9DbVhRT09TalhIS2pUTnlKeHlDVW1SS2FJTGVSVG12QlBreUNaYzcxeDR4a2xtVjh0ZnJmS0s4QzhTdGRlcC1BQUtnOUZVa3hVZHZ3b01qMVBBc1phOVRkZE1uZ3ZpVVRZVWt6V2JkY21EMGtQQkpYZjM5eTZwY2h3ZjVPQVZXeVI4cUdtNlZtZXZnUklCMEd6V25pWXotVVd1ZmllUnl3RElRQ0p4bVBVdGg4UHMyeHJRZ1F3cDF1S2g1V0xUMDBuR19CUHNHME1fMUxUa3o4RF9aOWh1X19pUT09 |
Welp, for 5 years I’ve always wanted a specific car part and for the past year I’ve been saving with the intent to buy a huge car part upgrade and decided to sell 70% of my bag at $133.69. I DCA down to $110 and decided green is green and the car part is on order!
With that said- in typical “my luck” fashion expect solana to shoot up!
Good luck to all of you!
| r/solana | post | r/solana | 2025-04-14 | Z0FBQUFBQm9DbVhRbEl3Ti1TZ3hWVTNqLXkzd1BXdlFPZ2NicEhZSlhJM1dIQkdOd0xLQkNZMDJacWQtc1JYcHdzd0dxTDllUXpFcDVSRUNaeTEtaFVLaVBXTzNONVpuU1E9PQ== | Z0FBQUFBQm9DbVhRUWVmMXRweGkzd1JzU1lJVmlvbDYtOVczbVdaZTR5alVsYkgzZzdKcGpwZlA5ck1rWWd1blRvbXpwc2hMeDhoU2o3a1UzZC1FbXptRVM2bmNaQkpPcE1raWFhLUV5TUZVQmpEQ1lFQXhFc1N5NVgyaW91b0dMWXNMQkVFb2plSWlvbjMtczc5Z04yUmFWd210QTdqa3prWndRby1xWDE5RjQ2aU9RRUk0UjRJPQ== |
After over 700+ help desk applications I got 21 interviews, out of those interviews I got 1 offer (starting pay $21/hr). I graduated with a bachelor’s in Information Technology in July of last year and have been applying ever since. I didn’t think it would be this hard after obtaining my degree but I persevered! I have no certs either but I was working on home labs. My advice would be to keep applying, and don’t feel discouraged. It only takes one yes to kick off your career! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-14 | Z0FBQUFBQm9DbVhRMEdhV0VGdWhmakJBNlo2QkRQZ2ZxUDhsc19QV0trQ0FNN3czMU10Rll0NFYyT3hoS3BTMGJSbzFQYm9GcC1mYWZ1MjFZWl9NejQ2QkZmZk1XcTZrQXc9PQ== | Z0FBQUFBQm9DbVhRaHp3Z3M2MWpHSXFXU0U4MEk2MUZ2Mm83bGtQRmVIM0tGZWdOUmhwd1dDaU1VWlRldmFIRjEwbEYwU3VCY1BmX0tELVhFVXBuTE9NRFB4NkdXZDZZMUFCQVQ3SmJxcTBveWdMRkprZFc2Y1BFWGQ2SXhWaXBxai1lRVJ6ZDhnZndZTDAtUWdILVpMVE5yUUdmT191VklvT1ZYUDNYRHZVS3J6Z3VkZzQ3NWVreG1iRTR6c0dGd01FLXQ4d1dCeHdU |
Just found this Leon [Tweet](https://x.com/LeonWaidmann/status/1911768275362730417) sharing information about Ethereum ecosystem transaction count and it is on fire!
https://preview.redd.it/x77un08fjtue1.png?width=820&format=png&auto=webp&s=2d66716cc76e73dc3a95b2ff92a73eb2abe289f7
As you can see in the chart above, Ethereum ecosystem is cooking right now achieving 20.36 million transactions and climbing. This is not just a blip, its a straight up signal and we are witnessing a level of activity that could soon break all time high. No matter where you do it, deep in DeFi, minting NFTs or just doing some other L2s action, this affects everyone.
This is important because even thought it could be a few persons doing it in really it is more probable that more users, more utility and more adoption is happening. It is not just whales moving ETH around. This is real, real engagement in whole Ethereum ecosystem. Showing again that Ethereum is not dead at all.
This again will not directly affect the price but somehow it is already doing it because those using Ethereum ecosystem probably believe in it and they will probably buy and HODL more. Let see if all the macroeconomics drama is solved and the economy takes a more bullish course.
Every time I check Ethereum adoption and metrics I end being more bullish and believing more on ETH. Am I the only one?
Source:
* Tweet: [https://x.com/LeonWaidmann/status/1911768275362730417](https://x.com/LeonWaidmann/status/1911768275362730417)
* Data: [https://www.growthepie.xyz/](https://www.growthepie.xyz/) | r/ethtrader | post | r/ethtrader | 2025-04-14 | Z0FBQUFBQm9DbVhRcFlPRlUwS1JZeTJpelNqZk9uTWJOOFV3RERoeEE5U1VVZUZqZnliMlp1dmFkU2xFemFEUFo4MGV6OWoyTWlLeHIxQzRJWExPcjg3d3kzYmZiRlpwLVE9PQ== | Z0FBQUFBQm9DbVhRclZGeDR6U0hYY0N0RzdLa083dlNCUFdsWk1GbEh1OEUxQ2V3UkdaeFdnT3MwNUItaVBrRTZEYW9rUmtHUllzZ0hacE43UDc1cnB1eVZrV3VOY2d0enFabEZUS1hBLVdTMzdBRG9pVHpxMl96eDNBYmJVM1NBcEhISzc0M1JoVGlHaVVuMjlQMDZ3S1phdFB3RFBIZ2F6MDZjUHM0TDBPakg3U2NhdnFHVW5jUGN1Sk1aenFFZ1FNYmt2TW9PMUl1bHJxNURXSWxFR3QwOTRrOWVoM3U1QT09 |
You already know that Google dropped a 68-page guide on advanced prompt engineering
Solid stuff! Highly recommend reading it
BUT… if you don’t want to go through 68 pages, I have made it easy for you
.. By creating this Cheat Sheet
A Quick read to understand various advanced prompt techniques such as CoT, ToT, ReAct, and so on
The sheet contains all the prompt techniques from the doc, broken down into:
\-Prompt Name
\- How to Use It
\- Prompt Patterns (like Prof. Jules White's style)
\- Prompt Examples
\- Best For
\- Use cases
It’s FREE. to Copy, Share & Remix
Go download it. Play around. Build something cool
[https://cognizix.com/prompt-engineering-by-google/](https://cognizix.com/prompt-engineering-by-google/) | r/deeplearning | post | r/deeplearning | 2025-04-14 | Z0FBQUFBQm9DbVhReHVXNmtjZVZVOHBYd0d2V2wwWk1Sbl83bEJMNDh4SWRRZlhnRG81ZUVIckN2eUFBNUtXYWJGQjNXNzRraVFTY2lYejdEN1V2cXBBSWFKd3E1MkU3UlE9PQ== | Z0FBQUFBQm9DbVhRQVF0TVAydUVOYU1FTVpoaktCMU1vNUNEZjFNT0gwMjlXYWNkbi1XczlTQ1NGVUZHOUh0YmFwZFo2TTd1ZDFHRzZmSXcyWHdpNl9fZTVnRlFmZXBJOGRQbW9pd1U2OXNSYnZjZkZzbHNBRS1ST1JnczN3MmotaU5jZjVTVWh3ZE9MRmZsYnhxY1o3cmlCVUJkNzZsbkVQVmhkNHpFUXl0TVByR0MyWjk1RjY3bHdDa0tvVFoxSDFmMk1ZcHZFejk3enNSME9vb004U0VmdFFLcHJuR1VEUT09 |
Has anyone found a way of speeding up lip syncing models up signifcantly, by using pre-processing of the videos and then applying the videos? | r/deeplearning | post | r/deeplearning | 2025-04-14 | Z0FBQUFBQm9DbVhRNXEwX0Q4UW1MUWRpX3BIQWRacXhYcDdfc3Z6SVBLLUlwTW00ekNTU3lXdkQwYTM0RGtFLXZXQzhZZVdxQ2lwTFMxYmRtdjdmbFpoMmRER1AtQ1pVeVE9PQ== | Z0FBQUFBQm9DbVhRLTdyemVLd0xJcjgwb1BMQ2NCdURGOHh5OGgyeVBvMGtiTmRFb2NPV3JrbF94N05TMjFzcTZLRThtekxmQkhFandNUnpxdFYxUnB6Sm5iQzl6S2ktRWh6dTRzSGJoN3BPZEZDT1V4RVhmeEtBb2tCZW8zV1ZvZXRZNFJCTDlqbGtmVkFraDYxNG04R3pVSVZFeHYyUXVGcE5JWFpud3BXRlJWdkNKY0FKSFhHMU1rcUt6U1BXYjlxblMzdERka2pL |
Just wanted to share this for anyone out here applying and feeling like none of it’s landing. The tech job market’s brutal right now—rejections are constant, ghosting is common, and it’s easy to feel like you're just another resume in a pile.
A few weeks ago, I was contacted by a recruiter for a senior level role. They submitted me, and two days later I had the interview. I came in straightforward—no fluff, no buzzwords—just real experience and direct answers.
A couple days later, the recruiter reached out to give me the feedback call. They said:
>
**Bad news?** I didn’t get the job.
**Good news?** I made such a strong impression that the manager wanted to bring me on anyway—**in a completely new position that didn’t exist.**
They literally created a new **role**, adjacent to the original one I applied for, just to bring me in. No public posting, no backup list. Just a straight-up “let’s figure out how to make this work.”
# Here’s why I’m sharing this:
Sometimes not getting the job doesn’t mean you failed.
It means that role wasn’t built for you—but that doesn’t mean *you* didn’t make an impact.
If you show up clear, focused, and ready? The right manager will notice. And sometimes, they’ll do more than just say “we’ll keep in touch.”
They’ll build the door you were supposed to walk through.
I know this occurrence is rare but things can happen, people can open doors for you. Im proof it can and i'll even add something else, im not super special or anything like that. I just conveyed my experience the best way i could during the interview and tied past experiences to what they were looking for and got lucky for sure. Keep applying guys dont give up! | r/cscareerquestions | post | r/cscareerquestions | 2025-04-14 | Z0FBQUFBQm9DbVhRa2x2ekhKM2E5TV81UnViM0xLTVU4YUVsd2pxYkpuakdjZWVWTHpCSlEwWHIyTnRvN1BkQjBuWWczeHYxTmtneXFLOGxuZE9xVmdvS2hoQnozR3dtdEE9PQ== | Z0FBQUFBQm9DbVhRamYwQmFIMkJTZlpzZmFuTHRLWEdmVWNtWkp4LXhORmxvdGt5dTlsXzNDTklHMDNjcVZCeDFRSnRjRkE0OUVKd0ZIdEVuTW40LUFNLTVRMlhOVzRmRXhhaGJzMml5TFVNcEc1VjdBcDkzNmd2eTFGS2pfUlVBQ3hkTHBacUdCazhScGdpRi1Fbk5udE56R1pwSl9uck13WW9LZk11ZDBITGJ4U1NpUFQxOEJfZ0ZwNTBXamNJLU5VYkRyejZBaEUt |
In DETR, there is a single learnable embedding layer query_embed, which serves directly as the input query to the Transformer decoder. It essentially combines both content and positional information for the query.
However, in Mask2Former, there are two separate query embedding layers:
query_feat: used as the content embedding of the query (query features)
query_embed: used as the positional embedding of the query
Why does DETR only need one query_embed, but Mask2Former has a learnable position query embedding and a learnable feature query?
What’s the meaning of these queries? | r/deeplearning | post | r/deeplearning | 2025-04-14 | Z0FBQUFBQm9DbVhRdFFtMERwUDR0b2dhaWwxMTZIYnl6bGhuTUl5VTY0cXZxNGVrUVBkRE1rSnIzTXFXVjlPZ1ZSMTQydU1GNjJIbEtmc1JNeDR6VnVRUXpaRm1ZdWpwRTFYVWRnaG5kbkt3MEt2bWpXVnVTRVk9 | Z0FBQUFBQm9DbVhRN3hTcVlZT3o4ejMzTkQ5VG5sR1RSaXhqVWJHVWg2UjFiSzBsMXNkU281bHEtb0xhQ241aTF6WUNNMVJ2Y2pldmt1YkV3Z2ViTjEyelhZaUNLOUNlX0VHVDhyd2Z3cU5oLUhCNkp3dmlaNUlRV3ZvM1FZR3ExNVVzR0o0NUNRcGJZN2tEbHd5V1BsYWpGZUJLVVc1YXczTkpfVjJnRXVoVUltbVQ0UEZUcVB0Umhrc3hSTnNLcTQ1SUd1MHpRb09pMkxEajBBSXQyZEtOTVRheUJERVpNQT09 |
One the few highlights for Glasgow on Friday.
Lines him up and gives a great hit. | r/rugbyunion | post | r/rugbyunion | 2025-04-14 | Z0FBQUFBQm9DbVhROXJsYkswdEY4SnpYMHVyQjhaVTNrek52c3VNY1FtX29QRnpYZ3JJTjFXLXQ0Xy1IaURPeGVrT0tvVml6VWNyOUY0anlJT3ZubnNmZmhHQjlhN0M2S0E9PQ== | Z0FBQUFBQm9DbVhRMktYZlc3RUNBZGotWHBldnByZVlzUUNaWmhHTHozSHFhd21ORkdDYS1BU01wTl9RMGtQZnMyQXA0SE5FWXBHTUt5VllWY2EtQUNNM25weGpCd0dmVFZab1RkaC05djVMd1kxWUdsYlZ4OGRZVURnYVdhRGdBSjNpYmQzR3pUSTVodl8zSHFwNnNkRlJvbUJyZXFaYXVpX3lUWWFqemZlOEplVktudmpoWlIwPQ== |
Related past news articles:
[Why those reports of DOGE using AI have experts worried about ‘massive risk’ | CNN](https://archive.is/Qo3RB)
[DOGE will use AI to assess the responses from federal workers who were told to justify their jobs via email | NBC](https://archive.is/5O5od) | r/artificial | post | r/artificial | 2025-04-14 | Z0FBQUFBQm9DbVhRYW43WDA4SmhjUmh1YU84NVJ0emZHRG82T3NwN2Zjb1NGMlZkYUVDV05pdUdwT0JTWjNZTDFpanhCdjJkSVlzZldVdWIydmFWMDNJQV9XT0ZKRktDY2c9PQ== | Z0FBQUFBQm9DbVhRbzlPUXJJaDNwQzNsUGVBY2VwcGtrRnlzazJJRlpSYm0zM3dOazlmOXZnNXhiWmRMa0E3ckxDSml4U3dDbHg1SFEzaGgwUDlVMzhBV1ZXOXdJNkRhYkFCUG05WHZGSzY4VWZfd3BZN0ZVN0MwVUlYQzNIbnJRR2pFM2hXdE9heV9sVF9xU2J0aTRaaWlZc1NKallUVURPa2w0bkRSbm9xVER4QnpNdHFROWkxUzdkeU1tR2JlNGNUMVR5YTBYTzlrSFNXVWwwZHlsSlIzT1NHbXlyOXZXZz09 |
**Background**:
I’m a recent graduate working at a great company. Early on, I noticed something confusing:
* Some colleagues (even those **younger** or with **similar experience**) have **exceptional technical knowledge**.
* Others with **more years of experience** seem less skilled.
After 7 months here, I’m not improving as fast as I’d hoped. I don’t want to just “collect years of experience” – I want to **grow my expertise actively**. How can I bridge this gap?
I am using c#/.net as a programming language | r/learnprogramming | post | r/learnprogramming | 2025-04-14 | Z0FBQUFBQm9DbVhRaWRFNldSUUttOFEwOS1jSXF6RkhqZE10ci03ckVvRjQ4YTlXdjRqWm9QQjRJSGpobFVLSHVZcmx5c0s5UjA4S2NjT0dYOERwdHc4bU16aFN2eTJOTlRqd09uYkhoamFaMUFuWWl4dWRyc0k9 | Z0FBQUFBQm9DbVhRZ3RuSF9YWl9IS01ZNFltMjJHaUJzaGROMUZaY2VjdTZqdDkzUl9qOWZqVU1yVVdFb3oxWVN2MlFFTlA3dWM4bk04ZGhjb2NBcnNVejRWaThzMW53RmF6eWNhRFFyaGJWQm52MVJrSktNNnc0Y3FfWkdNeVpxenZJclJSYUliZ1diVGdGVEF1aU9sLUlMcFFOMTFnUEQtb2R2ZUtWWFRYcUFTQldfSEdfaTR1dEUzSHN0Q29udEFMbG05dXRDNTdINkR0eUJJNEpOT19OT2Z0UnlSbGVEdz09 |
Hey there! While I can't dive into all the technical specifics, these graphs show some really interesting comparisons between a holo neural network and a standard neural network on the MNIST digit recognition task.
The accuracy plot shows both models quickly reaching high performance, with some fascinating small fluctuations in the test accuracy. The loss comparison is particularly cool - you can see how both models rapidly reduce their error rates in the early epochs.
If you're curious about the underlying approach, it involves some innovative complex number transformations that seem to provide some unique insights into pattern recognition. Pretty exciting machine learning research! | r/neuralnetworks | comment | r/neuralnetworks | 2025-04-14 | Z0FBQUFBQm9DbVhRbjdYNlQ5ZXBjT0t1ZjhuX3FMTXhOckY0RkNnN1p5ckl0Yk5HWHJlbE5LQ0ptMy1wM3BMYmlwbk1yWWFWZXNXall5NGpmaXZTYUdPNkVzbnNlcWFuM1E9PQ== | Z0FBQUFBQm9DbVhRcXZiR2NmM3k4VHZoS1hIa2k2UktHS2U0M3NiLWlqU3E0TWllQzFwdHp2ZUNaM0lYWlNrREtlZnItUDlhVGpwOWRyN1N4cTdmRkhyN0Vzb0IwbHpmNlFhbUFGNDNTUXh3NE9xNjk4NUVsd2ktZE93akRpcTdlZkhDLTNPUFJLRDFFckdOdXNaQ1JJbVVNbHpxeWRFSVlGcTJ1WmEyOFhjVVhyX2NVQXl6TzNrPQ== |
Hey there! While I can't dive into all the technical specifics, these graphs show some really interesting comparisons between a holo neural network and a standard neural network on the MNIST digit recognition task.
The accuracy plot shows both models quickly reaching high performance, with some fascinating small fluctuations in the test accuracy. The loss comparison is particularly cool - you can see how both models rapidly reduce their error rates in the early epochs.
If you're curious about the underlying approach, it involves some innovative complex number transformations that seem to provide some unique insights into pattern recognition. Pretty exciting machine learning research! | r/neuralnetworks | comment | r/neuralnetworks | 2025-04-14 | Z0FBQUFBQm9DbVhRUHhCdXNBUzRLaXB0N2U4aUltQTFXWVZuNGFwdG95akdzREVZNU9adGZvc1AwRnRCTnhNMnNJUVFRcEVMeDlfeU9XRVdfWUtnNEFJX0VzZUdxQkZZNWc9PQ== | Z0FBQUFBQm9DbVhReEdBSFBfcUpqcGljVHRweUtXWHVTSWpvYXVaU1FvTS1OTXNFdFZ1cHNHSjdlNmFnbFE2RVRlVDlDMFRwSnVLVDhibFYxek9PaXMtdGdCZ2JGUTJmMlJ0QjlIOVVXaXVvNUUyOVRFR2dTMk5wajBnR2w4ZE1ZRm9GUXJKNW1hWDdJWDg3VkVfWFo1dXo3Z1d3WWpuSnlqVFRTSWljSVFQMk1YY2NuSThlN01VPQ== |
holo neural networks are an innovative approach to machine learning that uses complex mathematical transformations to process data. It's like giving neural networks a new set of glasses to see patterns in a different way.
The approach shows promise in tasks like digit recognition, performing on par with traditional neural networks while potentially offering some unique insights into data processing.
Interesting math meets machine learning - that's the basic gist | r/neuralnetworks | comment | r/neuralnetworks | 2025-04-14 | Z0FBQUFBQm9DbVhReU5qYjlxOTJ5aFpPRXIxRnlJOU5aU29mX3I3VnRNazNhZEdYN0RKb25Ic0R6MVpCVTZ2czZ1NWZrbTVhbFJkbk1yTzIzUUJMSk4xZHRIMGhmQXpYSEE9PQ== | Z0FBQUFBQm9DbVhRSW0tQTY4R2VTaVZjcDdjb2hzZEFuSklMSXVkMnZ2NGhzc2lOVk11UVNuUnN6NmJJWHh2TnZ3UGc0M0RvVUp0aUxJbjdFSVhsOEdGOXNDQnB2M1dwbjFHZ1g3M1Bhc3RySF9pYktWWXpRRm9NZjJIbWx6b3BEUl8tcVlMNG9JRldieFlOb0sydThJN0xCemlqN3VqYktpdzZMMldrNGh2VUVDam5OaUpCeEpRPQ== |
So I just got done with a SQL zoom screen. I practiced for a long time on mediums and hards. One thing that threw me off was I was not allowed to run the query to see the result. The problems were medium and hard often requiring multiple joins and CTEs. 2 mediums 2 hards. 25 mins. Only got done with 3 and they wouldn’t even tell me if I was right or wrong. Just “logic looks sound”
All the practice resources like leetcode and data lemur allow you to run your code. I did not expect this. Is this common practice? Definitely failed and feel totally dejected 😞 | r/datascience | post | r/datascience | 2025-04-14 | Z0FBQUFBQm9DbVhRc1NrcHBpbFp2NjhIZDNscnRselBZSkVXMDVTbjBJTmQ4a3hOX01qOF9WSV9VTVRyazUyc1VwQTdKVTNhX1FMOHJEai1IN0ZHYU9rZFZvLS13d2RHOHE0V0ZZdGpHNk1rVDBhWHZwaS1vWTQ9 | Z0FBQUFBQm9DbVhRNU9rUTdJU2swaUZKcXhqbHU2T3NSSDIxQ3hqS1dnaExkajZuOGREbXZPSTZFNGJpSkJmV1pUTWkwQ3NVTkpnV05saUpiVEJzWkQzRXA1NWdvVGhQallzYVlHcFJQS2ppNXJmeEdQMy1SM09hQnUtWTl1a1JpLWh2anVaLWJIeUN6LTI0cWRiWHpxTEREaWx3RktoQm5WSDZiRXpwMDZTSzRQZWg5UGY4b0hjdWJWZlMtUjdGRXdHRlI1LXQ3QTJL |
Welp, for a year I was investing small amounts into shitcoins and trying to catch 100-1000x, but I basically lost it all - either in one meme coin, or over several ones. The amount I lost isn't a lot, but the time I spent hoping and praying is the biggest loss.
I've changed my mindset now, and will soon probably setup my ledger (which has been lying around in my drawer since October last year). While I will keep the ledger-protected wallet for serious coins only (SOL and other altcoins), I'll use my Phantom wallet for swaps and occasional tiny gambles instead. From now on, I will only hold SOL for SOL, not for shitcoins. The only time I will swap it is for USDC so that I have funds to buy back in during a bear market after a massive pump. Alongside that, I will also buy a few other altcoins for diversification.
As for meme coins? I'll only put in my tiny survey funds whenever I have some. If I don't, I will probably forget about it by getting a few dopamine hits another way online😂 | r/solana | post | r/solana | 2025-04-14 | Z0FBQUFBQm9DbVhRdVZqRF9xZC1vVHY3NkF5V2VNZVljSTV5WVlkY1ZRREZCbEl2ZDZab1B3QlFERVh4OVFVc0Rpbk85S1dGUXE4WHV6cDdtU09lS1BFVHVxTVB4bE13NHc9PQ== | Z0FBQUFBQm9DbVhRWEEzZVYyejRQZUdCVTJtWDZLMi1zLVJnVE5nWlJtVUpFdEhDaHIyM3BJSzNVN2t0SFhMN054Ulg3WGRsMFFyRlEzcVpQb28tMUxJUjBPNWFlWnNsZXN4c0hMYUM3OUN4RHZpV0kxQUJYaS1jYlRMNngwTmEzVWFwcUhfWVhuUlczNGt0QkNSYl9EUmZ1OElpNE1tX0liNVluQTFJWWx1QXp2WEhlc2tQVHA3SWZaaWlzTTdzUGJMWmh6aER1Qmx6 |
I've been in IT for 5 years with a BS degree and I'm currently making $55k. My goal is to reach around $80k, but I'm starting to wonder how realistic this is in today's job market.
From what I've observed, the IT field seems increasingly saturated. I didn't go into this field because I'm passionate about tech - I don't play video games in my free time, and if it were up to me, I wouldn't touch technology outside of work. I chose IT as a practical career path, but the industry seems to be favoring those who are tech enthusiasts.
I'm wondering about others' experiences trying to advance in IT without making it your entire identity. Is it still possible to reach $80k for someone who sees IT as just a job rather than a passion? How long did it take you to reach that salary level, and what was your path to get there?
I dont meant to say I didnt expect this career to take work. Of course any field takes work to get promoted.. But with entry and mid positions getting incredibly saturated the expectations are rising. I never got into this field to be rich, but to live comfortably enough to own a home, travel a bit, and raise a small family. That doesnt feel in reach currently and with the trajectory of the market it doesnt seem like things will get easier.
edit:
I live in Raleigh NC
My background
BS in IT Management/Cybersecurity (2019), CompTIA Security+ (2022)
* IT Intern at community college (4 months)
* Help Desk Specialist (contract, 2 months)
* Tech Support Tier 1 (10 months)
* Tech Support Tier 2 (3.5 years)
* Current: Director of IT (inflated title) at a school (7 months) - managing Chromebooks, ticketing system, IT policies, and support
edit: I am not saying I hate It. I just dont go home and tinker with computers in my free time for fun. My passions make no money. Art, music, running, cycling, photography... I had to choose a career that made money and tech just made sense to me. I dont want to set up servers or play with networks in my free time though, unless its necessary career development.
saying find a job your actually passionate about doesnt work for everyone. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-14 | Z0FBQUFBQm9DbVhRYkpweVp1eVptbzB0RVFvZ2p3Yzh1NmhWYTl0UGxMeHpVU29QSEExWWZmRzlNYWc4SE9vbkROTy1CaVJQenJObWNnZ2lGTk00M1dkUGJHOVFDOGRVSmsyZkF4cHVNdDc3TVlhb3Z6eGhvWGs9 | Z0FBQUFBQm9DbVhRSjdvalVPSmtxaEFobjdKQy1TNnRkc1RFZ2ljajBjdGpKbjZjZEUxTmcySWZfUGxLeTFXcUtHUEtsdDNNZmtXWktCMHQzaW1faC1ldzJ1ZWxhNkpkbkZjdVhNQ3dHbV9hMWtaaXM2NC1oai1Tb28wNGNrNnpySmRHYTN2TDdiODZLc1hWNVNsdkEwZ2xydGdGcWVyNnFOUXJ1WXpEbGFRMGRFYjdmZHBJUEVNbkNxYWEzWHlQN1hsMElPVC1UZzZvNzRSUHgxZTN1SW45TmZsd1loYUhqdz09 |
I'm in the final steps of a new role coming my way. It will be with one of the big 4 major network vendors and I'm super happy to have made it this far in my career to where I can even stand among, what I feel, are the greatest to ever do the job. The role is for a services engineer that will be a part of a regional account team for my immediate area of a few states.
The job will be a really nice base salary, with a 15 to 20 percent yearly bonus for the company hitting certain metrics (which I'm told almost always occurs) and the usual boat load of RSUs that have (until recently) double or tripled after vesting time comes around. The bump from my current position will more than likely be "significant" 100k a year more possibly, even though I am compensated pretty well where I'm at now.
Now the issue..... I feel incredibly blessed to have this offer coming, but I will have to do all the things that come with a position like this. I'll have the inevitable imposter syndrome going on of course and have a lot of learning to no doubt take on in the first year at a minimum. I will have travel to customers sites, which should only be a state away or so, and I'm told it's around 20 percent travel for that. All other time is remote.
I'm currently in a hybrid role where I am and come in a few days a week, with no travel at all beyond that, and a great working environment. It's high workload, but nothing I can't handle because I know this environment cold, and not much challenges me here.
After talking to my wife, she obviously knows it's the job of a lifetime and won't tell me to not take it, but she knows that she will struggle with those times I am away for work. For this reason, and because my current role is not bad at all, and we don't need the money, I am thinking about declining when the offer comes in. That thought makes me feel stupid, because I feel like jobs like that don't come around often obviously. I almost feel like they are the 1% type of jobs that people boast on here for having, and I'd be throwing that away.
Has anyone been offered something like that and declined? Someone make me feel better about possibly saying no here.
Edit 1: To clarify a few things being asked.... My spouse has had some recent health scares lately. Nothing super serious, but my current role allows almost complete freedom and obviously no travel, so I have been here for her in anything she's needed. Those health scares have for the most part, subsided, and she thinks if things continue to trend this way, that she'll be fine. That's been the main point of her worry is those health scares and something happening while I'm traveling. Obviously we would "miss" each other like any married couple, but she'll survive that loneliness fine, it's the health aspect that bothers her most. Hopefully it's not a big deal and she thinks that I should accept the offer and hopefully her health scares are over. You just never know for sure. | r/networking | post | r/networking | 2025-04-14 | Z0FBQUFBQm9DbVhRN2g0WFg4QzA1SnJvcGJ3eXlQdTk1a1hTZndocXJUVnlOR2F2bFp1WkpzRHRaZUdFa2hNT2xaeVBRR2FDVHNMRUh0TTMwQi1MZzlwaXdGOHBRclp1bkE9PQ== | Z0FBQUFBQm9DbVhRWFd2d0RpdW5DbUhqNXV5Z1VIYk52bVBVcm9LVHVGUmlxTzNDbmtiWS1GeVVLbzN6WmhTWEZLdE5tQnZvNGQ4UnRLcFRhRzNqQ29kQndVVUUxamVSVHRBUFRsWFlWbEZzeTdoblBzNzY1cW9pZWtoeWpYODJZaGpJekhQXzkyMGxXRFBOVWctQmVsd1lwalRkRjIxMEFGYzBFanpuTzRUeF9mQnlqYmhic0trPQ== |
I’ve been a professional software developer for \~7 years, and for the past couple of years, I’ve been the technical cofounder of a startup. Lately, I’ve been struggling to find the signal in the noise when it comes to “vibe coding” and the current wave of AI hype.
Personally, I still use VS Code. I have Copilot installed, but I mostly treat it as a supercharged autocomplete for repetitive patterns—like defining local state in React or writing boilerplate `try/catch` blocks in Express routes. For more complex problems, I’ve started relying more on ChatGPT and Claude as “pair programmers.” That said, I still think through the architecture myself and stay in the driver’s seat.
Recently, I was talking to a mentor who suggested that I might be doing it wrong—that I should let AI take the first pass entirely and just act as a final reviewer before merging the changes. Basically, offload as much as possible and shift my role to quality control. He was raving about WindSurf and how it takes the whole codebase into account when making suggestions.
On the one hand, that approach makes me uncomfortable. I’ve seen AI hallucinate and produce overly complex, narrowly scoped code. But on the other hand, I worry about falling behind—missing out on real efficiency gains because I’m clinging to old workflows. It’s possible that my experience is actually blinding me to how much AI is already capable of (not just what it *might* be able to do down the road).
So I’m curious: how are other experienced devs, especially those working on production apps, incorporating AI into your workflow? What’s been working for you? What hasn’t? | r/webdev | post | r/webdev | 2025-04-14 | Z0FBQUFBQm9DbVhRcDM1REZMNzBQRHN5bUpEMUZER2pRMkJtbGdzaHRiR0xhbmRMLWYxOVgydXdhWFo1czJXSzJ5YVM1ZE9CcU5sWEFxNE1mZS10VHNRUWdlRFlwQVlYaUE9PQ== | Z0FBQUFBQm9DbVhRUk1Ldmt3Sjk5TnRnSVhhbHZ1b3NqYVVVVHRqQllmMURpQkotYzBtRENTN1BOaWJfWUlERE1aN25kYk9UNmhQYktyeGlnSjYyLUFMZ19MVElvMzJTZG9HdGdQTl9wSUtGdjQtRHpfVEJfbHNJVnV6el92RlB4VkxnN2FBLWJoV2FvMThzQV9rV3I2ZGNoYXZhekZSandvV21HVXlnQVpidE5fZXdlYlNhRzFVNTRlWENTd2kzd19yamVSWkh6VDZ3ZjFMTmhtQXpMbmp6NVBpNW16akxpQT09 |
I remember when I was in high school (2006-2010) everyone was saying that there was a severe shortage of scientists and engineers, and that the right major would easily land me a job.
I tried studying at three different places, and turned up empty-handed every time because I thought the universities would help with job searching and interviewing. I even went to Rochester Institute of Technology, which had a co-op program, but you still had to do the work yourself. I got two co-ops by accident, though now I need a full-time job. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-14 | Z0FBQUFBQm9DbVhRSERJWnNJZFNtZUhmMGdqNy14UUk2Y0tMTUszc3MzTW5IaDlNMy1HMnJvcVdtWWE0bnJDbDdES0M0QS04ZWFma044SHJMOHVDZXloUkE4NnpPNTVwNkE9PQ== | Z0FBQUFBQm9DbVhRbUtqazZHUDF0dTIwcnlPSVluVjJsYlgyVnRqUm1ON09xajhBMVB3enBISmQ1alJnLTZfRXYwU1ExMUZtQUtzSlVsM3VrNFlOb2lqWi1wSF83VHg2Y3dTang0YTFCR29sSUxPN1pjU0UycVNuRHZqZDZLbnhJODhrM2EwUnREMDNUeDNlbmo2bW8yT1pVejhVaGlkTmhPSDFlQ3RIQzNfeXpHNDdUal90a1RwZzFoZXJHU3Eyb25zZzRGZ0xyTzJmOEpXLUxMX2hBWU1QeEVCVVJSLTBVQT09 |
I've been using deep research for quite some time now, and there's 3 fundamental problems I see with it:
1. search results are non-trivially irrelevant or plain wrong, they most notably uses Microsoft Bing API
2. the graph node exploration is more depth-first, then change direction, than a wide research exploration
3. it is not tied to one’s research objective, not constrained by your current learning/understanding
If anything OpenAI has built extended search capabilities.
What are your thoughts? | r/deeplearning | post | r/deeplearning | 2025-04-14 | Z0FBQUFBQm9DbVhRWnBLZXYzaU9NMFc1QXpvWjM5V0JfNXlZRkxSajk2LUVDZmgtLUFFYW5nc2h1b1hVaFhHbUdlbVJvS2pIc0pZVDBFM1B0Qm83c2g1WnBqczdyY05UanhYVzJyaXhLVWhVR2kyUTUwcGlOUk09 | Z0FBQUFBQm9DbVhRMXVKRlcyVzFLUFZ1WmtJTE1Kb2lobGpqeVVtUm45M2lMdm1QcVVYRDhhOXF3aXV5MEVlVmNaaE4ta0ZtWTV3NVpadlY2S1QwWnhyQlRrU2k1VFczMnpfT25sRVJjTmZHaFlhbkY4SWpJb04tYWRuUTVLNDlxT0x4RFZJRGhScVlNYXlOX2thX2NwNXZDTjFsem4zYm1iazA3SXg0QVZGeFlBU1h0MGg3a1lvPQ== |
stack sats | r/bitcoin | post | r/Bitcoin | 2025-04-14 | Z0FBQUFBQm9DbVhRYUU3TjZGVGE1NlpyMW82aFNRMGhMem13YmNVWkI5WENMdlhxTDdCU1U1dUl6UjZna3cyZU8zc3Z6dE1KWWl6ejU4MVU2LVRMdWFWQjVxbUlrNVlfVDNlbldyQ0V0MlVSblF1Ymx6SUFNLXc9 | Z0FBQUFBQm9DbVhRQzZaTDZlM3M5alFCNUIxalB6bmttZG5qYlFpcXY4SnNoZHJ0YXU5STRIajJhVWFXRTNBVUd5V05DTW5ZODV4RGVDeEo1czJaVVJCaldETnI4aG0zejhSY0ZGWVVFd19wVlRKMi1xSWFoYWVlTV9QWU5tWWVnV3BOWUJIUXpkTFdBeUVhd0RMWTlhMUo0TlRhUHBrSmJwd0lGMy1ObmpuRFg2WU8wX3QxcHc0ajBBZ2d3LVotT0Z0dGl1MnFqVm1s |
Do you feel the same? These last days have been quite calm compared to the last weeks. No crazy news and the market is quiet. BTC is stabilizing right at the top of a huge bullish flag. We'll see if the breakout happens soon or if we're heading into the next round. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-14 | Z0FBQUFBQm9DbVhRUHBpZkV2LVlVMzlINDQwVXA3X045SlQwRVFGQ0hvVFZZaURjUDFPVnVGWlc0cE1iN0g3M1RUZXRmX2hyZW16QlJNLS1sR0t2SWl0T1RWSmVRVjVqaXc9PQ== | Z0FBQUFBQm9DbVhRLTF2Zzc2NFNkcl9qaEduTk5kcS01eW9MSGRBc0Znem9JQzk0cV92MjhnYThyLW1IeU1jeXdTWC1tbkFtZl9zMFE1QlhEc0cxdEdCQzVvdV9BT0VBZ1hwQnJ4OUI5NnVaRGRUSXJxVmZ2ZUI4T0RJT0VtQ1VBS2xpVzVEbnl3dTVTdmxReGlTUVlRbWJMQTRoNGJ1VzZ5Z0NXQVJsQmM3VDdMZU1IZ3dhR0VzbURqX3RzS3lhZ0lGa0J0VUowbll4 |
I’m currently two interviews deep for a new job and in the job description the salary listed is $93,000. I’m okay with staying at my current job but this new role would be fully remote and has better benefits. Considering that I would like the new job but would be fine staying, would you ask for a $100,000 salary in this situation? I understand the risk they may go with another candidate if I’m actually the first choice. | r/careerguidance | post | r/careerguidance | 2025-04-14 | Z0FBQUFBQm9DbVhRcWMwT3ZKbExfeWhUZ2d4RlhvcFZ3eGJ4WUQ5SnlMV19CanRlOGJ6dTMzSC1teW4zODhsQmhENjAyQ0VJc2cyOVdQblFwbEN5aWUtZm1LcTZPVXVjczA1Tmx1cWUyN0NqcG00ZzdoaVpETWs9 | Z0FBQUFBQm9DbVhRUTBtVGxRVVVORW1sOTF5Q2hNVTYzWDkwSHowdjJOUXFlZEk4NzZDT1lOM24yQTVaSHY1X0puMkhJMW1OTGFuV1hoMzhleXRCN29mZ3dvZFRZNUctTUZDcmhlQTRnQTVNMDZsSTRLMkZFaWhKalZwVmtWOHZDaWsySmgtRHM1clVVZlVvYXBITkg3aGU3WGhSS19XWm9sLWV3MGg4emYzcUp5b280c1V3M3UwQzFXRHRISzBVSlJSc1dJNnZmZndKZzd1a25RS3F2T3RYTzZxempzd25mdz09 |
If no party has a majority of seats, then it is going to be necessary to form an alliance of some form in order to get anything done. Some people feel that this is an opaque process that leaves out those who voted for those parties and the public too much. What options would you support to make it better? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-14 | Z0FBQUFBQm9DbVhRV0UzcVJ3bWIwN3Z1VlNrYVBuQmJMY0s5c3h3bFA1OGk4RHNmWWFMWVlQMERMSnotd0JtczYtLUZrajlYX1lkRGM3RFpIMVFITUZjSmY2dGotQk9nRlE9PQ== | Z0FBQUFBQm9DbVhRcFdqMFl4UGJCM21YdUFtcXRoN2lZMDdRTmZGWlZEOU0tQ09RTjVBcmxnYUpJUVgtQ2lhckZJempLa2laekdpTk80cS1xcDhOeGR1eVVhdUZKRU4zamllOGJPMTVHWXlSeU5WOE1DNUdoLWRCZFluczhXR29ka3R1QkVoT1FuRjNfZEQ4X3REb0dDT3ZFTzQ3U0tndmQxYXFfbmxCd3VIaUppUnI5b25DUTRZbnktVFFEODB2a3IwdFN1QW42WExrS29hOHk1WktxUVdHRTFqQ2kxS085QT09 |
How the tables have turned. All i see on here now is people telling CS Graduates to get their CDL/Get into the Trades 😩 | r/cscareerquestions | post | r/cscareerquestions | 2025-04-14 | Z0FBQUFBQm9DbVhRQXRuckpkMi01RW1ieFc0ZnZjRTVfeFJ5MTNGdnFLQWs0SXVYYnhscUxyVkJHclVpb3lQNTJfQXE3RlVDQ0d1ZUlBSURzSmNKcWFtb09rUzhucW4xWkVLdlV5WHJHakItaUdRZmlPcDhaTVk9 | Z0FBQUFBQm9DbVhRNTlxbGFuWGM1d1dJbkJMc3ctWklLY0ItSXcwVW9fZnZ5SW5TSnpyaWNhWFdQWkYtcl9raXhReTVFMkZOM1dRYlpGcGYtcHYtRzdHb0lQb3l3TWc5TnNEaXF2UXltQ3J3SWJPOUZINVNJMWotcDNjNVgyNDYtdkdwQXdjb19oUHVJUDlPM2lQaTZ5a2NXUTdFYTR0TlR5UXZPdUtzbVRXOWVaUEJ3QkFvSUlmRm9JTDZKV2VsMDdXeG1Bc25BQ015bTluT2VFQmVvbWxWcS1hZm9CSzM4UT09 |
Hi everyone,
I work for a software company and our company has been pushing us to go all in on AI this year. We've had several meetings and there have been some super neat projects that have been shown by various development teams or things of that nature but I feel like I can't find anything useful that we can point to other than stuff we've been using for years like our NCM or firewall related logs alerting us proactively or what not.
Today we were told that if we aren't using AI that we are being left behind and I feel super discouraged because we get asked by our management that we need to show that we are using AI in our daily tasks but yet other than what I mentioned above I can't point to anything.
I've been in IT for 20 years and been a network engineer for 11 of those and its not that I'm resistant to change but I don't know where to really start the network is the heart of everything that everyone uses.
How are you using AI in your daily work just looking for examples or maybe think outside of the box I feel like I"m not seeing the big picture or that one thing of here is something cool you can do and implement
Thanks for reading. | r/networking | post | r/networking | 2025-04-14 | Z0FBQUFBQm9DbVhRRk5IYkRjY1lnUHlfSDBnQzBxMDBwNUxBQ3RBMjRRVnUxZTRsMEVRYkxQVGlsT2FYVGdRXzU4MERyTkl2OHBZNEd1R1NUeE04Z1RWYnVmUXRvNTRNZVE9PQ== | Z0FBQUFBQm9DbVhRUmF4V1ptWnJBdE9fei00bVhsTlppNUZqM1JZa04tV2tPMzBxVVlRRWhIaW85NUgtLUdUd1JoR3hab2FDLWZCUHBHOTJaWkR1V0JIX28xeG92ejEyemUzME5DUm5vempNaEw0VjdwRWhfRFpqVHJvRXNsd3JlLUU3bGdaMER6bHFaTmhmVVpURHF0Sk51b0lPWTUzSldLT3FxaHUxejlHT0FONjhpVUZUTHRlbGU5bGZfbjRBOVRJM0VSZmZKRF8x |
Seriously, it’s so bad. We’ve been told that tech is one of the most critical industries and skills to have yet companies offshore every possible tech job they can think of to save on costs. It’s anti American and extremely damaging to society to have this double standard. And I’m seeing a lot of people in tech complain about this but I hardly see anyone organizing to actually do something about this.
Please contact your representatives and ask them to do something about offshoring. Make this a national priority. There’s specific bills you can support too such as Tammy Baldwin’s No Tax Breaks for Outsourcing Act, which is at least a start to dealing with this problem. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-14 | Z0FBQUFBQm9DbVhRTmdPLWtFbFFTWnJBSmVDSmVxVkRrX3ZJdlJtMEZZS1Y3dlgyM29RV19ENXRVNjdMM2F2WC1sZ1Jtbnd3b1U5Ni1qSGdsUjZDYjZwZVBTVUJXRnVya3c9PQ== | Z0FBQUFBQm9DbVhRSGpSR2hFbE9MYlJISHFuVXNtSm95VjJ5d1JxN3MyX0pIdFRwT0Q1TGFjRHoxb29DMG1WXzRuUmZHQUJPamQ1b3dLMFNSWm1GU25fR09mMmJYYjR0UDFrdmlETmNmQVBKSWlJQ0ZqTEdYT3VvQTc1eFp3M21oVTY4dW15SjZKY09sZ0V6LUpoMW5menBWdFZtaWNjUXRMRnhvdG4xb3d5aV9fMUZVWV9pZnhRUWNUM1Fqd1QwM0xvZnBEXzMtS0F0QWsyRVp1NnhkZHlNbllZenJhTHd4dz09 |
hey everyone,
Ive just noticed that since the end of January this year, my payout timeframe has doubled in length, by running Filestation, I used to reach a payout every 30 days, Now that has doubled too 2 months. Does anyone know why this is? is everyone else having this problem. ? | r/filecoin | post | r/filecoin | 2025-04-14 | Z0FBQUFBQm9DbVhRcDZzZUNIclYxYVJFZkZYVTJRR0k0YU96QVhWbnozZnFYNnRZUk9OdEpuM0JDT1J2cndzN0dPSi1ENUg3YkVIMUduNEUtcGFRM0h2TU9tTWE3aUtNSUE9PQ== | Z0FBQUFBQm9DbVhRWVJXTmdtT1NDZFhDRERkenNPNVF2bVVSRkpGbEJpd3ZOcXhzTWJmcnI0V3I3dWN1eFVtQTgxdmNRaUJXZFdtSUtmWmc5RE53NGhtWUpuQ3VNRF9HWXFYb1FZU1FYazJ1Qzh0dEFSTEE2NHNkbnh2MHdrWlpDU3poa09Db0NOeXJlalFBcnNINlZ2T1FXZzV6ZVdTMFJhTTV5R2ZMQjdrNlZmNTR0ZVFtS1YtQ1JTWVZYRlJEZEZ5ZXlHS1lHOVlt |
Hey everyone!
I'm kicking off "Legal Tech Mornings ☕️" on **Friday, April 18**, a weekly series diving into AI and bringing the legal tech community together.
See the luma link for more details :)
This is an open, no-slides discussion, and NO PITCHES/DEMOS.
**Event Details:**
* 📅 **Date:** Friday, April 18
* 🕗 **Time:** 10:30 AM EST
* 📍 **Location:** Online via Google Meet | r/legaltech | post | r/legaltech | 2025-04-14 | Z0FBQUFBQm9DbVhRc2d3elNYSE4tWG1pN0llelFrZ2hvRkRwa216YWdiNkU5eGYtbFRGaklpdFQ4S1VSdmFWa3ZfWENhT2Q5b2VoVktEVkVpZ0lKXzJhd2QwbnpnYWZTYXc9PQ== | Z0FBQUFBQm9DbVhRS1pTTEEwZFlnQUVpcFZwRFJndlhXd1dyQno5a3pVUF9ueTB6UVB2Snk4S0FfXzBHaHBzQjVkZE9NWWo3cldmbjBmWVRHWndPNHg4ME9FdUFZYmhaTXNKUFNNMVBhWXk3bElKT1lTbEVadVJhUDNsN1FwWlVCTlFMWENxcFpfWVNmU2tGQWxSWm9EckxtQ1ZzVUpDSVBaNGNwREdELXl2cElzN2o4bDBfd2dRX0tsVlF5WjNaSDNzeExBMDlzZWFVZVd3ZTl3SE8yRHEzeVJmeHBaUGZEQT09 |
https://www.cisco.com/c/en/us/support/docs/troubleshooting/220371-scp-from-clients-on-openssh9-0-to-ios-xe.html
Basically see above. I could not figure out why I was struggling so much to SCP files in-band directly from my workstation to a Cisco Switch without TAC's support. After their help, I figured out the exact keywords Google needed to reveal the above.
Feels so dumb that I spent hours on this and the answer is a simple (and imo not well documented) -O option.
Whatever, it saves me the trouble of needing a whole other server to host HTTP/SFTP files so that's good. | r/networking | post | r/networking | 2025-04-14 | Z0FBQUFBQm9DbVhRSjhNQlB2V1NjbjJ2TkM4ZWczTjNpRTIyRnJWVmxOWnJ2MjdocTM0SWxHNWpBb3Z0UTRyOW9ibXlmNWs4VHZNd2Y1Q2lsMjFVdDRCN2s4eGpQa2dlNUE9PQ== | Z0FBQUFBQm9DbVhRbVFtb1lPWER6R1hPclBpNTN1ZEoyYnhuSHdXMF96cFVLdEZnLXdWdW1KZGI0NDhnVU9YOExTa25xZnNkckZQZlpldzNRZ1dNUHdrbkdDbVg3WEItRDVwTUQxYjN4cGVJRzFkOEJ6QUZCQXNOZFhONHFIWXBiTVJrOGJ1a2tKRDNJVkJtQUhFX0xkcURBTUQ3U3I4UFZvcHN5a2VEVWFWbHVINGh1YzNHdFltTjZocVBTdVdRSGRISVNKWk4yZW41 |
Lately, I posted this: https://www.reddit.com/r/linux/s/hh6TMP6BCS
Here, I discussed about a Wi-Fi firmware/driver/chipset and how it's plaguing The Linux Experience.
I shifted to KDE Neon and continued having these issues. My wlp1s0 was randomly turning off despite trying to make `wifi.powersave=2` or trying to echo the skip_otp option.
Then I noticed the inxi properly.
```
Network:
Device-1: Qualcomm Atheros QCA9377 802.11ac Wireless Network Adapter
vendor: Dell driver: ath10k_pci v: kernel pcie: gen: 1 speed: 2.5 GT/s
lanes: 1 bus-ID: 01:00.0 chip-ID: 168c:0042 class-ID: 0280
IF: wlp1s0 state: up mac: <filter>
IP v4: <filter> type: dynamic noprefixroute scope: global
broadcast: <filter>
IP v6: <filter> type: noprefixroute scope: link
```
Ok... so I have an 802.11ac Wireless adapter. I searched using those keywords, and I found this GLARING GITHUB ISSUE: https://github.com/pop-os/pop/issues/1470
Like, this thing has been plaguing users for 4 YEARS. And if the Wi-Fi doesn't work, then the people who don't wanna delve into firmware, goes back to Windows. I'm not making this up, [I have seen in one of the comments of the GitHub Issue itself.](https://github.com/pop-os/pop/issues/1470#issuecomment-922628121)
The fault is of Qualcomm's closed-source policy. Even that is fine if the piece of hardware is functional with that closed-source firmware. However, Qualcomm isn't even providing function, but is making everything closed-source. Candela Technologies has released some firmwares of ath10k, but it can only do so much. There still isn't any updated firmware for QCA9377.
Imagine this: because of abandoning closed-source firmware updates, these companies are actually making laptops obsolete, because nobody would have the energy or knowledge to buy a new Wi-Fi chipset. The normal users would just move on from what they might call as their 'obsession' over Linux if they don't get their Wi-Fi working. Worse if that chipset is soldered with the motherboard.
So Qualcomm, fsck you. | r/linux | post | r/linux | 2025-04-14 | Z0FBQUFBQm9DbVhRbE5QTjRKMFNzdnVBazdVeDRRLVktaDAxSWpIY3Y2ajRtNVRQLWVvY1V3OXo2VFhHT0Q1eDJGaUl6RjBTU1dlN0pMTzNMVHh4SWc3enJEOGJuNUFXeDFtNUkxT2NidHFrOUFzWmlIRjhySkk9 | Z0FBQUFBQm9DbVhRZEVDcGg2ajE5MC1HWFQwRTJvbUc5cUZlWGtFN1BTeklsd3FkSDVlbkhhMHlBLW92X2FLVDZ2WWNIN0RwSDNobmFPUUFFa1M4cGtXbzRhZURKX2dpdVJQRGpQSThVaWV2LTk2UFNpZ1BtMi1VY1kzTzk0UEZXU0Z3WXVCakhDeUJJMThKa09DeFo2eWpnNWo4M29ia2lOT2JZdzNLTG5xRnNGbmh3c2NIVVBFPQ== |
Just as a little warning. Twice this week on 2 different devices, I've left W3Schools idle in an inactive tab. After 20 or so minutes when I'd come back to it, it would be redirected to a fake Google giveaway page. W3Schools is considered a good resource for beginners, but just a warning to use an ad blocker and stay vigilant. | r/learnprogramming | post | r/learnprogramming | 2025-04-14 | Z0FBQUFBQm9DbVhReXIxN2JlRmhoUlNCaHVWRDR5VlFmMFJEbUlnX09wVnhBMDRyVzhBcVJqQmNyMUhTd1pZT1FDQVdYV0hjc2FPZ2RBXzhYN042YzJqbjNTWGpScXMyMnc9PQ== | Z0FBQUFBQm9DbVhRR3BKWS1Ib2JPZFZfVmxadUtNTkhsa0ZESDhvZUlWMGxna2xwcW9NZzJXaWRRcHZCTU0xaUVwNHg1NzZxdHVEa09DTGZXMjc5SklfeWZZV3Z5UUhaMURJcm5PS2VyWFlTVmNDcm9xRmdQMEFDNkJDOUpXZi1veldZdGlQUVl0VVY3TWk2QWQ2NHNaUEZaSy1xSUtsQndIYk9BZUtvVmtTOEFBYl9sMDFMaXNzPQ== |
Stoopid hoomans. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-14 | Z0FBQUFBQm9DbVhRNEoyOUNOMnNqaHNjRjlRWnNWdU8yUTRGLVNHSGJ2NUFYdXp2WENVcmJKUmZPUjlXc19pN3FsQklfa2ZVbUVvYkZ3Y2lTMHFHUWR1TTNlNlVSQVhmWFFMZl9GY2FjQWRQWERWTHlsOTNwNzQ9 | Z0FBQUFBQm9DbVhRTXFpNzJJSmRBQTRsd2g2WWRGazNBSlZmYWtFU1N3aTUzb1J2aWRiRmFvOWdENXJSYzVLMnYzVlFKRWhKX1JtTi16a09vaVhKOUlMM1pPLVMxeU8weHhoZTlYYXVWWXZBdHJhQlJudFNBS1VRZ1dDQW5wSnBjZWhyLTFjYTV6SHgtbDg1dXhia2FIcGkwUGtiR0pJU3hILUdmeUtxYzlJTVYtWm1ZcDRmMkJpTUhwMDV2bWtMdkVJcVEwWlFhNVUt |
A discussion about whether git (GPL 2 only) can be distributed as a binary linked against OpenSSL (Apache 2.0) by a source (Debian) that distributes both.
---
It's a pretty complicated licensing issue. I thought I had a decent understanding of how GPL worked and I'm honestly stumped as to which position is correct here.
Apache [believe](https://www.apache.org/licenses/GPL-compatibility.html) that their license is compatible with GPL 2, but state that the FSF disagrees:
> Despite our best efforts, the FSF has never considered the Apache License to be compatible with GPL version 2, citing the patent termination and indemnification provisions as restrictions not present in the older GPL license.
---
It seems that the issue may hinge on whether the GPL 2's system library exception applies here:
> However, as a special exception, the source code distributed need not include anything that is normally distributed (in either source or binary form) with the major components (compiler, kernel, and so on) of the operating system on which the executable runs, unless that component itself accompanies the executable.
In this case, the component is OpenSSL, and the executable is git-remote-http.
One could argue that Debian is distributing the component with the executable (they're both in the same repo), and therefore the exclusion cannot apply. One could also argue that the component is not necessarily "accompanying" the executable in this case. One could probably argue a lot of things...
---
Daniel Stenberg (curl project lead) posted about this on the Fediverse, sparking some further discussion: https://mastodon.social/@bagder/114329630276196304 | r/linux | post | r/linux | 2025-04-15 | Z0FBQUFBQm9DbVhROGs1SUQxMzk0VWprUzEyQ2JiVEl5YnVBcG4tcHF0UGNxaFdvZlZ4VVZlRU5KZndzenhON1pTSWVIeU9UZmMwZXpTSmo0VFZvaUtwaEUxRUJoQjZTa3BaM2dlM3M3RjktUXVFQ0pzd0NmX2M9 | Z0FBQUFBQm9DbVhRVTc3UzlSQVZQTkFBSGxTeXJwUjhyZDNEWmxqV3ZYbWpvTi1Cb2FTRkRGUDU0VldfazFPR0Fpdm1BNm1GZ3dNbGttWk1JYnlLWTFRd0Rrd3poWjJrRW5PMjktMEIxZmZlNEZPWS1hbU1zaHBZYTFiMEctclB4NjRCWXVYVno3Vi1xRDlabllvTUVCMlpCcnRoajdnN0xaak1mRUhvQmJGUDYweWdzSVhpekpPTXRRelJMMXo1Mkl1RnlwQmFybFdf |
I’ve had a job for about 40K/yr and been interviewing like mad for something with more pay and responsibilities. After all the studying, resume changes, cover letters, and interviews… I finally got it. A confirmed offer for 60K/yr! It’s feeling like for the first time it’s all paying off! I’ll be doing some celebrating tonight! And I’ll be making sure to study more as well! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRbU9kam9vYkoyR0R4NDdJT1I1VXRYdEctNWdEZHFtQThaWkV5Q2lDSnJQRS1qV3U0blZ4RFU0aDY3MWtQcTg5N0wtc3FwajNBZDI1UVAteEJjZGJQMnc9PQ== | Z0FBQUFBQm9DbVhRN1RhVElIS3hSaHZtemRySzlodUxJalA3b3JpLXRZMko2TEtzdDZmYTVsbG9haFVMVlZ0dGk3cnlGQmJFNHYwdGxMajNONXNMb1VkNUJ5NEg4blloWmhmMVBreVpQS0tNd0VPbHdzQTNoV3VYMnJBaDhLSzh1YVJybF9EOFBMMGxncy1XbF9ncndGREV1aS1PZ3RQQjdlVU5HNDVkTU9kLUVVN1R2TmZvejQ4Y1F1d0pWVktWQWE1eThKUXEtWXoxOEdJbXZ5dEdMbENuUEU5S1k4YnA4dz09 |
In recent months, the Trump administration has begun a controversial deportation policy that involves sending immigrants to El Salvador’s Terrorism Confinement Center (CECOT). This facility is a maximum-security prison that holds tens of thousands of suspected gang members.
CECOT has drawn criticism from international human rights organizations. Prisoners are often held without formal charges. They are denied access to legal counsel, and they have almost no contact with the outside world. They are confined in overcrowded cells and movement is heavily restricted. They also must remain silent almost constantly. The facility lacks proper ventilation and temperatures inside can reportedly exceed 90 degrees. Medical care is limited, and deaths in custody have been reported. Observers describe the conditions as severe and dehumanizing.
The Trump administration has defended its policy by citing the Alien Enemies Act of 1798, a wartime statute that allows the detention or removal of foreign nationals. In one high-profile case, a Maryland resident named Kilmar Abrego García was mistakenly sent to CECOT, despite legal protections that had been granted to him. The Supreme Court later ordered the administration to “facilitate” his return. But, officials have argued that this only requires them to permit his reentry if he is released. President Bukele has declined to release him, and the administration has not pursued further action.
More recently, President Trump has proposed extending this approach to U.S. citizens. In a meeting with President Bukele, he stated, “Home-growns are next. You gotta build about five more places.” He later added, “These are bad people. These are killers, gang members, and we are absolutely looking at sending them there.” "You think there’s a special category of person? They’re as bad as anybody that comes in. We have bad ones too. I’m all for it.”
In recent history, the Supreme Court has often shown a willingness to uphold the actions of President Trump. In light of that record, would it likely authorize the transfer of U.S. citizens to this El Salvador prison? Are there sufficient legal protections in place to prevent this, and is there a real danger that President Trump could begin sending US citizens to this prison? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-15 | Z0FBQUFBQm9DbVhRWTREeUdQb0ZWOHdFc0hva21QbHFCQ0hGMzBWOFhZeTM1bXQ0alp4LXpXaDg2b0hQTnFZT0xpZWlESHI4ZGNrcXFhdmpQc1BsdWxGeHo2V3ppZVFFVkE9PQ== | Z0FBQUFBQm9DbVhRdEc4eXFDZzNwWE5ST3pRQjR5NGxIRElNVkd3dnhjaGxnUkpJT1Z0U1k4ZEpIekl0a3g4SDR2ZFBnUTVoUjNuSlJxS2VwZTRSQmtOdDhLZ2dGd1B0cUM4ci1kblFHSWQtNzBIdmpkZWptc09KUWU3clUya0FsUGJSbTJoaUMxTkhiYmV0M3pSMkFQeVJSLXYxdzh3bjZ1Tk03YkxqSlk2Wm9oOE9ZVHFFdmRMbWhpcURPbkFGUGkwQTZTS2lqNkFFM0RmS2hxSDlGLV9MNzNfTmFGOHNnQT09 |
Nayib Bukele is often referred to as a dictator to most English news outlets. However, in much of the Spanish speaking world Bukele has been heavily praised for his complete annihilation of El Salvador's gangs. El Salvador once had higher homicide rates than Afghanistan and Iraq, but now looks to become the safest country in the western hemisphere. All while the president himself enjoys historic high approval ratings of over 90% with no evidence of election tampering.
Nayib himself has said he wants to now focus on economy growth and welfare reform, a welcome improvement for the development of the country that can help El Salvador become a middle income country.
That being said, Nayib's dialogue shows complete agreement with all decisions Trump has made related to immigration deportations. Going so far as to house deportees in their maximum security prisons, DESPITE many not having any criminal records.
What are the repercussions for El Salvador to Nayib's compliance to Trump's demands? In the short term this will greatly help put El Salvador in America's graces under the Trump administration, but what about the long-term repercussions?
El Salvador lacks effective criminal court procedures for everyone in the mega jail, the deportees themselves are very likely entirely innocent and not gang-affiliated. This makes work for future administrations that respect the court processing very difficult to work with, and sours any continued cooperation until the deportees are given due process.
Not to mention the fact that these deportees come from various Latin nations, which brings the diplomatic girth of many of El Salvador's neighbors, as they won't like knowing that their own citizens are wrongly in foreign prisons (though this isn't as big a deal for Latin nations compared to how America sees this).
In which case, the most sensible policy would be to have a separate prison specific for deportees in El Salvador. A prison that better complies to UN criminal treatment standards and gives much more leeway for court processing. This would help El Salvador work with future administrations while relieving the diplomatic pressure that comes from jailing obviously innocent people.
But with how stern Nayib Bukele has been in support to Trump's policies, this doesn't seem likely to occur. So what are the long-term consequences for El Salvador to continue down Trump's desired path for deportee treatment? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-15 | Z0FBQUFBQm9DbVhRa1cxeFJhRWJoZGZ1VzJROHo0TlJseFN1SEx0U0M2bENjMG5yNFNGRlJWQnpnTEljeTkzRERCbWp0LUZQX194Z3FBZ19majBFejdxMzJfVWtlUkFHSWc9PQ== | Z0FBQUFBQm9DbVhRNU0zMWxjNnNwc08xd01GUmlqejlQaHgxLUcwLU13c2JOeWdaMUlIdTZIdGN2V2xJVlUxdEtYRVhMaDZCT3JfZl9WZVhtUjM5Y3RabE15aGdkNEg0cW9DRU4xcndnXzFKaHNqUW4zVEY3LXE1ZVV4S2FMZWN1Zm5BbE10NjM0OHY5dmh3ZmNpSUZLcFI5QllTQWJIX1dWaHR1QVNndGRQV1NQc25VMEJxdER4U0c4ZzBNSndEdjFzU185dzMxaEpueVUzUE4weXZvQlB2SkFJaHdaXzFiMnZ3Z0N2YXIyc3UtRnJURm5wUEwzZz0= |
There's an incredibly valuable tool that many people will have access to but it's far underused.
Go get a library card at your local library. Ask the librarian there if your card will give you access to LinkedIn Learning.
If so, ask them how to access it.
LinkedIn Learning is a tool with thousands of hours of educational content on... pretty much anything you want. Think YouTube University but organized and higher quality. Many libraries have subscriptions to this that you can access for free just for having a library card.
You can learn full stack development, game development, many different languages, many different concepts, all for the cost of a free library card and your time and effort spent reviewing the material.
If you're looking to get started, this is a great way that often won't cost you a dime. | r/learnprogramming | post | r/learnprogramming | 2025-04-15 | Z0FBQUFBQm9DbVhRdlFrbld5M0hkb0dDSFlCWUtrMVhQY3NiVkJLNDd4VldkU2NSZVU1NjNKWDB0QVFkT3BNaE12VnA0TXE3VjFBWEszNU5TdnNFSDV3SW4yWTFlaFNFYXc9PQ== | Z0FBQUFBQm9DbVhRMDRUZU83UlNFLTJSc2tyQkNzS3hZa1llZXpOaTZkMHN4eHJ0cTUzRXhRUnE2eTdMel9YVEVVaHozZnlmTUx4b0VIQ3U4UktVVURVSjBuM0ZYZWIzdWhZNTZuSDRLRkJXOEY5RW5hbDVXemRTQWVCdEFHMVdVUmtRNHlUcWJsWmlwa1lTbElWU2E5MEIyVjZmeV9iR2txTGpOQnZLVDNzRXZab2R5cHAzaVdraFRoNmVBaVBseFU5T3NXZEJZcXdy |
Before I got into tech, I was one of those people who thought, “Oh, you work with computers? And you can do it remote? Sign me up.” It sounded like the ideal setup,, good money, flexible lifestyle, interesting work. But the reality? A whole different beast.
First, just learning my job was a battle. Senior folks gatekeeping knowledge, no clear training, just figuring things out on my own through trial, error, and stress. It took way longer than it should’ve and left me constantly feeling like I was behind.
Then I climbed the ladder. On paper, that sounds like a win,,, but every role I left was on the verge of collapsing. I’d move up, get more money, but also inherit more chaos. Now I make decent money, but it comes with a nonstop stream of incidents, rollbacks, escalations, and worst of all: on-call. There’s no break. No peace. I’m always on edge, waiting for the next fire.
Meanwhile, my friends outside of tech? They seem so much lighter. Sure, they’ve got problems like everyone else,,, but they’re not mentally trapped in their jobs 24/7. Me? This job has consumed my life. Even when I’m off, I’m not really off. I’m checking alerts, dreading pings, and thinking about what might break next.
And to make things worse, every company wants people with 10+ years of experience, and offshore teams are replacing roles left and right. It’s harder than ever to pivot or even find a quieter tech job.
Honestly? I’m at the point where I just want a normal job. One where I show up, do what I’m supposed to do, and then go live my damn life.
Btw I worked have real jobs before i don’t understand why folks just quick to assume it’s just been tech. I worked construction for years so I know what it’s like I’m just saying I wish I had a role to mentally clock out of like normal roles.
Sorry for the rant but damn I’m just burnt out. Anyone else feel the same or plan on leaving this ship?
| r/cscareerquestions | post | r/cscareerquestions | 2025-04-15 | Z0FBQUFBQm9DbVhRcktJMTlZLU4tQUMzb3ZRVUpSZUVVLTJQNlZPWFRCQXhMd08tNER5VnFLZmV4RXdoME9WTWlvWGcxN1pOc3NjbC1Mb2VWTEE0UHpkcklUV2ozbWs0Rmc9PQ== | Z0FBQUFBQm9DbVhRTmZnd0E2R1RkZWlucXYxRXNySkpOZUEzZE40YlZqaUpfbmxFc0w4eDVfMUVqa1RuUFRkT2paS0lXcW95QzNzbDY2TDR0Y1psemwwSWN3Tnh5cDFGLWxOUkJBcUM0WFRESEdFeXdaWmhHY2lEdkRoQVZSTDk4aElObFUyaHZPSmlOZlRrcjA2WmhVV0FUaEVBdXJyT1lvRUdrRjVFMzRSc0FLNHllMnJqOUg5VGk3ZDFaQ05QVUJhdUlrTmhlSEdZUXZPeVZiZW1lbjFFT3hnMkFVNzVMQT09 |
All I did was post a coin and dude just started commenting talking shit & praying that it goes down like some ppl have a weird ass hatred in em 😂 | r/solana | post | r/solana | 2025-04-15 | Z0FBQUFBQm9DbVhROGkyenZrZV9NaHhDaU1YelFhLUVyMnZINm50dXBrQVF2UE9kZVM1X3A1eGdwTEVpRndVR0VBc1RIVUR4YmVzQkFtMVhjU0VhZVgwdVVuaGNuNlFJVUE9PQ== | Z0FBQUFBQm9DbVhROVRYV1VzSGdwT0VUOEpGZXRaLUpjVlE5Qm5KRzVxcGZ2bjNRd3R1ZlNJWEFoaTZ3V0w1ZWtwQ3VYTDBSdlZCV3A1UE01Y1RWQUFGb2h4eDZOYm1NX1BQck5BN3p5N0dER2pQTlp6UTdSUzQ4cTc4dkxFbFkyblM4TGQ3bjVDbGxFWGVGMUo0dmdkTlUwZ0stNXZoaGZIaHpqRmhjRXFQU01ZYmFmOE5renVhaHRZZ0VOUVhGWkhNRDF2ZlExajJoZTk0b0xoeUhGVEJ0akh1eEhzcTRmdz09 |
built a portfolio site for a designer client. 2 weeks later, he sends me a link like “uhh… is this your design?” and sure enough, it's the exact same layout. same css, same image compression artifacts .... only the fonts and contact form are different. someone cloned the whole thing.
we filed a dmca, but they came back saying “prove the content was published earlier.” like?? we have a domain and live push dates. out of frustration, i looped in someone from cyberclaims net who’s dealt with cloned web assets before. they helped build a case with archive org snapshots, image metadata, and backend versioning evidence.
still dealing with the host, but at least now we have formal proof it’s not just a "similar" site ...it’s a direct lift. if you ever publish portfolio work, keep copies of everything. even your code timestamps. | r/webdev | post | r/webdev | 2025-04-15 | Z0FBQUFBQm9DbVhRd3RETmlLb1JQd1Z1UVEtcWZ0eTdMM0p2ajQ1SW1PZlZOVnY2ck1PZGVQaXlBVG84dWt2TTc0aTBmUDNrZWp0czRMWHlZNkxqV0dyMzY5a1ExcFhmVEE9PQ== | Z0FBQUFBQm9DbVhRd183M01QNVZlZ3dGSkNOREdqNFl6bzFXTTNrXzNpT0xFNzBUZWNLNG9LNmRGbVd1bzN5a2VTOU9rQ01vWnI0ZjhZYmlsN2dxVVkxOEdmX2QxZ2thb2JsU3hyOEdVU0FjTGpvaWwxazFhQ1UyX0FPYkZIVDcyUmh2ejI5Q0NZYWlzWGV2VVRXNUlUd1lKN1M4TmhxRkRoQllEMWttUzhoTUx5ZEJSWnVScDZTX2xqREdaY0RucUhMemU3SDNwMnhs |
I read in a couple political thinkpieces comparing Maoism to Trump's second administration. Also seen it used as a meme on online media. But this begs the question: is the comparison valid? I've heard that many Chinese citizens find Trump reminds them of Mao during the worst excesses of the Cultural Revolution. Apparently, the attack on universities, DEI, liberal cultural institutions is a form of Cultural Revolution. Is this a valid take? If so, what are the parallels between the current Trump admin and its philosophy and Maoism? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-15 | Z0FBQUFBQm9DbVhRSnJ0WlFwVGdYbFdBRHJxR3ZLb3A3NWxBcERKbG8zSmVhWWNURTJGb29fYWI5TFhLWkVITVNOTzhSQWRwY3V3ZHFnN0g5a1I4b09vSkxrcFZZZTlnZ2FtNEp2b2dJOVQzTks2bTNTbEIzdTg9 | Z0FBQUFBQm9DbVhRME05NVg3MS12M2hidHR5RHhDOUhTbDRoQmNyM2ZCY0tvb0s0VlFzZzhyVGI5VUFLUVJ0REdDVGZkZGgyV29OcVByamRtaE9KZkh2WEdIRmpNN3drREVGYWJ2eHh4dURyU2xaWThZRnpVSWw3aWhqVWlPaDhmQkFBNXJYcGRhSWNibWcwWlNXNTE3dFF4TDFqbkJVR3dUUzk1VDlZLUtWT0lXOEtHQ1JIT2pUTkMtODE1dTN2dll3em9aVXdVQ0NLRmRIR2ZGaExfdUJNdldVdThQSmwtRWxHRm1IN3YwNjNTWFJfQWc5a0hJTT0= |
Whether it be watching someone struggle to save a PDF, seeing how the user navigates their computer when remoted in, tying in all CAPS, requesting new mouse because their mouse broke (dead batteries), etc.
I'd like to know what everyone deals with that comes naturally to us but not end users, and how often. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRREREdXE4VlFKVlBRWkoxUkZNQ1o0dl9WVmZjQm5zMVdWUTUzVWh2aGFfVXdNQ0l5X2V1QnhOdy1rNUt2d3ZVZEhOY0Roclh1VGF6Sl9ubHg4RmZzbmc9PQ== | Z0FBQUFBQm9DbVhRSHNyQmFWQllSMk5jSGdlU1VCUDM4M0xkSkFWdzBPYUdqOTJvbXFOQzN6Sm5uNkZ2QlA1dnZRdklJTGR6YnowbnMxVTdEOGNQNVFHYV9jSko5aEgxRi1KUjRvVWZwUVRPSDFwYUUzWWZPUGlmQkdNaG1ibFphXzJjTEpWQ2RwemZ0U3c2a1RXVmxWYURPMUhqVnBVaFNrYW5OR21MQ0hQT3ByMlpHRGZSeFpsTHRfOEpibkJfdkRzam1KWEY5UmVRb1RNNkJ6VlBVWGlwOGV6bExqS2JFdz09 |
I spent over ten years living and studying in the U.S. I’ve seen the system up close — the ideals, the cracks, and now, what feels like the beginning of democratic collapse. Watching from Canada, I’m more than concerned — I’m alarmed.
The Republican Party is slowly but surely moving toward an extreme ideology — openly targeting rights, attacking institutions, and rewriting the rules to hold onto power. They’re coordinated, ruthless, and doubling down. Meanwhile, the Democratic Party? Passive. Disorganized. Constantly reacting instead of leading. There’s no urgency, no clear strategy, and no energy that matches the crisis.
And here’s what Canadians need to understand: this isn’t just an American problem.
The ripple effects are already here. Cultural division. Conspiracy thinking. Politicians adopting U.S.-style tactics. If democracy is weakened in the U.S., we are not going to be spared the consequences.
So let’s be honest with ourselves:
1. Do we trust our own political institutions to hold the line?
2. Are the Liberals offering real leadership, or just coasting on not being worse?
3. Are we prepared to push for something new — something stronger — before we end up in the same mess?
It’s time to stop watching and start acting.
We need better options. We need bold conversations. We need to organize — locally, online, across communities. Because if we wait for someone else to fix this, it won’t get fixed.
Anyone else feeling this? What are you doing about it? | r/liberal | post | r/Liberal | 2025-04-15 | Z0FBQUFBQm9DbVhRclRtY2xrTTFGVEJ6NVJDOGowMnNuX0JxUE40clE2MUQyUC1RaDBmMmZmVFVhTEJXOXB0VGdoa3IxNVpDYzY0RnBzOExWamtldjI4c1JVMlR5d29ET0E9PQ== | Z0FBQUFBQm9DbVhReDYwd2VvTkEtOFNucVEwNFFTd2t0RHYtUFhkMFN0ZGZ4MmFuR0dWVldwaHdPWm14Ty1HdTV0c3lUdTZVODFFcFFVSEZ4V0Q3ZFZwVy1MZk8xbmxfSWJfeDZGYlpqVVk2S2VnUjdReVlXcFFNMFFud1VnekRocTNUajVvVTBRM2h0YWM1NGxOTEs5SnYwMWNrOTlWN1pvbkhBdXZHcE1yNWNDVURQcGtKTDhzLVF1a2hNYklxSVFCVl9OWDFDTlc2 |
I am doing some research on contract management solutions and was hoping to get some advice on what’s available in the market.
Have you guys heard about or used any of the following solutions? If yes, any insight on how they are from a UI, features and implementation perspective?
1. Ironclad
2. ContractPodAi
3. Gatekeeper
4. Cobblestone
5. Agiloft
6. Linksquares
7. DocuSign
Thanks
| r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRcWtYd05mUndrLXFDUVNkUVdPNmRtOUNFVVN5OTlCaVdMZy1GTDg5R1JfQ1dldEEzN1QtT09PY2dHNFE4Qlh2U0s2S3ZHbl9ZM3diTERzWk81QUpvQUE9PQ== | Z0FBQUFBQm9DbVhRTWZoNkttVE1Mdk1la0tsV29ZenRyakU2c0kyMFNQVUlDSUh6ZkdQaFNxbmhFb0lhX0lGdjJNUkF5YUZIemdRRGdhUnU3cTk3SWN2MWFIUk1nOVV6YjVFTmV4OW5MRDd3Z093UmM0Z1RGMmE3M0VCRFJzMXFJVnpXUTlITjBzc1duUkhwS2UzQ1B4STBSNWxaSUZ2RG1Bd3FneWFLNlRZa2N2UWJCdVZwaFRrPQ== |
Title.
I needed another job badly after we had our son and they laid off a huge portion of my company’s staff. I was fortunate to not be laid off myself. but you’d have to be blind not to see that my department was next on the chopping block.
I was venting to my friend who just so happened to be the SOC for a local hospital chain and he mentioned that they were looking for a Tier 1 Analyst. He told me to apply and that he’d put a word in with his director.
Welp, one application and a couple interviews later and I start tomorrow at 25$ an hour. No IT experience. No education outside of high school. No idea what to expect.
I have an interest in the field and I am quite computer literate, but I never considered working in this field before until literally a few weeks ago.
I’m excited because I know this is a a competitive field and that the chances to learn and grow are many, but I’m also worried that maybe I don’t know what I’m dipping my toes into here and that I may be a fish out of water stealing a job from someone otherwise more suited.
I was just wondering what this sub suggests my next steps should be and what I should expect. My wife, son, and myself would be a lot better off if I can make this stick. Thanks!
Edit: wow! lots of amazing support and advice, thank you all! I’m in the parking lot getting ready to head in now. Stopped on the way in and bought a notebook, some pens, and a few other things I thought would come in handy. I’m going to do my best to take this all to heart. Thanks again!! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRQTM1YUx2UmJJdGlaOERDamFsZEtWMW8tQUNlRFFuN3hfTGJVR3JjcWtleTRYVjdoRllzSXo5eW9OZTNBcEk2aXNjMlIyWVUwck5meWNzM1NmaXJIQ0E9PQ== | Z0FBQUFBQm9DbVhRMXNWLS1tQno3X1dBSWsza0VxNk90M05ONlVQQmJoLUNaLWF0a0tzT1N6bVVYVnpaaU83N3lPS0pHRjdyemxxNjMzYzZuM3FPQXdpVTN1Yi1sMnBUM3RsRlVnaEFKYkktXzk3bHpINmhBQ0FpUXkzRmNrX242TFpaMzBIa1hDVVlpdjZaQ3hnMC01QzByN3U2cDJYd01aQzBWWVpqVEdsRVlwWEN1akQ3R2lVb01URXpqLTVZSGNxZlRQUkkzNm83cTdwVDVHYm5mOEpnaGlsQXMtSVFKdz09 |
One of the reason why I am trying to avoid programming is because I feel like programming is the most annoying and boring things in IT. I know there are many options for those who don’t wanna program, but I don’t know which career to try in IT? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRMURLVXFrR0ExUGM5YUJENWx2SlMzR0VEWmZVSDZScmgwZXc0MzRyblVoU1YtRDRuRTlfQmR5a1NCNDBmN0xlR1BBN1VBRGIxLXVDVmFwWlV3NlhfYkE9PQ== | Z0FBQUFBQm9DbVhRWGt3WnZDTkc4eG16MXJmTWo5cFNqYWJENXNNRmo4TGs5QjA5Z0c2OEVoUzZhQ3MzSktMd1lpSTV2LXFGSFpza1pGUDlNOUl6dGxJc0FmaGVQY1NnZTF0RDdqYUVuQkhUekJpdXNaT3ZFUmNxN3RHVFM0elpOS3gwNDQzVE10LUVBVmpWaWt5MFRxVG1LSUpnSEhyT2RXVmxmbzI2eGl2cFNKM2pCVGVIWGh5eldsbjZBUUtERTA4U01sSDMwRWxpUzNta2htcmRWZnk1cEdmaWxHdnlXZz09 |
[https://x.com/rayon\_labs/status/1911906151756955987](https://x.com/rayon_labs/status/1911906151756955987)
[https://x.com/rayon\_labs/status/1911932682004496800](https://x.com/rayon_labs/status/1911932682004496800)
This subnets is massively undervalued. | r/bittensor_ | post | r/bittensor_ | 2025-04-15 | Z0FBQUFBQm9DbVhRS0lHVW9wVXYwd0VxcG9tNTlUYl9TUFlmWm05VzcwTElJNkV5clpyTnEybllRWmtYY2E3czI5S0R2ZUZjbUV4QzRKQXNwVTFXdWVLSVdXYnNmVlg2THc9PQ== | Z0FBQUFBQm9DbVhRZTdxYXBVa1NpUnNCTjdhcUt1akcwbVZtNmdCY0pXVEFwcjJTdzRLSngtUlIyMjI2MnNLdXFFZ2IyLWlkSktqcXNiU3dxMXpOZDd1ZXZUSjg5c3NVNnZpbmVMSUJ6a2h3Y3VTNk1rejlrdkpZaWVzNWR3VGk5UGFBWTNDQ0lnazNZUEExbHE3NHhCeFRyWE1vUTA3OHlpbVdiaTN4dU9fal94eUtHalVVSjYtQjllSl84azVCXzk2bjY1ZXVIZV9x |
I’ve recently co-founded a LegalTech startup with a couple of fellow BigLaw lawyers. Some of us are still very much in the trenches ourselves, which is exactly where the idea came from, years of dealing with painful, "high-stakes" work using tools that feel like they belong in another decade.
We’re building something that speaks directly to that frustration—applying LLMs and modern AI to the real problems we face every day in transactional law. This isn’t theory or hype; it’s very practical, very grounded, and very necessary (at least to us and our sanity).
We’re early but moving quickly, and I’m looking to connect with sharp, thoughtful people—legal engineers, ML/AI folks with a curiosity for the domain, or anyone who sits comfortably at the tech-law intersection, who want to help build something meaningful from the ground up.
If that sounds like you, shoot me a DM. Would love to chat. | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRckRXdHpOYUUtNVMyTVlBWUppWWFJN29iX2lfbU5Ma1VHSkZUanM3RXlfbHRVQlY5NWtJMlNjeWEtYWxMTl9zNTJSX1VUdFoyb1BVRGljeU40MHVzN3c9PQ== | Z0FBQUFBQm9DbVhRS2hTTkIzRHhqVlVYUnM3c1p0anlWXzRwUjM1MFNuYnVBZzFDS0FnMEc3RmQtYWZ2VnVjUU9JWVZtR3lDR1FaeFRPTy1RT19OaGNtQno5WDByVmk0Wkk2RXViOXRNc2pVSWk0U25UcXlyVWVEVE9hdE51elRxVmY4Y0g5ekdvWklVZHBuYS1NNmtPNnVod3pXWEhlOC1Lb3NSQXpwY3VfQ2F5RlJDc0RJcHE3VEpDR1JacFJMWHhtOURiQjhqd3c5 |
Does someone have experience in implementing Icertis using a third party vendor? What vendor did you use and how does it compare to Icertis internal implementation?
| r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRT3ZPZVRkZlh3ZEt2NEUzTVNkR0RJTjNVM29DWGZoTW5SMXUtRkpoRC1RbDNZbjdqTVhLb2Z0bnc5UU5hX1RpTnZYLTVuQTF0SVRjLWo5aGROYlRIelE9PQ== | Z0FBQUFBQm9DbVhRQWdrYTl4NGFsOFFoN1M2aGd2NUxLYnppajFRR0xzQU1ZdzNOOF9rcWhhOTQ1czE0elZmdDM5ZEhwdi1ETWF2Vjh2RGxoMWxTSk9rY2ZMWHRYaU1Rbk5YNmY0U05qWG41THh1WXNzR3dOUFZhOEl1eEE1bm1yRlZUUEJrSlZtZ0NfNDlLV3VELW1VOExvWmdWREEwcHpPbVBWRER3QlZwbFFHR2tiRzhJSkhjPQ== |
Years ago, a degree was “nice to have,” and experience trumped a degre. Things have changed in the current market with layoffs and offshoring.
Your resume is likely to be screened out without one. And if you work for a larger company you are probably aware that chances of promotion are nil without a formal degree. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRcVgyb3lTSzhVMHN2ZEk2TktRM3BOaThZaWh2NlY3WHIwMDZVdVJWcTE2STlsVVVfb3NrbU14cUxiMlU5WG5JR0tQUW9IVHNhMkNqSEtuNHFUalg5TlE9PQ== | Z0FBQUFBQm9DbVhRazlLOUFPdVJiM2dUR1JEWU9CdHllWU5YdmZGX1dRV3ZvLUlzLUx3QlFwQVJrbi1vdkdoN0oyNlo5RHlmZmdyTEdzQzBjMGVMbE9VaUVVQ09WSWd4Z3lMTmtwYTgyX01XZndHdDFqazVnMENYQ05QbDg3WHYxWno3LVJaOWduY0cxOVVHb2wzMC14MjBJc1JmaEV6d00xcXF1aFBBZEdaR1U4dmZwdzAwY3R5XzJNZDc0NHJ2eXo2Y1VxSFM3bG1fcVg5NWdyd1ZiOVJiVnROUDljVGhwQT09 |
Following up on the OpenAlias Checker, I built a new tool: an **OpenAlias Generator**. This simple web-tool lets anyone create a valid OA1 TXT record for their domain.
I also moved the checker tool to a new domain name: [CypherToshi.com](https://CypherToshi.com), which is where I will be publishing other privacy-first, open-source tools and projects over time.
If you have suggestions for other tools that could benefit the community, I'd love to hear them!
Site: [https://cyphertoshi.com/openalias-generator/](https://cyphertoshi.com/openalias-generator/)
Code: [https://github.com/Tech1k/OpenAliasGenerator](https://github.com/Tech1k/OpenAliasGenerator) | r/monero | post | r/Monero | 2025-04-15 | Z0FBQUFBQm9DbVhRTzJBbVZkb0FWV3lncXpkN2cwc01xZ0pqOERQRkJZZ0JpUjMxaHN6X1lkczJCZ2hsNVlYeDhvR2hCT1lYb0pTemlwQURWTUtZaTBORHpSLVN1MVV5UlE9PQ== | Z0FBQUFBQm9DbVhRTEVycWp3Wk1pT2w5TzhXOFM1ZXZETGtQUHhRdXg4RVJXQ09DMGc3S3VOd3hNZGotWFNkYjFpXzNrVlJIUWIwT3hGelhQWUZrOWhPOFMtZGJ0a1IyMDdOOUFhQmE4Vnl1aGJhMUtBT1c2Yno0c0xmQnNvbERycWFFb3lnRURZRXNtekZlTTB1UWJqanVYVmp6dGZvMzhkc2g0ek1Ub0xXV01zZ1R6dlVGYUxHOHJuam15cmM2TTdVcS1MS21ZYmta |
I joined Monero community a few months ago and since then I have been seen so much love and commitment from the tribe regarding spreading "why privacy matters", and this is something I appreciate the most.
I am not new in crypto (I have been around for quite a long time and I am a Content Creator for BCH) and also love privacy. I use BCH exclusively with Electron Cash that allows me to use Cashfusion, which is a privacy feature allowing to send BCH anonymously and I love it. But, even before this I was already using Brave wallet which is a browser allowing its users to navigate on the internet the best way possible privately and without being tracked.
In summary I'm not new to privacy and XMR tribe won my heart most because I see similarities with the tribe regarding why people should bet more in private money that is also peer-to-peer, lower fees and start getting more freedom to use money the way they should! BTC isn't private and have become more a store of value than a day-to-day currency. It can't be used as money anymore and for that people should use a layer2 solution such as lightning network. No privacy on it and nothing good comes from not respecting it. After all, privacy matters.
As content creator I want to help spread the word about Monero and all what it can bring to the people. I started my Kuno campaign: https://kuno.anne.media/fundraiser/oo1e/ that will help people understand how important and crucial is XMR into people's lives. I will be collecting different stories from the Monero people (real-life stories) where they share their experience using Monero on their day-to-day basis and compose articles, then share with the tribe on my blogs.
These stories will help understand how people deal with their money and why they chose to keep that way. After all, no one should be forced to use their cash to pay for things that matter and be registered on govt "books" for example. People deserve their freedom more than they imagine and this stories will be a catalyst to make even more people to join the XMR tribe. I see the mini-series as my "active" entrance on the tribe as an active contributor and trust me, when I am committed to a cause I take it very serious.
For that to happen I will be researching, contacting people from the community through social channels and after a successful story be registered, I will compose an article and share using my vast number of blogs where I share my content. I believe this will be a project that will bring a lot of users and people that are pro-privacy to the cause. People deserve their privacy and using a currency that stands for it to preserve it, is a game changer in the way for a great emancipation of the world. Privacy matters and it's time to people to realize how important is to use money the private way.
I hope you guys help me on this quest donating, sharing this piece and if you want to know more about, get in touch with me on X: https://x.com/@alberdioni8406_ ; email: [email protected] ; or just send me a direct message here on Reddit and I would love to answer all your questions and doubts about this project of mine. The world need more privacy and using XMR to pay for things that really matter, is a way to reclaim it. Let's all embrace private money and help the people give value to their money using it without being tracked.
Privacy matters and is a human right. | r/monero | post | r/Monero | 2025-04-15 | Z0FBQUFBQm9DbVhRQ1RmelhhMGZtb3daZlFVcTJZdVdLY2xPbnU1NDZIXzNLamRTd3kyYldfS3pmVmZHUmNWMFZ6SlBlWW9qVzVxcmVVQklkeW5aOXc1d2hCN3otNmlPS2c9PQ== | Z0FBQUFBQm9DbVhRdmVjVFE5OThxSzdhNXBwTG9VbS1mV0lzb2t2OU1iTjN5RzJnTFBUMFJXU00wX0NCT3FjODhnXzAtS29JWTRab1A4eXlOZGJmZFNJVHJIRnh5a3dpRkIyN1NPSXZnT2hNSG4tOU1XeFVKZlVCV2UzMFRKcHdWYU9MVXZuSUdvQVNvQjJwRC1GZlloMFlmM2dDeVloMW43RXVyNVp5dTdqdFRLVHU3eUxPaV9Vb1U4aWNXWUxMZ1V5NUhMOUFLNjdOd0h4WVJFaG03X0dxMGJFUlVDMmFtZz09 |
Guy on Facebook posted saying “‘hAtE cRiMe’ is authoritarianism masked as politeness.”
So I commented:
>“What in the "The KKK did nothing wrong" kinda mask off bigotry are you spewing this time???
>Absolute "How dare you hurt my feelings by expecting me not to be an utterly vile human" kinda bs, fits right alongside the your previous take of "Not tolerating my intolerance is hypocritical".
>Holy fuck, how many of your takes are going to be about wanting to be able to just openly hate and discriminate without reproach. You hate people for what's beyond their control, but cannot stand to be judged for your own literal choices? Absolute textbook bigotry.
Naturally, I got blocked for my response; he then proceeded to DM me and “clarify” that banning hate crimes is just a way to control people and banning hate-speech violates the right to free speech.
The only difference between a crime and a hate-crime is the motivation of prejudice. Never mind the fact that punishing harmful speech, is not the same as banning speech.
Verbal assault, threats, blackmail, slander, etc. all are crimes; but somehow these people are convinced that if the act is motivated by prejudice, it should be un-punishable.
Their whole line of logic is akin to “Criminalizing vehicular manslaughter is an infringement on my right to drive.” | r/liberal | post | r/Liberal | 2025-04-15 | Z0FBQUFBQm9DbVhRaGlPOGZUb3J0SzU3b0J3NWx4c2QxSm1GcFMyT0d3dDZXazZQSkFCUHktcUhndlY2WEtPdjM5U280UjRhbzFiQVJkOGllbkZqbkdIVWl6ZzZHUTZYUkE9PQ== | Z0FBQUFBQm9DbVhRa0g3UGhkcXNpMW5WUW5pVUloOG5OZW9QU1JYSGlHRnVZXzlKZWZ6ekNTNEFnQXVaN2Voaml0MUlFbHNON01MUEpseG9rNEVJX3dtQ0QtbVd6Wmx5M1dXVXVFVEpvUUIxVU5wcnFpVXREdUoydWFlbUM4czB5UElicU9uTDFoZDBkcnQ5TUM5dklHRG1VSUlnWDVCeU5Bb3pSRG5TZ3pUNnBQZDIzbEFiUjlxeU94MjdTLXdLdE5wUEhmY2o0b2I1Z2c1TVQwRkU2OHlYYWJMU2RhNUFGUT09 |
Agentic AI is the latest hype train to leave the station, and there has been an explosion of frameworks, tools etc. for developing LLM-based agents. The terminology is all over the place, although the definitions in the Anthropic blog ‘Building Effective Agents’ seem to be popular (I like them).
Has anyone actually deployed an agentic solution to solve a business problem? Is it in production (i.e more than a PoC)? Is it actually agentic or just a workflow? I can see clear utility for open-ended web searching tasks (e.g. deep research, where the user validates everything) - but having agents autonomously navigate the internal systems of a business (and actually being useful and reliable) just seems fanciful to me, for all kinds of reasons. How can you debug these things?
There seems to be a vast disconnect between expectation and reality, more than we’ve ever seen in AI. Am I wrong? | r/datascience | post | r/datascience | 2025-04-15 | Z0FBQUFBQm9DbVhRbWtid1VRTjEtbk1fMEdYU3FxelpCTFVRQkl6Tk5KN3dGY21wcXVEZjlzbDJzc0k2SV9mUDlTRmdfM0Q1NlQ2VExMQ2FvRWdBZzhYdndzN3pJYWxkakE9PQ== | Z0FBQUFBQm9DbVhRbS14R0ZoQ0YxbFJLZER5eWd3WlJRWUZPX1pWZm5QSmhqQ1FpM3RuT25YS05DWXFUQTdXRDVENmdHaXlZaEtsa0w4S1lNN09EcTczck1oamRjYWFNNkx6bE1oUnAzMXVDUmZfVm5rUTdBdjNuRnFJQVlDV0tCQU5wVjJzM2U3aGpfemI2azFTa20tYnNoQjVxT29QZXRacG5fVUlqMUlDUmR6NlpmSGx3QWRCaHpvMVpZOFNOdmNobTlScV85YlBleGRjR3dnMHRRTkZyWXh3anRuLUh2QT09 |
Hi,
so I found new job and I need to tell my boss that I'm going to resign by the end of May (my official notice period is two weeks but I want to giver her more time to arrange my replacement).
So far I never resigned in person, only via email.
How do I ask her for a personal meeting without saying right away it's because I'm going to resign? (she doesn't have a seperate office so I can't just barge in and close the door. We need to go to a meeting room)
Edit bc of the big number of people from the US: I am located in the EU. We have actual work laws that stop a company from firing you immediately after you hand in your resignation..... | r/careerguidance | post | r/careerguidance | 2025-04-15 | Z0FBQUFBQm9DbVhRU2RzVXMtNkd5ek5DeEU0UEZ6Y3Y5QVlnOXEzTTQ0TER1V0sxYjJEU2djSFozX2d0TmN0NmkwWW5tTWVrVG5lS0JvMFBfUlRHSHhQT3l4a1NFY1lYN2c9PQ== | Z0FBQUFBQm9DbVhReGxFWjdRZnRXd3p2VXZGZGljT0NEVmR3QmFiZldmcE9oMXVHbmdSMjFaNHp2Y0VNcWRZWEJGejRWX3NLLTRTY3JGdklleW1sMmR4ZUhIYmdiYUxZYjNCbjlZNDhBZTl0Q2VsdHFBcFVGdS11S1NYb3hHWUl3b0VZLXY3MG1YWFVneGxJM1NDbHdMOWhIYnVaanN6dHN3cW43cG55THVSYVY0b3JHTE9BcVlCOUw1cl9yRkQ3dmRRdHotX2VZQVpoSnBuWE82NFE3NVR6MURBVHg2VjJ2dz09 |
I fucking love em dashes | r/worldpolitics | post | r/worldpolitics | 2025-04-15 | Z0FBQUFBQm9DbVhReEFoODZPMzBpVmQwWHYtNGE5QUUtNVlCeFIwNnBtUXZudTREY2JCWHR6NXJFdDRFTThNNndDdWItaGpuTmlTbjd5RHJuNmZVVHl4MHpYWll0Yk02Zmc9PQ== | Z0FBQUFBQm9DbVhROFg2b3pSSkZDc1RzN2dRaDhsdHNGdFFaVnMzNElaSFduM0MzNEpNWFZ0NDZQdnAyNjRvZG5uckYyaXZCOW9sLVdNcFRISjNzVnZkZXREUS1JTlVEUUhrSFk2akpUR3dPcU9tdHdoV2t4MjBya1pDaVFLN0FxY1RlQV8wZDJXMTdBekFWVkJEaXRTS0tTc1E2WEQ1WmMtRUJMT1RXaFUwWDBVd0RGMmFMY0g5ZkJ4UGRFM0NhcTV3V1JhTlBwTmJRRmZHMmJvVkQ1X1lmQm0tb25KaVNnQT09 |
Hey everyone! I’m excited to share a milestone and get some feedback from the open-source community here.
Last year, I launched [textbee.dev](https://textbee.dev?ref=r-opensource), an open-source Android SMS gateway that acts as a twillio alternative for sending and receiving SMS messages directly using your Android phone.
This week, we hit 5,000 users and 1,200+ github stars! 🎉
for those who haven’t heard of it, textbee is an open-source sms-gateway with the following features:
* Use your android device as an sms-gateway
* Send SMS messages via API/web dashboard
* Receive SMS messages
* Webhook notifications for received sms
It comes with an Android app and web UI, so you’re in full control.
check it out at: [textbee.dev](https://textbee.dev?ref=r-opensource)
source code: [github.com/vernu/textbee](https://github.com/vernu/textbee)
A huge thank you to the open-source community for the support so far. I’d love to hear any feedback or feature ideas! | r/opensource | post | r/opensource | 2025-04-15 | Z0FBQUFBQm9DbVhRbmVGSnFLaHBnNXNwbzRCTTFOYVhRU1FUWFFpQjFpMlI4dWZ2akxBOEZybDRmTjJTRm82QnFpbjhJZ1hHNnZKRmt2V3BVNUJMYWotRHE5R1VYME5mWnFpYmdJOXRNWmJEZDZlWUZUTGtWUk09 | Z0FBQUFBQm9DbVhRUkhZMWdENWR3aFNENy1mRmRiTExwenI2eFVQWUJKLVg1ZGt1cnh6eTRvYjk5YUV1dm1Va1hVYnpMLW5ZbmNPbHFkdWpHandfWEphemMzTTRaOFNPQ0h5ZFMtYndZaFdtaWJEZWVpeXpndThlWEFTbjU0Z2NMamFiVXQxblQyYmw5SFVUeVFXY2t0WXBINHZoeGtvYU1UdEFkZkluNmtxbV83eTNHdUM4bjlWZjRLOUNBUkxHRWQzVUtJYkxFR29RdjI0QVp6WDVQblk2dHhtLTMwcHgtZz09 |
Hi r/legaltech, we're building a document review AI platform for litigation firms. We are currently evaluating adding a document redaction service to our product offering. We've tried a few services like Redactable, Presidio, and Textract but none of them are reliable enough for our use case.
Our lawyers want to redact specific data schema (e.g. PII from medical records, pricing and customer data from contracts) today.
Anyone have suggestions for other services? | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRbnJFWXBPem9XWlZoenZBTmJWQVdORGtOLXQzakQ2a3A4SWJVa3dXX0pFVGIyVmJNUndnTW5yaWJCc3NuYjY5S2puMS1OSFRTUnZXNEFSYXFjTDBEaEE9PQ== | Z0FBQUFBQm9DbVhRUTVFc01UNWNlYzhSWFR5YU5IQUlOZExHbFFFVWNIUWI4OVRnMjktZGNmTjZqTkJ1MWFJRm5WWnNVb01ocnNrMzdLMEszS19MMEFjQmE4UzRKbFZnbW9VcWJKLTFVdHdoTFRQRTNHNXkyUXFDRDFvVkRxMmJ6MS10WnRyYTQ0Tkc2ZlB6SEUxdGlyTWhsZUZRUkdWaXVNTFdINnhDM3A3UVpPalhzajRZTTZVPQ== |
So basically I am making an AI Transcriptor for google meet. The issue that I am facing is after joining the meet the Transcriptor is unable to record anything for creating the transcription. So am thinking maybe am doing a very wrong approach in creating the transcriptor. Would like to get to know a few approaches for this? Also this will be something I am planning to use for a large scale and not a personal project.
Am also planning to make an AI summarizer. Am thinking which would be better to use a RAG model or OpenAI api? | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRY005cExXZ1NLRmZWNS1OLTE2YkhrV0FSai1hbkE4N1hsMUl0ajljNnNZNXF6M3lLRDZNMms0SWl3eWtsMDZMX043djRWYnNPYklxNTdFb3p3Skg2WlE9PQ== | Z0FBQUFBQm9DbVhRU0dranVFSHBLeGY2QUtwODFWU29JanFEdDR1UUgxenFRZ05rYXRiWWlPcW4waFFObVpXd1NMTS1SSEx5MERmNkJ5RzhKVmNPNjBYV2NScUFyWDU3bHhlYVVjTXFMSnk1R3Npak1EWEYyVnFFcUtPR0c3RU9fU255MFhETldFYmIyRkRULXh5RVZWQVVxeFcwVzR3UzluODRIZkZRb01LaHBBZnFWZGRCWm1XSWMzUUNnZ2ZZcWtiY1dGS3Z5WkRS |
*The Monero Policy Working Group (MPWG) is a loose quorum of individuals attempting to engage in regulatory and policy conversations regarding cryptocurrency, blockchain and distributed ledger technologies.*
*This blog is also available to read* [*here*](https://privacyseries.github.io/posts/2019-01-01-about/)*.*
# Introduction
In a previous post, published on [reddit](https://redlib.kittywi.re/r/Monero/comments/1hp1auc/micar_and_the_monero_ecosystem) and the [Monero Policy Working Group website](https://privacyseries.github.io/posts/2024-12-22-micar-monero), I outlined the impact of the European [Market in Crypto-Assets Regulation](http://data.europa.eu/eli/reg/2023/1114/2024-01-09) (MiCAR) on the Monero ecosystem.
In that post, I detailed that ‘fully decentralised’ crypto-asset offerings (activities, products, or services), without any intermediary, were exempt from the regulation. Seems like a win for decentralised projects? The issue is that that the term ‘fully decentralised’ has not been clearly defined, casting doubt on how to interpret and apply the regulation.
To complicate matters, the regulation states “...when part of such activities or services is performed in a decentralised manner” (MiCAR, Recital 22) – they **are** bound by the regulation.
This blog will attempt to provide some clarity as to what ‘fully decentralised’ might mean, shedding light on how ‘decentralised financial services’ (otherwise known as DeFi) that exist within the wider Monero ecosystem might be impacted by MiCAR.
Please note that what is written here is **not legal advice**. It is just a blog.
Also, it is worth remembering that providers of non-custodial hardware and software wallets are **exempt from being classified as crypto-asset service providers**, and thus exempt from the regulation (MiCAR, Recital 83).
# MiCAR focus
As I pointed out in the first blog, MiCAR sets rules for the European Distributed Ledger Technology (DLT) ecosystem, providing legal obligations (MiCAR, Article 2) for aspects related to:
* transparency and disclosure requirements for the issuance or offer to trading of crypto-assets; requirements for the authorisation, supervision, operation, organisation and governance of crypto-asset service providers, and issuers of tokens;
* requirements for the protection of holders of crypto-assets;
* requirements for the protection of clients of crypto-asset service providers;
* measures to prevent insider dealing, unlawful disclosure of inside information and market manipulation related to crypto-assets.
# MiCAR and decentralisation
While the general scope of MiCAR is probably beneficial for overall consumer acceptance and stability of the DLT ecosystem, the wording around the concept of ‘decentralisation’ is less so. With that in mind, what exactly is the wording? The answer is found in Recital 22:
>(22) This Regulation should apply to natural and legal persons and certain other undertakings and to the crypto-asset services and activities performed, provided or controlled, directly or indirectly, by them, including when part of such activities or services is performed in a decentralised manner. Where crypto-asset services are provided in a fully decentralised manner without any intermediary, they should not fall within the scope of this Regulation. This Regulation covers the rights and obligations of issuers of crypto-assets, offerers, persons seeking admission to trading of crypto-assets and crypto-asset service providers. Where crypto-assets have no identifiable issuer, they should not fall within the scope of Title II, III or IV of this Regulation. Crypto-asset service providers providing services in respect of such crypto-assets should, however, be covered by this Regulation.
MiCAR (unfortunately) does not explicitly describe, or indicate, how to determine whether a service or activity is “...provided in a fully decentralised manner without any intermediary”.
The immediate suggestion might be to try and identify an intermediary – if one is found, then MiCAR applies. If one isn’t, then it doesn’t. Seems simple enough, right?
In reality – without a definition of ‘intermediary’ (there is none in MiCAR) - this might be viewed as a risky approach.
The text of the regulation (MiCAR, Article 142, 2(a)) states that a report is due by late 2024:
>2. (a) an assessment of the development of decentralised-finance in markets in crypto-assets and of the appropriate regulatory treatment of decentralised crypto-asset systems without an issuer or crypto-asset service provider, including an assessment of the necessity and feasibility of regulating decentralised finance;
It is worth noting that the text cited above creates an explicit relationship between “decentralised crypto-asset systems” and “decentralised-finance” (with or without the hyphen).
Decentralised crypto-asset systems and decentralised finance (DeFi) are inextricably linked, and (one might assume) almost interchangeable concepts. There is probably a lot more nuance to this claim but, for simplicities sake, let’s treat the two two terms as interchangeable.
The “assessment” obliged by Article 142(2)(a) has now been delivered. It is jointly authored by the European Security and Markets Agency (ESMA) and the European Banking Authority (EBA), and titled “Recent developments in crypto-assets (Article 142 of MiCAR)”. It is available [here](https://www.esma.europa.eu/document/joint-eba-esma-report-recent-developments-crypto-assets-article-142-mica).
The primary focus is on decentralised finance (DeFi) and, in particular, topics such as:
* Consumer protection;
* ICT risk and risk mitigation;
* Maximal Extractable Value (MEV) and systemic risks related to that concept;
* Lending and borrowing, and staking.
Decentralisation, as a concept, is covered only broadly. It does not provide guidance on how to determine what ‘fully decentralised’ means exactly.
The report does, however, explicitly state that European regulatory bodies (and national competent authorities) should continue to work with global authorities, such as the Financial Action Task Force (FATF), to determine when an entity should be considered a Crypto-Asset Service Provider (CASP) – and therefore an obliged entity (ESMA Report, Paragraph 97, pp.25-26).
As the report does not provide any real clarity on the ‘decentralisation exemption’, we have to look elsewhere.
The question of ‘decentralisation’ is particularly relevant for determining how decentralised finance (DeFi) might develop in Europe, and also how Decentralised Exchanges (DEXs) – including those that provide services for Monero – will determine their regulatory exemption (or liability).
Ultimately, the difference between being classified as ‘fully’ or ‘partly’ decentralised will determine both compliance obligations and, more importantly, apportioning of legal liability.
# So, what exactly is decentralisation then?
You might be surprised how difficult this question is to answer.
We all have a vague idea of what decentralisation might mean (e.g., no single governing entity, no centralised authority, no single coordinating entity, etc), but pinning it down to a formal definition is pretty difficult.
It gets further complicated when attempting to decide what indicator should be used to determine when something is ‘decentralised’ or ‘centralised’, or whether there is some threshold that, when crossed, determines if something is ‘no longer decentralised’.
In reality, ‘decentralisation’ is a spectrum: with a range between ‘fully decentralised’ and ‘not decentralised at all’.
However, these terms are pretty vague and finding some indicator in order to place a target on the spectrum, seems an illusive goal.
# Academic research on decentralisation
There is a rich tapestry of research on the concept of decentralisation, predominately studied through frames such as network theory, management theory, behavioural theory, and political theory (to name a few).
An article authored by [Bodó, Brekke, and Hoepman, in 2021](https://doi.org/10.14763/2021.2.1563) and, incidently, [funded by the European Research Council](https://cordis.europa.eu/project/id/759681/results) provides a ‘multidisciplinary’ overview of the topic.
Bodó et al, understand ‘decentralisation’ through the lens of network theory. Following on from the seminal (but often criticised) work of [Paul Baran, published in 1964](https://ieeexplore.ieee.org/abstract/document/1088883). Decentralisation is framed as the ‘level of node distribution in a network’, with a range existing between ‘centralised’ and ‘radically decentralised’, or, alternatively,‘distributed’.
In network theory, years of research built on the early work of Baron. For example, the book entitled [Network Science, by Barabási](https://www.networksciencebook.com/) delves into concepts related to emergence, resilience, and network evolution.
Bodó et al, however, maintain their focus on DLT networks and, critically, distinguish between three types of decentralisation discourse (Bodó et al, 2021):
* **Design-based:** decentralisation is a principle for design and engineering which can be used as a means to achieve certain properties.
* **Aim-based:** decentralisation can be an aim, where a given system is intended to have decentralising effects, for example decentralising the load of computation.
* **Claim-based:** decentralisation can be a claim, whereby a given system is designated as a decentralised system, but does not always live up to that in its deployment.
A small sub-section of decentralisation research (though growing) explicitly focuses on cryptocurrency ecosystems. A paper, entitled [Deconstructing ‘Decentralization’: Exploring the Core Claim of Crypto Systems](https://ssrn.com/abstract=3326244), written by [Angela Walch](https://angelawalch.com/) describes how ‘decentralisation’ is being used in myriad (often confusing) ways. She references how the term is impacted by, and impacts on, the concept of ‘permissionless’, noting that the two concepts seem inextricably linked, and requiring of mutual inclusivity.
Walch also explains how ‘decentralisation’ is being used as ‘a claim’ which, ultimately, determines legal liability. This is relevant for regulatory authorities, such as the United States Securities and Exchanges Committee (SEC), whose historic role was to determine whether DLT tokens are designated securities, or not. Their role is evolving in the current political climate, admittedly, but in the recent past their role was designated as this arbiter.
Walch describes this in her introduction, acknowledging the legal ramifications of ‘claim-based’ decisions. Walch builds on work by [Marcella Atzori](https://associazioneblockchain.it/wp-content/uploads/2015/12/SSRN-id2709713.pdf), effervescently stating:
>“To be fully decentralized (whatever that means) is viewed as one of the ultimate goals of a permissionless blockchain system, a utopian summit to be scaled” (Walch, 2019, p. 6).
Walch also points to [Vitalik Buterin](https://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274), [Sarah James Lewis, on Twitter/X](https://x.com/SarahJamieLewis/status/1029212002953060352), and [Nic Carter’s MSc Thesis](https://niccarter.info/wp-content/uploads/dissertation_UoE_1617.pdf) to support the broad perspective that decentralisation is: a) complicated, b) difficult to define, and c) often impossible to quantify accurately.
She explains how the concept is further muddied if you consider networks as consisting of layers, all of which are required to be ‘decentralised’ if we can apply the term ‘fully decentralised’ in any meaningful way.
[Vitalik Buterin addressed the topic in 2017](https://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274), describing the tripartite nature of the discourse. He outlined three spectrums (including US Spelling):
* **Architectural (de)centralization:** how many physical computers is a system made up of? How many of those computers can it tolerate breaking down at any single time;
* **Political (de)centralization:** how many individuals or organizations ultimately control the computers that the system is made up of?;
* **Logical (de)centralization:** does the interface and data structures that the system presents and maintains look more like a single monolithic object, or an amorphous swarm? One simple heuristic is: if you cut the system in half, including both providers and users, will both halves continue to fully operate as independent units?
Buterin discredits the original diagram of Paul Baran – especially the manner in which it has been parroted across domains in sometimes confusing, or inaccurate, ways. Buterin does not, however, provide any meaningful way to qualify or quantify decentralisation in practice.
It is easy (and endless) to pitter patter around decentralisation philosophy – but, ultimately, what matters (especially with respect to legal liability) is how regulators understand, and apply, the term.
# The ‘authorities’ on decentralisation
Regulatory speaking, there are a few ‘official positions’ available on the topic.
Notable international and European agencies such as the [OECD](https://www.oecd.org/en/publications/why-decentralised-finance-defi-matters-and-the-policy-implications_109084ae-en.html), the [BIS](https://www.bis.org/publ/qtrpdf/r_qt2112b.pdf), [Banque de France](https://acpr.banque-france.fr/en/publications-and-statistics/publications/decentralised-or-disintermediated-finance-what-regulatory-response), [ESMA](https://www.esma.europa.eu/sites/default/files/2023-10/ESMA50-2085271018-3349_TRV_Article_Decentralised_Finance_in_the_EU_Developments_and_Risks.pdf), and the [ESRB](https://www.esrb.europa.eu/pub/pdf/reports/esrb.cryptoassetsanddecentralisedfinance202305~9792140acd.en.pdf?853d899dcdf41541010cd3543aa42d37) have all provided their ‘expert reports’ on DeFi. None, however, have provided a robust definition, or methods, for determining the degree of decentralisation.
# Does decentralisation exist?
A common theme does emerge when reading the reports: they believe that decentralisation in the DLT ecosystem is often ‘claim-based’.
They believe that projects, and networks, often publicly signal they are decentralised but, when analysed, it is usually possible to identify a centralised layer. This might be a concentration of decision making rights, a concentration of power in the validating nodes/miners, or a concentration of power over commits to a codebase. Usually this centralisation is kept somewhat opaque, in the broad hope that the market, or regulatory authorities, don’t dig deep enough to uncover it.
This line of thinking is not entirely new. Trail of Bits (a DLT security and consultancy firm) provided [their perspective on DLT decentralisation when engaging with DARPA sometime before 2022](https://www.trailofbits.com/documents/Unintended_Centralities_in_Distributed_Ledgers.pdf). Their opinion is that centralising forces exist across several DLT spectrums. It would seem, unfortunately, that these forces can be extrapolated (for the most part) to DLT-focused products and services (including the provision of DEX services).
In a similar vein, the BIS talk of a ‘decentralisation illusion’, taking a completely dismissive stance of the existence of decentralisation:
>“...the need for governance makes some level of centralisation inevitable and structural aspects of the system lead to a concentration of power.” (BIS, p.1)
[Banque de France](https://acpr.banque-france.fr/en/publications-and-statistics/publications/decentralised-or-disintermediated-finance-what-regulatory-response) dismisses decentralisation as a concept, and classifies the majority of DeFi projects as ‘disintermediated’ (Banque de France, Box.1, p.8), while the [ESRB](https://www.esrb.europa.eu/pub/pdf/reports/esrb.cryptoassetsanddecentralisedfinance202305~9792140acd.en.pdf?853d899dcdf41541010cd3543aa42d37), supported by [the aforementioned research from the BIS](https://www.bis.org/publ/qtrpdf/r_qt2112b.pdf)) claim strongly:
>
“Despite their name, DeFi protocols can never be fully decentralised. They need mechanisms for making strategic decisions, adapting to changes and correcting errors. Governance, operation and maintenance always have a significant degree of centralisation.” (ESRB, p.8)
While it is possible to see a pattern of thought emerging, the OECD take a more considered approach. They describe three core characteristics of DeFi projects:
* **Non-custodial:** No central authority or other intermediary gains access to or control over participants’ digital assets;
* **Self-governed and community driven:** DeFi protocols are open-source and allow the community to review and further develop the code underlying the protocols (the OECD, however, note that many DeFi projects do not allow their community to vote, have voting disconnected from governance tokens, or do not allow protocol changes through voting mechanisms);
* **Composable:** Existing components of DeFi networks (i.e., digital assets, smart contracts, protocols and applications built on top of the protocol layer) can be combined to create new applications. The open source nature of DeFi applications is a critical enabler of this attribute, as it allows everyone to look at the code and use it to create new applications.
The Danish Financial Supervisory Authority (otherwise known as Finanstilsynet) also provides a more considered (though nuanced) perspective, mirroring some of the work from the OECD.
Finanstilsynet are the designated National Competent Authority for Denmark, responsible for implementation and oversight of MiCAR in Denmark.
They recently published [“Principles for the assessment of decentralisation in the markets for crypto-assets”](https://www.dfsa.dk/Media/638549094736906876/PrinciplesCryptoAssetsPDF_250624.pdf).
The report provides a broad discussion of the concept of decentralisation and, correctly, outlines that the regulation (MiCA):
>“...does not address when a service can be regarded as being offered in a fully decentralised manner. MiCA or other legal acts also do not contain a clear definition of the concept of ‘decentralised’. It is thus a new concept.” (Danish Financial Supervisory Authority, p.5)
Finanstilsynet, however, **do provide a method for qualifying the degree of decentralisation**. The method is based on a series of questions of which ‘yes/no’ responses determine whether a product, service, or activity is bound by MiCAR.
The high-level overview is provided in \[this diagram\](https://raw.githubusercontent.com/privacyseries/privacyseries.github.io/refs/heads/master/images/diagram.png):
Finanstilsynet put great emphasis on the existence of a ‘legal entity’, including the ability to identify the specific activity that the legal entity has disposal over.
The existence of a legal entity that enters into a provision of software, execution of contract, or interaction (including an interface – whether application or web-based) is a critical determinant of whether the offering is ‘fully’ or ‘partially’ decentralised.
This has ramifications for how ‘fully decentralised’ products, services, or activities should be presented to the market.
In reality – they should follow the core characteristics outlined by the OECD, and, correspondingly, ensure that no legal entity has singular disposal over meaningful components of the offering. Practically, however, this might be more difficult than it seems.
As outlined in the Finanstilsynet report, applications offered on app-stores owned by Apple or Google require a legal entity for authentication and accountability purposes.
The infrastructure that supports DeFi offerings will, more than likely, require third-party services to run correctly (servers, domain name registrations, website hosting services, etc).
These will probably have to be purchased, or rented, by a named entity (legal or natural person). All of these might provide an explicit avenue of implication under the ‘all perceiving eyes’ of the regulator.
It’s also important to note that we have seen recent judicial rulings, such as the [CFTC vs Ookie DAO](https://www.cftc.gov/PressRoom/PressReleases/8715-23), that implicates a ‘group of participants’ as ‘partnerships’, which in turn has legal ramifications.
This attack surface is seemingly accounted for within MiCAR: “(22) This Regulation should apply to natural and legal persons and **certain other undertakings**…” (MiCAR, Recital 22)
Whether or not we will see similar rulings in European courts is still unknown. [The United Kingdom Law Reform Commission recently published a paper on DAOs and their legal ramifications](https://lawcom.gov.uk/project/decentralised-autonomous-organisations-daos/), while the [European Central Bank published a paper on DAOs and their future in finance](https://www.ecb.europa.eu/pub/pdf/scpops/ecb.op331~a03e416045.en.pdf).
Both papers seem to pose more questions than answers, but suggest that the existence of a DAO does not immediately imply lack of legal liability – individually or collectively.
Whether this line of thinking can be extrapolated to “...certain other undertakings…” (MiCAR, Recital 22) such as loose communities of people, repository contributors, repository maintainers, network participants, etc, is still extremely opaque.
This might not be the most welcome conclusion but, unfortunately, with the nascent state of decentralised systems, this is where we are.
It is difficult to imagine a world where ‘decentralisation == exemption from legal liability’, but it is also difficult to imagine a world where the decentralisation ideology isn’t able to lead the development of meaningful, and impactful, tools for the beneficial development of society.
# Conclusion
In the murky, muddy, and distinctly dirty world of DL Techno-infused-enfranchisement, decentralisation might be viewed as a ‘pseudo-fantasia’. Much like the word ‘blockchain’, we have reached a stage of apoplectic semantic satiation. It means everything and nothing simultaneously.
Decentralisation is parroted as the panacea for humanities ills, leveraged on web3, and driven by a desire to build everything on a rich bed of proto-meme-monetarianism and cryptographic allegory, served alongside some sort of verifiable packed lunch (with a side of cheese strings).
In reality – the Rule of Law wants to eat the [Law of Code](https://lessig.org/product/codev2/) for breakfast. This process is both financially lucrative and era-defining; mixed together with a pinch of salt in the zeitgeist’s technocratic political power stew.
What more could technologists, angel investors, lawyers, policy makers, and regulators want to massage their emboldened egos?
Practically speaking – it’s going to be extremely difficult to prove, conclusively, that a DLT offering is ‘fully decentralised’ – but that doesn’t mean it’s not worth trying, even if the baying hound of the regulator is at the door.
Ensuring crypto-asset offerings are completely free and open-source, permissionless, and explicitly community driven (including software distribution, code maintenance, idea collation, and governance) seems a fair starting point.
Removing identifiable profit motives, revenue streams, and any, and all, legal entities from the socio-political tech stack seems the next logical step.
After that? Probably urge others to build on what has been built – fostering emergence and driving explicit bifurcation across both physical, and digital, planes.
Is all that actually achievable **and** sustainable? Honestly, I have no idea. Thankfully, the regulators probably don’t know either.
*The Monero Policy Working Group (MPWG) is responsible for this content. This is not legal advice, and it should not be relied upon for any purpose by third parties. To learn more about the MPWG, click here.*
*This authorship of this blog was kindly supported by funding from* [*Power Up Privacy*](https://powerupprivacy.com/)*.* | r/monero | post | r/Monero | 2025-04-15 | Z0FBQUFBQm9DbVhRMHZyaUJSNzgyZkQxLTI0enRWT0tCVmdQMVRucWp1anhwaXhUZkZnU1dQNDFwNjhsMkt0M2lpODRTOWxaMmhsVjZlZGhzb2xCRFBUZGhVMlh0eDY5NVE9PQ== | Z0FBQUFBQm9DbVhRTUxSU2pxWGxuckI3LW9SbFppOW1GXzFwTmdfTElkTDZ5b2J2SUxSQUxIb3V0TV93LU56WEdLYU1kQUM2NDNoMUZhNWVyT0RfbFRuTEx4elFGSzRqcWk2V1VDZjVTajN3SUxTdnJrOHdYMHk5YURvdWdwckc3MWEzRTBMUnRqVHV4NmZKWWtJcnlMQUxtakxxWjY5RTVjYW5xZTk5LWRYcWtoeTEtUTItbnRRPQ== |
I believe we can safely have 1-minute block time WITHOUT sacrificing anything in scalability / decentralization - because tech has advanced so much since 2009. Even worst-case orphan rate would be under 2% (case of full block download), and thanks to compact blocks typical rates would be in 0.2%-0.6% range ([full analysis](https://gitlab.com/0353F40E/fablous/-/blob/master/readme.md#mining-centralization)).
Not only that, but we can do a [little refactoring](https://gitlab.com/0353F40E/fablous/-/blob/master/readme.md#blockchain-height-abstraction) so it would be easy to later change to 30s when tech further advances - we could make target block time just 1 parameter like blocksize limit, with everything auto-adjusting around it (DAA, emission, ABLA, locktime, etc.)
### What about emission?
Of course everything stays the same, before: 3.25 BCH x 1 block every 10 minutes, after: 0.325 BCH x 10 every 10 minutes.
Due to integer rounding there'd be [slightly less BCH minted in total](https://gitlab.com/0353F40E/fablous/-/blob/master/readme.md?ref_type=heads#block-subsidy-shortfall): 20,999,999.7270 instead of 20,999,999.9769.
### What would this change mean for UX?
- 1-conf: now 1-in-4 TXs will wait 14 min. or more, and 1-in-20 will wait 30 min. or more; with 1-min target the variance band is reduced to 1-3 min. I even made a little game where you can test your confirmation luck ([link](https://fablous-18ff29.gitlab.io/)) and get a feel for the difference.
- N-conf: now a 60min target wait (6x10) will exceed 80 min. 1-in-5 times. With faster blocks a 60min target wait (60x1) would get more reliably closer to 60min, with only 0.86% chance of exceeding 80min
### What about 0-conf?
It's great, we continue to use it. This [will make on-boarding easier](https://gitlab.com/0353F40E/fablous/-/blob/master/readme.md?ref_type=heads#potential-0-conf-adoption-benefits) as it will shorten the uncertainty window, and there are cases where 0-conf must fall back to 1-conf which would benefit from this (like when moving from 0-conf defi to 0-conf merchant payments - the p2sh unconfirmed ancestors create risks here)
### What about header chain overheads?
- Nodes will always need whole header chain, and it will grow at ~42MB/year, trivial at current state of tech
- Light clients need those for verifying SPV proofs but thankfully there's [a way to compact that data for light clients](https://gitlab.com/0353F40E/fablous/-/blob/master/readme.md#spv-client-storage-requirements)
### What about locktime?
This was one of my concerns too, turns out this is the [easiest technical challenge to solve](https://gitlab.com/0353F40E/fablous/-/blob/master/readme.md?ref_type=heads#transaction-locktime-and-input-sequence).
**There is no technical obstacle to having 1-minute block time. The only question is: do we want it?**
### But Bitcoin always had 10-minute time, will we still be Bitcoin?
Of course we will. Ask yourself, what makes Bitcoin Bitcoin?
From the WP:
>What is needed is an electronic payment system based on cryptographic proof instead of trust, allowing any two willing parties to transact directly with each other without the need for a trusted third party. Transactions that are computationally impractical to reverse would protect sellers from fraud, and routine escrow mechanisms could easily be implemented to protect buyers. In this paper, we propose a solution to the double-spending problem using a peer-to-peer distributed timestamp server to generate computational proof of the chronological order of transactions. The system is secure as long as honest nodes collectively control more CPU power than any cooperating group of attacker nodes.
The 10-minute time was a number Satoshi picked and didn't think too much about, I found that his concerns were only of practical nature. I discuss that head-on in the CHIP's Intro:
In Bitcoin whitepaper ([Section 7. Reclaiming Disk Space](https://github.com/ibz/bitcoin-whitepaper-markdown/blob/master/bitcoin-whitepaper.md#7-reclaiming-disk-space)), it was only mentioned once, when discussing node memory requirements:
>A block header with no transactions would be about 80 bytes. If we suppose blocks are generated every 10 minutes, 80 bytes * 6 * 24 * 365 = 4.2MB per year. With computer systems typically selling with 2GB of RAM as of 2008, and Moore's Law predicting current growth of 1.2GB per year, storage should not be a problem even if the block headers must be kept in memory.
When paper was first revealed on Cryptography Mailing List, it was also mentioned only once, alongside with explanation of Bitcoin's difficulty adjustment algorithm (DAA):
>> Further, your description of events implies restrictions
>> on timing and coin generation - that the entire network
>> generates coins slowly compared to the time required for
>> news of a new coin to flood the network
>
>Sorry if I didn't make that clear. The target time between blocks will probably be 10 minutes.
>
>Every block includes its creation time. If the time is off by more than 36 hours, other nodes won't work on it. If the timespan over the last 6*24*30 blocks is less than 15 days, blocks are being generated too fast and the proof-of-work difficulty doubles. Everyone does the same calculation with the same chain data, so they all get the same result at the same link in the chain.
Only later, in [e-mail exchange with Mike Hearn](https://www.bitcoin.com/satoshi-archive/emails/mike-hearn/9/#selection-25.3372-25.4009), did Satoshi give a hint about reasoning, to describe what we now call orphan races and selfish mining:
>>Another is the 10 minute block target. I understand this was chosen to
>>allow transactions to propagate through the network. However existing
>>large P2P networks like BGP can propagate new data worldwide in <1
>>minute.
>
>If propagation is 1 minute, then 10 minutes was a good guess. Then nodes are only losing 10% of their work (1 minute/10 minutes). If the CPU time wasted by latency was a more significant share, there may be weaknesses I haven't thought of. An attacker would not be affected by latency, since he's chaining his own blocks, so he would have an advantage. The chain would temporarily fork more often due to latency.
Since then, technology has progressed immensely and a thriving industry of Bitcoin competitors ("altcoins", near-universally preferring lower block times) has emerged demonstrating viability of shorter block times.
Bitcoin Cash can now follow suit, leveraging today's tech to rethink that 10-minute legacy.
We will lean on the same reasoning as Satoshi's, and use a more conservative orphan rate threshold (2%), to show that Bitcoin Cash can safely upgrade to 1-minute target block time and reap 10x improvement in confirmation speed. | r/btc | post | r/btc | 2025-04-15 | Z0FBQUFBQm9DbVhRanZteE14OERWLU93MHc4aHV3YTdYZ2R5aEtLVmlkX0tJRmJzUXUweW90SUpyWUN5eko5TjFjSWNMN0U2b0tVVkI4eW5TVVN6TUdfS2FiLVhSQ1lTcHJ0eExMbGJhTXhjTVkweXFMVXhyQUE9 | Z0FBQUFBQm9DbVhRaUdlUW05enNDMjZsdVpvMzh3dVJvMWs4M2tJRExRd2c1NHpFX3RxSlMwcXZzYWZpMHI0cDFXR1BPUloyODRtbXl4dVJ2SUEtbkt5ZEQ5MmxLLUZ2M1dvZzA2NXd0QnZ2NWhsWFc3a2hVZld1SDdpOHI1c2h3dXVnb3JkSzMwbnZsdUMxVktjLTA1WS1kc2hpb0hULVZEOXlzUjFCbXU2QVdpU000R2huNmFUdllqV2Z3ZG45MGJrZmdyalNqTUc3 |
You can catch up with all our GP Spaces and GP Shorts on our YouTube channel: [youtube.com/@generalprotocols](http://youtube.com/@generalprotocols) | r/bitcoincash | comment | r/Bitcoincash | 2025-04-15 | Z0FBQUFBQm9DbVhRa3o0RUlRbzRkalhoX0dVX013eWZQa0htTFdiaVVQT2d0VGNQcncwdklBLVBpYVV2c0pfUTd5V25zU3RORE5uQVBJZHcxdnBZWFZvTm5PcERITGdFZTlBWko3YnFMTzU0VjdkOVBhcVFSd2M9 | Z0FBQUFBQm9DbVhRSlVvM3B3b2hOcnlZdzNPZGVwa0ZoSFVTOWJjeUVxa053aGJkd0NSMTY4MmNqOFZzaDhuTlNtcTEzWHdlUTdKbzVDMkJzMVVUUC1GRlVXZnZQMEZsb3JrMDh6cUdmTXlseV9ELVRPQlN3VVpQN1dhUTdTQ016N09yZDhYTzRTY0lHcU1EdmxWYkNpZEVJdkoyWmlCQzBLcmliOGVRRTZpOEs2S05aS04wVE80alh0QlVyc0NZNFJ6RVR2dG52NGRNZkMybWZ1VURiNlNvUExhMjZXbUJrdz09 |
Hello, assuming that our network is good.
I just wanted to know if LLDP naturally shows multiple LLDP neighbor on interfaces.
Like if on my Et1/1 i have a switch A connected to 10 others switchs on its side, it will show all the switchs ?
Isn't CDP had an option like show cdp neighbor local or remote something like that ?
Thanks,
Regards.
EDIT :
\- DataCenter environment
\- Arista switchs
\- All runs LLDP by default
\- My Arista switch has port configured in TAP mode, i enabled LLDP by using this guide [LLDP on Tap ports](https://arista.my.site.com/AristaCommunity/s/article/lldp-on-tap-ports) on Arista site | r/networking | post | r/networking | 2025-04-15 | Z0FBQUFBQm9DbVhRS3RiRDFKYlFWQWRaWDloVUljRHpBNnFFdXktRkRKUHNQT3VUb3RiWUFFVV80UE15MUszVy00UFJVZTE4a1NHTjFuaXFOTHVNS0pDOVJwd0FfWjdaQWc9PQ== | Z0FBQUFBQm9DbVhROFFBYWRNQk12enNsVzF6ZXhZVVJsclJFc2w5bURCNEhETGpSNUg1ZDRkb2l2OFE4R2tCek9hRnNhQlU5MUtRR1NjeXpMYTFRUjBYQnpaRHNldnd0UUNsQ3VyXzh2dXpPQkdXU0g5VEpveXJoTFFFR2hzeFloV2xodTZ3blo1Z25KOE5GTDFKMWFPd3NsWXk1YjdlcmpaR3BJbDNWaEZfLWJCT0pXTjRRX283SWJYcnp4WnN4am1zT2cyVUctQ1l3Q283bzcwcjFVT1B6cHBEUjJKd0dJQT09 |
Hi all,
As the title suggests I have shortlisted a couple of SASE vendors for our company and will go through why.
Our requirements are the following:
Coffee shop scenario where we protect remote users wherever they are and connect to private resources whether SaaS or Public Cloud. We are serverless meaning no servers or dependancy on any of our physical sites, everything needed is in public cloud or SaaS. 800+ users, multi-OS environment, predominately EU based.
Only 5-6 managed sites with the idea would be eventually SD-WAN (we have no MPLS just DIA with Tier 1 ISPs) if not implemented already (We have some sites for Fortigate SD-WAN), for now the simple use case is protecting our user's managed devices and eventually moving to IoT and what not. So you could say our priority is SSE with scope to introduce SD-WAN.
POVs conducted based on an initial exposure to Gartner MQ and other review blogs -
FortiSASE - We have some FortiGates and introducing more so it seemed the natural next step to see if we can adopt it but had loads of issues with 3rd party integrations and performance.
Netskope - Great product like CASB & DLP but quite expensive
Cato - Very simple to understand and use, best UI experience and can see easiest to deploy but the whole 3-5 minute deployments to all POPs kind of annoys me.
Zscaler - Great product very feature rich with quick policy deployments but very enterprise focuses and clunky dashboard with multiple panes of glass resulting in steeper learning curve (Of course the new experience centre is yet to be seen)
I have narrowed it down to CATO & ZScaler based on our needs but wanted to user's opinions on anyone that has done a POV or deployed it. Would greatly appreciate if anyone can let me know of anything they have experienced/kinks seen and why they went for either vendor.
Feel free to bring in your support experience, purchasing experience and anything else in the process. | r/networking | post | r/networking | 2025-04-15 | Z0FBQUFBQm9DbVhRTFNPNHl3eDdXemMzVW5Qc3l0bkdfalRfWEtMRFpKMDRaOUN4X3dsWFhWaExNSC15ZHlMY0VSTXhpbXhNcGRIaFJKWGFhVmstVVBEcWVJbUV6RHkteXc9PQ== | Z0FBQUFBQm9DbVhRU1l5ZnN3TlRscEhGbnhpTlRfUnlyR0xkN2c5MFBzSGZjeV9zY1lhdTlXUG5zeWJqeXdVdWpFTlRPUm50ZzZkQll6THVaUGlmbURyY3hsTEhTanpaLWdRREUwekFZVHRqSWhsYXlEa3VDUTlHeExXTDRzcllVeDhwbXN4NDBIOUxFM3ZTUzZhMERRQXlRYlh2Z1RHNUVPOEc0a25LMGhXZGg5X1RnWmlIWWtNPQ== |
Most of us have accepted that using the internet means sacrificing privacy, but that shouldn’t be the norm. Think about it: when you log into an app, they get your name, email, location, contacts, and even the way you scroll. And it’s all packaged up and sold behind the scenes. The Terms of Service are a smokescreen. We’re giving away billions in data value without getting a penny or a say.
This is where Frequency stands out. It’s not just another blockchain, it’s building real tools on Polkadot ecosystem that let you own your data and your online identity. With decentralized identity (DID) tech, Frequency is changing the game, you choose how your identity works across platforms, and you control what’s visible and what’s not. It’s not just theory either. The tech is already being put to use.
One real-world example is MeWe, a social platform that’s now built on Frequency. While big social networks run on ad dollars and data sales, MeWe and Frequency are trying to show that social media can be private, user-owned, and still work well. You keep your profile, your posts, your settings, even if you move to another app that also supports Frequency. That’s a big deal. It’s like carrying your account with you, but without giving up your personal info every time.
For once, it feels like there’s a real path toward a better internet. Not a perfect one, but one where you at least have a say. These kinds of platforms deserve more eyes on them. What are some other tools or projects you’ve come across that give users real control? Let’s share what’s working. | r/polkadot | post | r/Polkadot | 2025-04-15 | Z0FBQUFBQm9DbVhRcU90bFFITi1jNmJsWjZFLWx6TGhDSEpkbzJQZTZBc20zaHdTRnZCY2t4aUJwcW5GZ2F3bkdLYXhKdWt0Ykx5d3I4M0o3Wm5zMmd4V1B3Xy1iOGUtcUE9PQ== | Z0FBQUFBQm9DbVhROHcxQ3dWczBGcXI3WFZPeTZwNWlyYjdoWEFzbDY2dXZhUlNMQnJTZk1JWU5LRThVMHZkLVB6VEVucEdxSFJlVlozZjNwRjJWemRrTVQtZUlqN1lzeVZPZFdXVHJ5cXNQU1ZxdGpwY0s3YUNmeGRVR1oweWk3blBCLVd1dG51MmItaUIyQ2JKakZDRnZ3b1ZvWllzTmNmczJ6ZE1IMlZYNm96M0VKbnN1NWl1VHFNM3RIUnk4T2V4WFRlOFptdnJIblhDQmphN1JnYkdrR3QwS2hiUEdEUT09 |
r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRMmtSMmViX1F5SnYtcmQxaWtlV2VyTkpvVDU1amFRZjlNRE9WZVdLQVhUa3BuMXlqcWtIUmZQbVNNSzFNN0pDcUZpZk0xc1d6Q00zQUZZZXdlX0pyVGc9PQ== | Z0FBQUFBQm9DbVhRVkJoM253TFBBQ2d6clNqVkt2R3lpOXpjLWJMUnRVN2Nxd2dkZU9XTFpvVFZ5WVhZbFBhajZDNHpZT0xNbm56Mm1SOS1sM0o1ZXdIeXgtekNEMWF4Yjl6YUZmUHhlTDRkSmdWT3QwZXpVS2VFcGVLWEJBc0JnWjBqR1RLTVMzbFh6V2s0MW1IY3Jzd0tvUk5INVZwaXoyY2dHOUtoZWtwQ055ZzhfTnFiOV9XR0RIb1hSWlNvZk16LTA4N3RMSVNz |
|
It doesn't matter what the CEO of a big company says.
Build a strong foundation for yourself. Learn how to code. Coding isn't just about writing code it's about problem solving. You cannot just vibe code your way through real projects. You need structure, logic, clarity.
These tools will come and go but the thinking behind the good code will stay. | r/webdev | post | r/webdev | 2025-04-15 | Z0FBQUFBQm9DbVhRd0h0Qkd1SUJvSWFFamdZVVJ4VDJGbGw5aENTcldSNXVWZGF4VnB6Vk4xbnhRZnA5QnA2VUpIWnByMGJjYmtfczBsbzEtNHRnZUcwb3FuYXNHZkMxUkE9PQ== | Z0FBQUFBQm9DbVhRVFIzbkNrcUZwaWtLQjNqT3JRZDJXN3JjUE94Ykdxdy05OGVUMnR6S1FUMjhJX2wxX3ZubmVjUkNmVGV1T2FpNTllM2tWb1BJZ2lpME95SGd1Vm5OdjZDaWFIRDNLaC16UDBFUnlacjZLMVBZRXpqbm9yeGxOTWNJNFhpUDMwYUFRb1V3WFpuS1JkYzlydjNqb2NCZW5UQnJSY2lNQUVuOS1oNEgwZDg2OWM4ZkRsaDNmN2pOc3ExMC15Ylo4dFdu |
The CA/Browser Forum has formally approved a phased plan to shorten the maximum validity period of publicly trusted SSL/TLS certificates from the current 398 days to just 47 days by March 2029.
The proposal, initially submitted by Apple in January 2025, aims to enhance the reliability and resilience of the global Web Public Key Infrastructure (Web PKI). The initiative received unanimous support from browser vendors — Apple, Google, Microsoft, and Mozilla — and overwhelming backing from certificate authorities (CAs), with 25 out of 30 voting in favor. No members voted against the measure, and the ballot comfortably met the Forum’s bylaws for approval.
The ballot introduces a three-stage reduction schedule:
* **March 15, 2026**: Maximum certificate lifespan drops to 200 days. Domain Control Validation (DCV) reuse also reduces to 200 days.
* **March 15, 2027**: Maximum lifespan shortens further to 100 days, aligning with a quarterly renewal cycle. DCV reuse falls to 100 days.
* **March 15, 2029**: Certificates may not exceed 47 days, with DCV reuse capped at just 10 days. | r/webdev | post | r/webdev | 2025-04-15 | Z0FBQUFBQm9DbVhRMF9SWG93ZHRzS2VQZXRlbFotT0hnY3kxd0VYY002T2cyeFRnWVpuRnBWc3FIZjVWNjY1QmZMdkdEWXRBVmlkRDVfMGJRbUNrekRidlp2RlEwRE84SUE9PQ== | Z0FBQUFBQm9DbVhRZ2RUMW5QSzQzS3V2bG5DMVJOc1FFbnh0TTkzeG9abTNmcndldlpiUWc2ODBESkhXX0o2RGNJZjh1WEVIcUxfcnIza1NqVzMzWVdPbG82elBzUkhqSDhiNG5ScTJ0REp2SGFoRlpxYW42VzYzdFhmazRKc2N0X2hfQ0dmUmdyc1djXzF5cGZLckhTRTJlVGs4b0ItWmoyN19qWWVaQWNJcmlzaXRENkxsdWxuMVBWV094UEJWTkVqUEFncXdxX3BaRDdzNkpDMEtMcmhqMDkwMDlTcHhxdz09 |
If the EU is to become independent of the US & China in tech, we need a European smartphone, tablets & laptops, with something else than Android with an Arm CPU. Ideally, a RISC-V CPU designed in/by a European company running some independent form of Linux. But Nokia or Ericsson does not seem to be ready to take up the role they once had.
Is it at all possible and could others do it?
EDIT: I do not envisage competing for the top end, but that EU will plough a few bn € into a phone/tablet, to make it happen on both hardware & software in 2-2,5 years. Its about tech independence for EU in the full stack: chips, network, infrastructure, satellites, datacenters, phones, laptops, servers, HTP, software, etc etc, and to offer a non-US & non China alternative. While others like Japan could join & make compatible products, EU has to be in control.
[https://www.ft.com/content/20d0678a-41b2-468d-ac10-14ce1eae357b](https://www.ft.com/content/20d0678a-41b2-468d-ac10-14ce1eae357b) | r/linux | post | r/linux | 2025-04-15 | Z0FBQUFBQm9DbVhRdFNfSkw4TnlmY3BabmtMbEdfbVlMTFhyTlQ0Y3ZyMTZOcy05LWxHR2I3bTVuRUItNFhtMnc4MnlZR2FaaTkxaEhrRTRkSWZWUlpSWmY5SkN2bXFvUUE9PQ== | Z0FBQUFBQm9DbVhRUXRsbUhPTGVxVjZQczZyLTJ1TzAyRFcyTU1yRDFmdFpJQ1BpM0dOU2lyLVBSMHJvZ0JJd2tjMEstc0d0anNjWDFwRm5PZFJTOFhkRHBNSHZDZFo5SkFCejFLT0JwaFJ5RUlxOXV0TGZ2bU1sb0VvelVLMDlBdUFJdnc0empCLVVwZjU3QlRraDBaVjdUX1FyTkx5MURYSHlQa0JGWFBWS0JXZWhWTk5xb0lYVjBSWFQzd0JsaTVSVzRSbEFKQUNNMlBULVo2c3RzaU1OdHNCVEFvYUlzQT09 |
* A whale opened a $12.6M long position on ETH with 5X leverage - showing strong confidence in price increase
* The position opened on April 15 and has a liquidation price of $866
* This bet follows a broader bullish sentiment for ETH
* Whale movements have been significant in 2025 - large investors are accumulating ETH | r/ethtrader | post | r/ethtrader | 2025-04-15 | Z0FBQUFBQm9DbVhRNVNtMnlwek95V2hDdHJ5T3FDSW1ieGtnR1NLN1VmZE16Tzlpai1CUE5GSkE5WXRzQWRPUXdDUVl6QTJGWFlxN1pmWUxNUS10OU9maXlEUVU1d2ZkNnc3V0xjSS1la0FaZ3JQLXRvLXpneTg9 | Z0FBQUFBQm9DbVhRTGlyY2xzOGNOUm5NSmNnTjBJR2ZjMm9BVjlVdHRPb2ZpeHZsZXZVZjJqNkRST25GSlZ1bkVJZnhkQ2RPMzg4c2RONDF0aHM5Z3oxaDUtRmk1d18tOHE4Z2dub0dKWVRXVXhZX0tTWWY4SFJJdnl2ODh2d3Y5OEpCdXppcHhyQ1N2Z2dONEJxQ1RwbV96QlZIRzZBZXh1QVZGZGJYMHZtZmJaOXREN1BLMUJ0TVQ3eFZ2ZnZpR2RONUFNLWtIQ1dWUGpQeVZBVnJYS0dMS0p0NExuTlRvUT09 |
When everything’s pumping, it’s easy to show up and be loud. But when the charts go red and the hype dies down, that’s when you see who actually cares.
In every project I’ve joined, the bear market always quiets the crowd, but there’s always a few who stick around, still chatting, still building, still showing up. Those are the real ones.
Feels like this is when real communities are built. Anyone else notice that?
| r/cryptomarkets | post | r/CryptoMarkets | 2025-04-15 | Z0FBQUFBQm9DbVhRam0yQlN6QzZfQ0lsWGZCX0hUQmFySkFDbU1JSFNLM2hSR1lTLU53b2NjTy1KVWhNRGY0bmR4WEFGNm96VFNmV0dyTnJYOF9LdXdLcDlBWHhiaWlaMHc9PQ== | Z0FBQUFBQm9DbVhRX3pUVlJBZGJVeFh2U0ZtdHJ3Z0I2cVpZcEVaNTlrUnB1NXJ1aFNHMzBqRHF2YmRxMjRUM29WWE1lZUFhejFINlotMlhDZ1RROW1MR2p0RzlKODVZNXdxOFhTeVZJVzQ1YUVyQWRtZFJOQ19jdXJhSGIzR2Juak9FcGsxY3ExdFIwaVpGUnFqTE1VeGVTdmhLd0U3OTUxcDVjUjh0M1R3eEc1OHZfTjROOEhzUm1WcUlfVEF2aVFtY0Q1alRCRkpN |
[Browski](https://x.com/SOL_mfer) imported an old, inactive Solana wallet into the **Jupiter Mobile App**, expecting dust and maybe some forgotten NFTs.
Instead?
💥 $16,000 worth of $SOL appeared.
Thanks to one simple tip from u/vibhuSOL and the new wallet portfolio feature on **Jupiter Mobile**.
This isn’t just a luck. This is what Jupiter is all about: **unlocking hidden value, simplifying wallet management, and helping you get the most from Solana.**
👉 Haven’t tried Jupiter Mobile yet? Download the [app](https://jup.ag/mobile) and give it a try
[https:\/\/x.com\/SOL\_mfer\/status\/1910304251445657890](https://preview.redd.it/9xyquxooyzue1.jpg?width=946&format=pjpg&auto=webp&s=91b3edccc1e9e58daffce5dd693fa80d1ec6d843) | r/solana | post | r/solana | 2025-04-15 | Z0FBQUFBQm9DbVhROFdhd0FMaDFkTVk3cG9TRXBqcDRPR3BMRXdiZ1ZrVHVlVHlCR1ZfMGM3NXlZREk3eFY1cTBZWGRSYnhNZzY3NGFsZktqdnJsa29lcXpFWkdCQUl5M1E9PQ== | Z0FBQUFBQm9DbVhRLWxjQjM2VkYzVWhqMWZILVhIM2c4bDc4dl9WMlRmRWVrWExXNjhiWFRUMTZxWUFSM2hQejlJMm9PVUVrblRoZXBDM1A2dU4wUFo5MkpzTjFMNU5zdkV5bGZRUVpBcHZFelR5OWhJb2RzWFNJdzY3WmlDcTNiOV9UVWZjWmw4eUpadXdfRGlHRnhILXBaeHhyd2hVTDBpZTZEZHlhNDNEcjZOWlBuZjJwMlp1TV9SSEM1TG1vSW5pSkhmbmQ1VUVpNjhJSTFtZGtEYWFWaHh1S1hNWGozZz09 |
[https://versionstory.substack.com/p/why-lawyers-will-never-use-google-edd](https://versionstory.substack.com/p/why-lawyers-will-never-use-google-edd)
Last November, I published "[On Building Git for Lawyers](https://substack.com/home/post/p-151632180)" about building Version Story, the first concurrent version control system for lawyers. Overwhelmingly, the response to my essay was positive! Many lawyers empathized with the problems we’re solving. One response stood out, however. Can’t lawyers just use Google Docs?
In [this essay](https://versionstory.substack.com/p/why-lawyers-will-never-use-google-edd), I address this question and argue that the legal workflow requires a fundamentally different technology solution than what Google Docs provides.
I'm eager to hear what this community thinks! | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRbkw1VWE4T2lad2d2SnhMQWkzbVhtNVd1VXhTSXNHN0tGMndESVpZMFY0ZDZySkZCdmxNTno5SlY2blYtUU11eXkxcElfQmp1M3I5d1BPVlhBU2dYR2c9PQ== | Z0FBQUFBQm9DbVhROVFOS19pYXo0RVlpNk1rTmg5dDY4ZkJsdDN2TVNaQ05QWEtYU0tnQ2J3RnRzc053NHZOR1NVd1l4dXJxVHF6NW4xX0dqUUo4elVxdktvbmJRX2pub0k5WmtOOXJYcGxsQWF6V0p1UVg4Q1oyMnpBOFFXZ0xDZG9GOUJUdGR3bHY1LVNEZHRnc0pmcmRXYTJ2ejBVSTd3UmZmQXNJNFZPYmlOTTVsSHFfSVJaTVdoMnJmcDdIdl83U1ZsZUxOU3FU |
Guys given the AI agents are mostly written in python using RAG and all it makes sense they would be working on server side,
but like isnt this a current bottleneck in the whole eco system that it cant be run on client side so it limits the capacibilites of the system to gain access to context for example from different sources and all
and also the fact that it may lead to security concerns for lot of people who are not comfortable sharing their data to the cloud ?? | r/neuralnetworks | post | r/neuralnetworks | 2025-04-15 | Z0FBQUFBQm9DbVhRcThjTjd5OE5lX1FDOS1RQno0TU01ZTZPZ3luMlJJdGNucXlJRU5LVXBNQ1dsbFR3UWs1UkJxMU1reS1FSFJFdjQ4VlhrLWRRMG5zaDBSWXk2VkFEd2c9PQ== | Z0FBQUFBQm9DbVhRRXppSE16VS11RjJLeERWaWs0S25rcWExN0FMd3lyY0duN3dyMlFhUHVZUzZibGljamx3MGJnU1djS2Z0NGZNMUYyOU1NLXVQVzk2NVZYUDVMNXlPRWNqWHExak1FMjJGNzdocnlwZU5GbzFSVFhkbURaRFdBcGN2X2gtamRldGRBOE1ZSUpaN0xjT0VEWXluR1d1bVFyQ0w2LXR2SWVweVdpOVh1NXJ0RjFneUZFZkNqVmVINkh1TjlBWG10V1Ew |
Guys AI can significantly Automate all the tasks we do and are mostly written in python using RAG and all it makes sense they would be working on server side,
but like isnt this a current bottleneck in the whole eco system that it cant be run on client side so it limits the capacibilites of the system to gain access to context for example from different sources and all
and also the fact that it may lead to security concerns for lot of people who are not comfortable sharing their data to the cloud ?? | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRWFJpNWs0TDIyc3dGWnlSOXV1R2Zxam5IYmx3YmtPcGZVZWpKb05HdWlJVi1fQ1BjU3BJek9jN29aajROTDdkTEFrakY1YVBsUDRYc3phSHZXcEIzUUE9PQ== | Z0FBQUFBQm9DbVhRUFhkaUpKblNSUFJxZ0VLUFNiYkFDRmQxYVFZb21XbVpXSG5HX09sOFNRMTh2d2F0ZGJXcks2MjZ2RVkyQ0h4b3hhbDlYVk5TTUtGYXl5UVdyZVNpYlkycEJFdldsRUJXOElYSENrTG1wS3NVV1VmS3ByVlp6ZmRFeTdSTXExN21CMVVJR05qNl9jT0kxTG9EQzNrLUloazVWalRyTzFFTVlVS19HclBNeDVfZEVZcHEwblVJTXJtOWJIUWlRWktZYWU2MmVhQlZsOWRRUmNEczR6R2I3dz09 |
EG the electoral college, amendments, and Senate. They award power basically in the federal arms in ways that don't reflect the idea of a single voter having equal power regardless of where they are. It might however be less of a problem if the states making them up were particularly distinct, so that even someone who might technically be a member of the same party would be very different from someone in another state in the same party. In some of these states, they might have entirely different politcal parties, like the Catalan and Basque parties, Northern Ireland, Scotland, and Wales' respective parties with their own flavours, Quebec's Bloc Quebecois/Parti Quebecois (centrist nationalists), Coalition Avenir Quebec (centre right), and Quebec Solidiare (socialist), and in Belgium, 90% of the seats in the national parliament do not belong to parties that cross the boundaries of the two states. Bavaria as well has the Christian Social Union where the other states do not.
The idea of a Senate might make a lot more sense if perhaps a senator had to garner support from the myriad of forces in their own state to win their election with it being much less relevant how the party of that senator is doing anywhere else. The idea of changing the constitution with three-quarters of states ratifying them might make a lot more if each state could go either way depending on the forces in politics unique to them without much regard for how many states happen to have majorities for one party or another. I don't know what this does for the electoral college though, but in principle you could divide the electors so that if one candidate got 1/3 of the vote and they had 9 electors then the candidate gets 3 electors from that state.
Do you think this might make those less democratic features more tolerable? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-15 | Z0FBQUFBQm9DbVhRVktCTklFb254WHdLTU0wZ3BneWRIWjFFVU5fa0NqOXI4ck9zaWh2c2FCSWRVdEVrR3dnZ3pWRDBuVzlmN3RqSWZORndJQno2OEVBb0hsZUN6bkF4Vnc9PQ== | Z0FBQUFBQm9DbVhRd0lWM3VHcHNDRU5oWmxCcHVaMEt0ODhLUG5CTUlOZ1hkVk1FWlhIeURFaHdhTDhMdERXVTZJX3Bla2dLbjVWSXdPdTNIT09Za2l4T1B0ZEFOMVVCOXV1ZXhMRU12Z0VMdlBHcWVOME1tNGw0VDRRRDVRZUdjUzh4bzlVM3FINTAwczcxLWVzQy1FUU5BalFPYXpucFpUQ2I5YWpIRXZTU3lxSkllMEFyVE9KbENOZTFpSUtBYVR5cHBJNnc5RmRQVnZaaHNvdGVpbXpocldnMUlveTBOdz09 |
Hello fellow Network Admins, how did you become a good Network Admin?
I tend to struggle in my role at times, ive been in networking for about a year and at my current position for about 6 months and I struggle with complex network issues. I can troubleshoot and take care of minor networking tasks like programming ports, creating small config changes, and managing our APs, but there are times when things are just not working, and ill sit there for 1-2 hours just staring at a config going over it multiple times just to be stumped and not find anything. I usually google things but there are times I cant seem to find a good resolution to my problem which leads me to ask the lead network admin just for them to solve the issue in a few minutes. I feel there is a huge gap in knowledge due to them building the network and me going into an exisiting network that is pretty large and critical.
Do I suck? do my research skills suck? Do I need more time? Do I need to study more and read about networking more than I already have? I lack in the implementation I understand how a lot of things in networking well work but its when the time comes to put that into practice that I choke and dont seem to know anything. Any advice helps | r/networking | post | r/networking | 2025-04-15 | Z0FBQUFBQm9DbVhRd180VVJFbzFrdm42Q2tFOXRBZ3hQbG4yeGFFMzcwSzBpV0ZqTE1tVEZzTk00VWZFdms2YWZGU1E0aV92WUJSVkFIMFJhd1diaEdVLVAxSXc4amtkLXc9PQ== | Z0FBQUFBQm9DbVhRd0FCVDcwWlJEUzFLWUxQdldYcVM5d1F3QUQ1dTZpMmg0MFBIUU53QWJpUEpsS25jWENvSEZlMUJRXzBHOEl3UW0zcVcxTDBJSjZEemptNFVfcVNqT0RUVmwzdXNKaGlNVU1VZWQ4NkxkakhBMGF2ekYwQVZfWTdEYU9LNHRMYTY3WGl3cDRWUmN3dkJPRktKeERudTBqMWtRSWpUaXpYYnJyc3gxaF96MEdOT0lkUHlhS01rQkw1aE1GLUQ2V3E2 |
I am not a coding person but I have a decent knowledge of coding.
As its been sometime hearing about automation and applying codes/ scripts to make things happen in a fraction of a second and revert back.
So i am curious to know how many companies have adapted to actual automation with coding and stuff into their day to day changes. How much percentage of their work are being done on using automation.
Thanks for your response. | r/networking | post | r/networking | 2025-04-15 | Z0FBQUFBQm9DbVhRNWhqVjVQQWVCMEJkOTNpbmZ0Y3ZLUFNRU2pEMXpKZXpxVURPbjNmakdrUlRaNjgyVXZmTkoyVDVZUUVnWVJheWUtZHFZMGZOX0FaNURfMWJDS25YQ3c9PQ== | Z0FBQUFBQm9DbVhRcVNoNU5nYzZyUXdnRGdBOEpYSnkwa1dNdFlxS1NuZUZxVFltVjJvcHVmNFp0ak1LY0NNcTVLMW5WUDN5V3RGcjdCeDBrVExLTTBORlFxZktRMWh4eDNNN21PSmlkYzh1cHRZdVNHTWFGb2VNaFhudEUtazBWa2ZpUlRwR3ZqQWFyTTVnS3FOajRRMnVGSkdwdHdHTDNkMUVmNU1BZFFiUnNHdURwS3ptLVdqZHRwaHBvdE5LSEplQzdjczB1NkNrb2ZqaXpIYjZvQ3h5NXEyZjE3UGdodz09 |
done | r/bitcoincash | comment | r/Bitcoincash | 2025-04-15 | Z0FBQUFBQm9DbVhRYmx4R1JDcHhRSUw2VDJkR2FRbTZEU2pnTW95LTJzTW0taWxzOXJOU1FXZWRobTVXRTVvZXBHdUJZUmZHUzg0YmVYSHFzZEh6SER3M3dQS3RGTkF6UlE9PQ== | Z0FBQUFBQm9DbVhRNHNfYzBiSWhmZVY4NmhYVnY4TFhZejgxd2dLZElEZEFvQ2J3Y1hVTU5MUGFQLWFqb0prT1lDcEhTM2VaakV4ejZXeWk5anhuTDVONjlIVldmRUtJY2ZVWEFKZ1VDSGFQS2F2enBtY2dCTWRTcXBXNGVFVEhTTVUwVzQ0a09KLXM0RWxRU19ES25BdHNLM2ZDLWlYRGVyNURLel9WSllOalUtOGhhRGV1S2l1V2lNd3JNNHJUU09QUGhtRHNGRWlw |
My firm is looking for a new tool to access state court records and analytics. We currently have WestLaw, CNS, and LexMachina.
WestLaw does not have the state court coverage that we need. CNS doesn’t have anything past the complaint. LexMachina is only good for federal analytics.
If your firm uses Trellis, how is it? What is the pricing like? | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRc0I2dXJyM1Z2OEhvTEptVzBCeWw5MkVoRlZyc0RMTnJfTnBzVS0zOHVRN0xnTXBoR2ZyRWM0NlZfeDdTUzQyQUNFMVYwRGFmX2pHZVM1WkpKZzh1cUlCeTdvblpGZEhmNTFGRHhHOV9OMUE9 | Z0FBQUFBQm9DbVhRTWV1RG5vZmNwZXg1R0pSaEpUT04zYklLTndWN2I4OWgzRDY5Y3VUTzNQdjR1ZWpRTUl5N1RvSjVlYV85cE5fZFplVUVpMHJnYnVsQ0NWX0h0NHp4UnJLMVFWemNKNktwbENmSThWaGk3SEtPVXVnUVZjVzhZU1lmUGttOE1ZMmgyX3VOZFA5eDM1VTRXMFJ5d0NZQUZrS19mTmZPZVJidWx1Yml4X1RzbWNjTVUtaXcyRW0tRmV1MEM5WENRZ184 |
Hello Redditors,
I felt like sharing an experience we recently had with Shunnarah Trial Attorneys (one of the largest PI firms in the US) in hopes that it prepares others who might find themselves staring down the same path. I'm a software and ML engineer, and a few years ago a childhood friend of mine approached me about building something in the Motor Vehicle Accident space (will not spam product). Basically we thought that if we could build a smart case value calculator driven by actual data models we might be able to help un-muddy waters in what is an entertainingly competitive market (I'm sure you've all seen the "What's your case worth? Call me 🤙🏼" kind of ads). No real business plan, just a bet that there would be demand for the calculations our software would provide.
We worked nights and weekends to launch v0 (we did not seek VC funding) and worked on it for about a year before getting accepted to pitch at ABA Tech Show, which was awesome. We tried a few different business models, working hard to balance client requests (like "can you add confetti?") with building the best overall product for users. We felt like we were hitting on something, but getting time and commitment from attorneys was challenging and we felt the calculator UX could be much better (our first iteration required like 40 static HTML questions in order to get the data our models needed for a prediction).
Well one day, someone from Shunnarah's marketing team reached out and said they were interested in meeting about the calculator. We thought—here is our moment! We can finally work with someone at some scale and we will be able to make our baby great. We set up multiple meetings with their leadership team (including Alex himself), which we thought went great. Eventually we landed on a few different proposals, including exclusive licensing, customization and adoption of the latest in Large Language Models. We sent it over to their team and held our breath—but weeks and months passed, and we did not hear a single response from them. We had been interchanging texts, Slack messages and emails for months and then *complete* silence. We were demoralized, frustrated, questioning our proposals and even pointing fingers at each other.
Well life went on, and a few months later we happened to see a post on social media about how they built a smart case value calculator. What the??!! The frustrating thing for us is not really that it has very similar structure in questions as ours, but the case value prediction—seemingly no matter what is [entered](https://calculator.shunnarah.com/motor-vehicle)— gives the same, massive range (eg: "Your case might be worth $50,000-$2,000,000"). Holy cow.
At first we were upset about having gotten completely blown off, as we felt it was a little distasteful. We're looking at the silver lining in that our idea was validated by one of the largest PI firms out there, but it took some time away and a strong relationship with my Co-founder to gain that perspective. We understand competition is the nature of the beast but figured I'd post about the experience with them.
Thanks for the read. | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRWDZvNm0zVUZVR1Q5SXdhbjMwZ09CWmZRdjREc0hhTHVPaExXU3J5V1VCeVRlMjRxODdzOGE4RmNoN0dVT2stdXMwcTlJdlpsUWRESUZpekxaQVNVM0lRcXUwMlNhWXh6eERuNjQ5cnptY2s9 | Z0FBQUFBQm9DbVhRTGdTTi1CTDV4RlRNdGQ1TVNJa1B4a2pPLTV0dU1kemRmaXFsc25OcHY5OG9ucEV6bGN5NF9RTHZSWktIMDZyTHFLQy02LTE3OV9hN0dXUGV3czZDa2JGZVhHZXQ4dlk3S2JfX3hmaXVpRDY3eFFFUkFDdUhPQWNpRVZjSFBSdWtpNlg1cEpIaGdTajd6c212RXFkOVNicEhpZ1FYZ2ItbGlDcXVYQVN0Nk1IVjRwZW1fV0tSWlBZZmZKUjNDb2NScjZldjBza1V1VHRLRUpaY0FCazk3UT09 |
(I know that some of you will but humour me a little bit here) | r/rugbyunion | post | r/rugbyunion | 2025-04-15 | Z0FBQUFBQm9DbVhRM25ndDlqQWU2QktoRG1fOU9sR3Rpek4wVms1bU9Tem1FQ2QxZVhyWUJrTWFhNHRNaGgtU1FZN0wtQlFSOVpvUXFCQnB4S3NHb0cxLWxhSTlsSTczZlE9PQ== | Z0FBQUFBQm9DbVhRVXMtdUF0Mk1GcGozNnlfN2pjbWVDbmlOSFBaLWFVSnpvU1Z6RkdEaWhWQlBvYndzTHR3bmFnUWR3Y2FVQmVrX1N1NThlNjc1NDJ2d0hBWm5qNjdMNloyNk1iX0FFTXZDWUFCTFhjcWpkUUVvZnQ4czlwdm5LcktBMjFxR2U5RmduT3FoT1FrQWQ2SGpmVmlmUUNyTUs5bXJoRWxtd19aZGg4bE9Tc20wVXBNPQ== |
I'm working on a multi-tenant SaaS application and would like to understand how organizations typically manage tenant-specific data in a relational database, especially in cases where most data is shared across tenants, but some fields vary for specific tenants.
We have an entity called Product with the following example fields:
productName (String)
productType (String)
productPrice (Object)
productDescription (Object)
productRating (Object)
We support around 200 tenants, and in most cases, the data for these fields is the same for all tenants. However, for some fields like productDescription or productPrice, a small subset of tenants (e.g., 20 out of 200) may have custom values, while the remaining tenants use the default/common values.
**Additional considerations:**
We also need to publish this product data to a messaging queue, but not on a per-tenant basis — i.e., the outgoing payload is unified and should reflect the right values per tenant.
**One approach I'm considering:** Store a default version of each product. Store tenant-specific overrides only for the fields that actually differ. At runtime (or via a view or service), merge the default + overrides to resolve the final product view per tenant.
Has anyone dealt with a similar use case? I'd love to hear how you've modeled this. | r/softwareengineering | post | r/SoftwareEngineering | 2025-04-15 | Z0FBQUFBQm9DbVhRNzhRYkZVYUNJR3lfQVk5UXREMmQzcHB4LVlTUDByM2x1QU5mTmdWTC1SWml4aG9KUnNWdG05NnZHal9paXNYM1FWWm9tdXhoVVl5cEI1TVViVWlNbFE9PQ== | Z0FBQUFBQm9DbVhRZ25NRzBUaHdMWGRpS284V3FpRkZhcDFyZVZCNmxwM1hCVEZ2VkNqQmhXSmZ3cWt2amw3amFTLWUxUm5BY1k0YkFnTkFnbmhrNWUzamo1VXFqVXZEM1hlZFR4NG9CSkRxb2hEb1JFa1l4Q25NczdGWUF5OW1ycmNyWUJBbVMxdms1TlRlSnFGTGVRSTl6NlFLM3kyeG45WWdFMHFaaGN0Zy01SXJOalRUY1MzcG9WVUEzdkFydWZ1LW1ITkxEZ3BTbkd2bzdPcUtQZmliU2lRM050TEYxZz09 |
My manager and I did impactful ML work together at a FAANG. We built systems that handled over 10 billion classification requests per day. She brought me into her new company, where she now leads several teams.
One team, focused on LLM evaluation, was inherited with serious design flaws, tech debt, and a damaged reputation. The work is mostly containerizing open source code, with little technical depth, and it’s wrapped in political friction. She’s asked me to help fix it, but I’m struggling. There’s little here I’d be proud to put on my resume, and I worry it could stall my career.
We have a strong relationship built on trust. Should I be direct and tell her I think this team is a trap? How do I say it without damaging that relationship?
Edit: Thanks everyone for your advice. I will take this as an opportunity. You guys are great mentors. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-15 | Z0FBQUFBQm9DbVhRNHdVSjlWNWNNbHZ4amp5V185QlJFS2NNZkhFZXNMbG4xTm94Mjhlak9HOVkwT3BMZVlEcGVCMjhxYjNiSFRIMkVYT3VHd1BNUUZqRlJGRHhCT0s2VFE9PQ== | Z0FBQUFBQm9DbVhRR0RwamVoTUpQLVoxRVh6WTBUcUtUaXUzRmh0N2NubW83QXRvNjFVSmxqQXNCVVlVRy0wV3FMbVRrX0w2RDlQSWlXQU5zOUFjdmVfTDN2Q1dsTDlCSWJ5OE1DMXJ6Y0xqZFVGSG9RTmM1aTg4aS1fZDBtdjlfQ1RsQWVkV1ZTT2RZRGRHc2NmWmg0WW5rQmFRVy1tdmQ4d1VhcGV3cHhBWGJJamE3Y1B6SFRsSWZKVWY1NmJtZlBrclJKOGREMXVTZG1DcUt5VnpNam5UeHVMQTdxQjZMQT09 |
When searching for generic information related to legal cases outside of LexisNexis,
\- Does one find it overwhelming to make use of google search?
\- Do they care that \`DeepSearch\` like features from the LLM studio/playground (e.g. perplexity) sources un-verified URLs ?
\- Would anyone care if a search engine summarizes information from vetted/verified legal sources only?
or the idea does not make sense? | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRNUs2VUhmdDBnYVFKakRLZlc3U0NzYkxRcWRRS3ppOUJBdEpwVVJMQ2l1TzQ0ZWVjVHg2TVNwZlFoTGdNMjg4Zm5vRGxYUHZpOTNjSjl5WWpOaVRWM0E9PQ== | Z0FBQUFBQm9DbVhRSjlCZFI0RHRMNkNuOFgtdDlkRzk2YjVyV09iNkR5aFBfWml6cmFvZE5pV3pPdlhDaUQta3U3UWRYSi1XcEdrQ1BGcG1KREoxc3ZOaHZJeEtYTzZrUHR5V3ZOa1hRelYtcEs4Z0ZDeFlOR1czbU1nOWhGczBZY3duY3EtRnBwUU05YXpiT1pBeTNhY2lmSFg5XzEzRzVfVktGZEhlQlBEWW5QRFNRVjdEUzZjalVZczY5Z3pJQ09ld0ZvMjZoWUNwU0kxeW1FQlZIVXI0YlJCOHYwQ0JHQT09 |
Financial compliance is no longer just about checklists and manual audits. With automation stepping in, organizations are finding smarter ways to track, report, and adapt to constantly changing regulations. From AI-driven risk detection to automated approval workflows, compliance teams are gaining speed, accuracy, and peace of mind.
But it raises some big questions too—how do we maintain transparency when the process is automated? Can regulators keep up with the tech? And where do humans still matter most in the loop?
Have you seen automation make a real impact in your finance or compliance role? What tools or strategies worked—or didn’t? Let’s discuss the good, the bad, and the still-evolving of automation in compliance. | r/legaltech | post | r/legaltech | 2025-04-15 | Z0FBQUFBQm9DbVhRMGNfV2NFaWg0YzRHVkJQLVZpc09SOW5VMFRZN1Y0dmFiM1dHendEWFRVM2R6b0VpWDNkc1BNY3dmQ1pBSVhoNmFoVnFORDZVaW0wbFVIM2xCMWxNRDd1U3F4SDd1RkxGenFGWS1oMWpQRWs9 | Z0FBQUFBQm9DbVhRNFNoZ1N4WUhJT01rVlNrQkl4bUJENk9uSEM4Uzd1Y2J2aDRUT3cyRzdmTDd2c2RWdHhNem5mdXJGRU5Na0xjYWZROWpyXzdQOVZSTTA0M0lFUkltMkNxZ2pJM2VXQWZ3eVJKSFZCZURTZWVmYndtakI1TVhHVTE2bWIwTDhMbkxMWEx3OHluUDZEYjNCNTFCa0ZDOU8xRFlXT0JfZjlqdExGb0MzTjBNeTUyeUNpMW1ZbFZONFhZSGRfX0JjQ0pK |
Hoping for some confirmation and suggestions based on this community's collective knowledge when it comes to the apparent end-of-sale for Cisco APs with embedded controllers. Example - the 9105. If it is true, are there any current Cisco alternatives? I have been told there is a push towards Meraki APs. | r/networking | post | r/networking | 2025-04-15 | Z0FBQUFBQm9DbVhReDJPWHRoeTZ6T21nMk1qbUpBcmw5SENSbWpOcVNPcnNwT091TzRSM0dBWXRZYmFXWlF6XzhWVHEtQjl6OU1nSTNIazJsU0ZpS2lxRVdSdEhWdnZPUHc9PQ== | Z0FBQUFBQm9DbVhRRjQ1UmVKSlZwcFZiVlZrOTJJSnhMR2w3U0R1dV9BbWZwSl94cWU5SkVVU0VXVzlRRmVHdjVlSlhRLTlyd1dPaTlzcDk2eDJxRHZNdnA5UGJFZy1PZDVESzR1dUZucWN1X0ZIaHY3Unl3RDBOZkowWEZPdjFpSzUyTUc3RUZPZjR1aXEzMEJKRE9wUVExQUlKTDRTRlk1UWQ2TmZLdWdzNHRCQ2VyT2NIMEtsQkh4Q1ZEYjZsSHZtMTZrNkwzQURo |
After getting my A+ (my only IT relevant qualification at the time), I took a help desk job in another city—with a $3/hour pay cut. I seriously questioned it, but looking back, it was one of the best decisions I’ve made. It took about 5 months and over 30 applications to finally get that offer.
The company was small, so I got hands-on with everything: networking, server work, desktop deployments, reimaging, even cybersecurity tasks. Despite the low pay and tough days (yes, some ended in tears), the experience was priceless. I gained access to almost every system, learned far beyond the job title, and built a solid foundation.
Fast forward a year, I'm now in a better-paying Desktop 2 role back in my hometown, working fewer hours and getting paid about 8 dollars more an hour (salary, guaranteed at least 40 hours a week, eligible for OT as well).
If you’re starting out with just an A+, know this: you can absolutely break in. It may mean sacrifice—moving, lower pay, countless applications, but it can be done.
When you get that first position, soak up everything, take on extra tasks, and use that role as a launchpad.
That first job paid for my Sec+ and CySA+. Now my current one’s covering Net+ and CISA.
Next stop: another step up.
You can do it. Stay hungry. Stay consistent. Stay patient. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRZmdLRzFOOTdzWEoyZ0ZlcVBBMGhZMGsyenNmSlFHdjcyUWxQWmRydEtnczRsenpyOTZ5eF9NYmVjVW1JdlA0aDBmZ0ZWYl9mQkQwZE0xbFNSVmpVNlE9PQ== | Z0FBQUFBQm9DbVhRNVB3dzJNWTBxc29FbXkwclBrU1RCaHF6cEVOR0U2UUpwWEZsYVdKdDYyMEYyX3VDcmhmbl8wdmhpX3dSUGdDRGlfNVhmNVRiRDRfal9fU3NONmhiekE0cGNMUDlRbWdjaVRLcnJ3X1NMcmx1UExoMU45cXNQWG92c0MwTnZuUl8yNUlMbGQ2dzRzYklOaVU4ZTFGcEVLUE01YnlPVmprMVM1dGpnZl9OLUdxTThTWWptOFFORm11UlRjYl9PdGxYV2RPZFNUeHdjdkFyUlJ1VFZrLWp1dz09 |
So I just got fired from my job after four weeks. It was an IT job and it was fairly easy. When I interviewed for it, the hiring manager thought I was a rockstar and said I could be a lead right now. But I just needed experience and I got hired right away. It started off pretty slow, as the workers we saying as well. I was learning pretty well but I realized all my co workers didn’t have the credentials that I had like Certifications and a Bachelors. I told them about my credentials which now looking back, I don’t think I should have told them that. The work was pretty easy and I was catching on pretty good but I was starting to notice my co-workers acting cold towards me and a lot of them not telling me stuff to do and what not to. I messed up one time in the fourth week but it was just a misunderstanding honestly but I notice my boss was really pissed at me. So the next day, I talked to one of my co-workers that was fairly open to me and told him my thoughts about the boss being mad at me and he said that a lot of the co-workers think ur performance is underwhelming and aren’t happy with you and I was shocked because I was fairly knew but I caught on to the work pretty quick and I believed I was doing my job well. Come to know it, I got my termination letter and that’s that. Manager couldn’t say the reason he fired me for HR purposes. But I’m still shocked. P.S. I was hired as a 1099 contractor and so were most of the technicians and there was probably one or two full time positions after this project. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRWmQ5WW9kVnQzT1N1NWtDcDZGT2dLS0ppX2xKZ3BvdW5ydG5jSUk3MTBaRHhzcnFBdW9JV2RDUFEwWERKdmxBMDFPOW5UUXpzN0FPYlQ4anhFWkl4ZHV2OEFLRVlmbXk1QlNTRVZlX0pVRTA9 | Z0FBQUFBQm9DbVhRbTBBZUU4S2ZYU19uanpXdHN1SUZrVHBwdE5aOEFIbDdIZVFweGw2aTJldFFleHpLTFkyYjVSUXRYUUI0ZEY4U3FxQUVwd1Z1alVzaGhJQkNDNHZvcWZqbG5LWnlpYVpUNVVJUFlRcFJfaFZkMU94Q0VMeXZRWmRBSUJKeFpjSTUwV3dENzk1d1JfNzJtRlI0SlJsZnlYamRQRXlqTnlXcXFVc3NnbHgweXQ5QmxXdTNmdnNwY2ZJMEJpYy1sUm5n |
Recently, I read about the number 52! — the mind-blowing fact that a standard deck of 52 cards can be arranged in more ways than there are seconds since the beginning of the universe. It’s a simple concept, but it truly stunned me. If shuffled properly, there’s an incredibly high chance that a specific sequence of cards has never existed before… and may never exist again.
I’d been wanting to build a small side project, so I took on the challenge of creating an ode to randomness and built [Infinite Shuffle](https://www.infiniteshuffle.net/).
**How does it work?**
Each time you shuffle, the new sequence is compared to all those that came before, checking how far it matches from the start. How far can we go?
**A touch of gamification**
To make it a bit more fun (at least for the first few shuffles), I added some gamification — you can see your longest matches and how they compare to others.
I plan to leave this online for as long as I can. Maybe one day there’ll be too many shuffles to support. Maybe it’ll fade quietly into the void, never finding a perfect match. Either way, it was a silly, fun project to build.
**Shuffle away!**
[https://www.infiniteshuffle.net/](https://www.infiniteshuffle.net/) | r/webdev | post | r/webdev | 2025-04-15 | Z0FBQUFBQm9DbVhRcHZxekE5WjJmdTlEV2xiek5wZ2ZkOXZfc3pfZ1p4b3ZoblJiRDdmSE0wZzlqcHg3aWZfOXBwMVBpRkU4LWNRbk5OVEFnNVY2RUdxejBMeTljUmFWeU9zcXhjd25WbnJnTkJ1dHNsOVBhTjg9 | Z0FBQUFBQm9DbVhRZmNwck5PM01YbldYVFpxVGU4T09pS3AyTHlaR0k2ZUhfVlBqcEJBeGo5OG5oQjIxN2F4TU1UMm04WjFVUXhDWHk5S2FoWEJLQXJ0dkdVTTVjbDN2aGNxR3FoZ3NQbm90YjJDSnFyNl80bUMtMGtnVWlhMERNSVg5TnZVOFV6SndZVnVrNGtfZDExQ29KUk9JaDRDMHNWWkREWXREcUYyQWhrUFEzb2FsbS12Q1lVV0FBeGdKN1NYaTdzZ0ZlVXR1SFc1TDg5aFM1S2U1RU8xd0VZVzNkQT09 |
I have around 1150 units of this. Hopefully it gets to 172 | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-15 | Z0FBQUFBQm9DbVhRWTRtWUc1eDVTaUdnUTRjc1dyYlZUTkR0WFlVWl9hWGVfMlZIX18wMGJrZVo4dzNoS3dQRmhMcy1vQVN1cVF4UDZJWVRUM2JYQVFuRGhRd0ZIVDNhSTFHekpjUkxxTDA0a1dLQmRsQjZkODg9 | Z0FBQUFBQm9DbVhRb0NxSjk5eV9LUU1IT1ZOWDZxcWVuUS1Jdk5jRkhRcGdJcnBkUk01R3g5LThIdllwTzR4S3o3WXhRaXdadzFXX3lwQVF4S0tScy1sYk5UZEZqVGZmd3ZGZS13M2RNaTZwSzk1dWVXRURMSTN5ME5jWm1FN2dOMUNBVTNHVzUzekw1dzRNbXU0N0JzVkNQQzdEQ1pLRTBfOUhCUHpQNGsxSFFiTWVxZWp0WGZEVHpad0Q0MnRmaFZRSDlRQ1k0VG5WOEdZVUVCZEJWZlNMTDJhaFktOGtIZz09 |
First it was colleges that preached get a degree and work in cyber, then all the bootcamps came out saying making $100k+ remote from taking their course.
Now the VA of the US Govt says take this bootcamp to get CISSP and get $150k plus salary with your military skills.
I want to state that if your a veteran/ military this seems like a great deal and should be taken advantage of and I'm absolutely not saying that military skills are useless.
I Just think this type of message contributes to the delusion of the cybersecurity/IT industry by saying get this cert and now make this.
[https://www.va.gov/outreach-and-events/events/76682/](https://www.va.gov/outreach-and-events/events/76682/) | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-15 | Z0FBQUFBQm9DbVhRTGdpRXc2eWVkRlRkeVF5M1REV2NSZk5BaTRpVkZzUFFscmlNX2pvVXdCeU5ZMG1nOHc0azQtd0Q4dXhEbi1HeURRTmloYXQ3anNtbUJCVFF1c2llN1E9PQ== | Z0FBQUFBQm9DbVhRZUVaMXJPOHRtSXREeGZwa3BYVnI5VUJkRGo4bmoyVnZzVkFvdzF2Nk9YU19vbjJXS3phYmtpZEhHa0VSYzBLQllrVjZBVF95Q1Q5akxVTUlrajl1cThoWTBPNklMbWJIR2xBcWExa0JxRE02bld4UGEycmZ4YWNPOTZPaF9KeGN3SlFlQTQ0b056OGJOZHRBV2VCeHFMczJxYlg0Ql85UXM3WGtJU19HZlVDZ0JXNzMyWlJHVWg3aTZCV3FEbFNNbFYzUTI4bV85cWlqSThacFh1TjVUQT09 |
I need your help. At my university, I have a project in AI where I need to create a model that generates animations. The idea is to provide a 3D model along with a prompt, and the AI should generate the corresponding animation. I'm a beginner and don't know much about how to approach this. What do you recommend I use? | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRUmpPa1h4Z1NWcDBtSnNPWjM4QXJOZkpUSDVReDF0YzFjWDlMWDh1UUgtN2diWHNRQXBtMHJTTjl1R2V3djdlX29uVmh2MHpQWUVyQUN2S2J0NXM2aUE9PQ== | Z0FBQUFBQm9DbVhRZWtRT2lNSEc4N1VONmVYMG5wZlN3ZW5FYzZoME5CMU4yZXQ0bGZTOXc4blFKc3pHQmg4S01PQ3B1SWZqbS0zalhtdm4xWUxxbXFNZy01VzVwLWRKd01ZaFg2bXNLMklRQ193bGtFQjk1dElsMXhFN2xDN2dqV083RmNJM29YRkxzTkQzdnk0ek9mRVVSR1RiM0xLQ1VkcVhPaGRjUkdLNlI0YVhzbm1qakNVPQ== |
Hi Reddit. I just recently left my previous employer after 1 year of working there fresh out of college as sole dev. I basically developed a crm for a small insurance agency and I learnt a lot over my time there. Obviously since I was inexperienced at the time some of the features may have small bugs. I was paid 15 an hour for the role and now have found a new role that pays 30 an hour and now since I have left my old boss is texting me about how to fix bugs and such and generally texting me everyday. How should I handle this situation? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-15 | Z0FBQUFBQm9DbVhRU2RtZFg5QmdSQUp6M2IxRmV4ZFM0Si1ITjBDX0ptcWRRLUxVcEYyTGNxU1UxS1pjYVVWT0tsaUVjZlJ3ZW4xbThKcU5jU2VzTVZNTWNVcWNyQzE5Znc9PQ== | Z0FBQUFBQm9DbVhRQXJNcFRZQVIzSjcxSDRQaTQ5cHotWS1mQ1ZwaDVPLTQ5UWlmUlA5ZTJtbHh6MWU1cVRoRV8yXzNVajdsWElkWkJCUkNyVU4yS0tRSXlWVnlOWHJfUTBDcEtJUy1fSDFJQ3FTRGZrVXZCQnV0LUVGa3NJTTVNRkRlSUowNjh4eTBBTWpRSTNnSGIwRkxGZmR2ZXRFSWpkcjVRc0hPZElKX0lPNm9aV19vWmUzTEFVbVp1SUhENkY5WGozQ1JuaUVKRy1YN1hjZHA2NVdiU0RCLUM2YTVDdz09 |
I just started learning Python (like, a week ago), I keep seeing posts where people say stuff like "why did no one tell me about this and that"
So now I’m curious:
What’s that ONE Python tip/habit/trick you wish someone had told you when you were a beginner?
Beginner-friendly please. I'm trying to collect wisdom lol | r/learnprogramming | post | r/learnprogramming | 2025-04-15 | Z0FBQUFBQm9DbVhRd1Znb05iUktPZ2toeHhfRTh5VzhGMFVSRV90MXFmVjdjY2ZhLUZiaTd5bC1LZUdfaXlCZWdfMjRDZ1JwVGhHV2wtelNBNHlZRlpqWHFPLVA3WmQ1QVE9PQ== | Z0FBQUFBQm9DbVhRcXhvYUxWSW1EZmNZV3NQa3N0QjIxb3hSMUUxR0RSOHVLWXlnMmE5emhiMW8xOVlDS05mbDRGR2JlM2VlZlVZNjVua1MzNjZmaC1xRFY0anRhbV91S21XNzNtU01xYzRzckVDV1NhZWZybmItc3loTVFIelUteHRQUVJOUXFqenF2Z1lMMHI0Y2NVdU5fZ0JYcWVvbG1VZG5zdHlubG0zWFNwUm9FUWlKcm42WmFiZ0tFZFdwdlcxbmRVOWNUYk8xQnVlckdTUUlBMVk1ZGJNWWVKaUozdz09 |
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