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So let's say I have a dataset like MVTec LOCO, which is an anomaly detection dataset specifically for logical anomalies. These are the types of anomalies where some level of logical understanding is required, where traditional anomaly detection methods like Padim and patchcore fail.
LVLMs could fill this gap with VQA. Basically a checklist type VQA where the questions are like "Is the red wire connected?" Or "Is the screw aligned correctly?" Or "Are there 2 pushpins in the box?". You get the idea. So I tried a few of the smaller LVLMs with zero and few shot settings but it doesn't work. But then I SFT'd Florence-2 and MoonDream on a similar custom dataset with Yes/No answer format that is fairly balanced between anomaly and normal classes and it gave really good accuracy.
Now here's the problem. MVTec LOCO and even real world datasets don't come with a ton of anomaly samples while we can get a bunch of normal samples without a problem because defect happen rarely in the factory. This causes the SFT to fail and the model overfits on the normal cases. Even undersampling doesn't work due to the extremely small amount of anomalous samples.
My question is, can we train the model to learn what is normal in an unsupervised method? I have not found any paper that has tried this so far. Any novel ideas are welcome. | r/machinelearning | post | r/MachineLearning | 2025-04-18 | Z0FBQUFBQm9DbVhRak1XZEVPWU56a051cFEyRmtSd2o3Y3doOUJMSmpYWkxibi1XN1ZDWjRxNU1LQU9DS0FHV1loMFNrMmNkbWFBTkxvYjVTLWhWUjctb0RjMVV0LTNiVnZkX1dwN3JoUmlsckY4V3FQajhQRDA9 | Z0FBQUFBQm9DbVhRWkZTNmxSaF9QeGcwX0hXZzV2eS1SUGFYV296dWxNc1Vhd1Q0N1Z3ME04Rjd3WE5NVGV4cGNrcnNNeUxKQUUycVhSZDl2N3E5VzlHeDJPc0FtV1NhWGFYTmt0STJ1ZFJiX2NGeTJKd0ptSlhadE4yWmlmUzNUeG9acmdhcDJHcnBHOEt4NlB1U1RWdkdfM0pBOHBqX0Z4ME5velpFVFhnZUtjM0cwUHYtdEZvZlV5X21ha0xtUjV4YTNPMzk2cWw5XzNoUy1NSWQxeUpOd3AwTzN4VDJBQT09 |
There's a lot of hype around building full apps just from a prompt. In reality most these AI tools still can't do what an experienced developer does.
Debugging is always painful. The UX often feels clunky. And if you want anything more than a simple landing page or CRUD app, you still need to understand how things actually work.
Where they really help is prototyping. You can use something like v0 or Lovable which are great for showing ideas fast, getting feedback and making things visual early on.
The way I see it going:
* PMs and designers will use these AI tools to build rough prototypes
* Engineers will pick it up and build the real thing using AI tools like cursor or windsurf to speed things up
We’re not at the point where you can describe an app and it magically works. But the mix of fast prototyping and AI powered dev tools is already a big step forward.
Would love to hear your thoughts on this. | r/learnprogramming | post | r/learnprogramming | 2025-04-18 | Z0FBQUFBQm9DbVhRemZxUE8zeDdGNFp0QWh4emNhaVdWZzA5R2R1S29JZWlXeGFld0hjcDh6NF9LRlJjb0VNUlU0dm55ejlZVWQxWVh2cC1RZHJjeGtWYmMxY2xTMEF6VWc9PQ== | Z0FBQUFBQm9DbVhRNllVMUZBY21Pb1JEODFoNmZaWTVlUUxjaUQ0a1RwbDlOM042Qnd2REJtYUpVSGNXeUhNU0pwWDBPQ2lKYzRoM0JqQ1B2Z0JaQjJ0bUJheFoxeF91V1JRUnFtQmllcDEwYndXSEhGd0JOZ2FnYnpIQTlXVWdPS2ZTaHE3OU5abFBsTTF3cTQyemtIV2lsaDQ5NHRvQWFlaDJuT1lia0tyVl82cXZhMGRpZ0FJdVhyX2I5R1E0X1VJLXBUanJDeWpLSDFselg5cmFTNWQwaDU3bURrM1dvZz09 |
**Source:** [https://x.com/SolanaCrossroad/status/1913200982831563010](https://x.com/SolanaCrossroad/status/1913200982831563010)
>✅ The right people.
>✅ The right conversations.
>✅ The right time.
>Solana Crossroads starts next week.
>Get in the room, or get left behind.
>Grab your tickets before they are gone → [http://solanacrossroads.com](http://solanacrossroads.com) 🎟️
https://reddit.com/link/1k2c8ti/video/gh1x0ude1nve1/player
| r/solana | post | r/solana | 2025-04-18 | Z0FBQUFBQm9DbVhRd0pnaG0xcUk3R01SNlZEMUw2enQ4Q2pVUEktdGZ6ZkRLOXpWZFg1MVdCWTFRR2Fmd0ZKNE5pcXIyTjNhVUFmM2dKTTFUblFrRE1QSnhUR0xSeUY0MGc9PQ== | Z0FBQUFBQm9DbVhRb2xoVG5FS1VpM3dxNlB4cHJVbW1YdkRQTWwtX1hoc0VJU0hNbG9Ib0hEbnY0Y01wejFLajhObzNhekREUkJtWURMdXQxNmJyWHV3R1VBWkxQVGgxeXRVdUNDTlJYNlQ4N25lM0RTMlktSTNIWEFoc3VwSzVvRnJxb3F1Mjg5TUJZWU02RmNDQ0tSUldsd3FraHktTExvNnVJc0FLQ2ZvakpUWmNYbjdnSFE3clQzNWFrbjZ1UzZ0OWlqeHpCYnpiLWY0blhPbGF1M1owLVFOVkZIdU54QT09 |
**Source:** [https://x.com/CoinbasePltfrm/status/1912857582546321601](https://x.com/CoinbasePltfrm/status/1912857582546321601)
>We’ve been hard at work scaling our [@Solana](https://x.com/Solana) infrastructure to be faster, more resilient, and more scalable.
We have upgraded our systems to:
→ Process transactions asynchronously, leading to a 5x improvement in block processing throughput.
→ Leverage bare metal machines for 4x improved RPC performance.
→ Be more resilient via improved failover, liquidity optimizations, and better operational controls.
https://preview.redd.it/p82ng88v2nve1.png?width=679&format=png&auto=webp&s=0d24748367fba5d376d8565fcf1b6ace3a9850e8
>These improvements enable faster, more reliable sends and receives, reinforcing our commitment to provide industry-leading performance and reliability for our users.
Our work doesn’t stop here. We are continuing to invest in our Solana infrastructure so we can meet demand as Solana scales into the future.
>We’d also like to thank the broader Solana community for the overwhelming, continued support. In particular, we’d like to thank the teams at [@heliuslabs](https://x.com/heliuslabs), [@triton\_one](https://x.com/triton_one), and [@SolanaFndn](https://x.com/SolanaFndn) for their collaboration and eager assistance.
| r/solana | post | r/solana | 2025-04-18 | Z0FBQUFBQm9DbVhRemUtblFlYWVOZjNGRGFZMGRDcXRlMmI2cHBGMnlxcVpMUDRxQUlSZnhVQjRFbG81THNXY05oNkpqaFFhYi1xbnh5c1BvYV9IQzZHU1J3WEEzaUhObmc9PQ== | Z0FBQUFBQm9DbVhRWi1BRHBGUVlWSWk4RVc1MEdWMi1kYXRhQUp4Q0h3cnJrdEtiVnJPTmRRWE1hUGNuMURoY01DRW9LTzVIVHpsU1g1QndOMm1hS1EzdWt4OVRLSUJwbFZONGRzLTFTNF93Yk9iU2MzYk50dWVOUFhFWkY0RFRfbWZDTW9SV1NMSERoMlBDX0VTd3BuYUF4U1lsMjE4cmlwSENQWDZkNDJtZnNzbE0tc2xpM2pRODYweHNhODZ4R2MxdVdxaDlCWmRiQVIzT3VvQnQzQ3d4Z244U1FIMmNaQT09 |
In my Kraken wallet that I would consider my higher risk portion of my crypto portfolio, I currently hold:
Chainlink - $11.6k
ETH - $9.4k
Solana - $9.1k
TAO - $5k
USDT - $4k
ATOM - $3.5k
XRP - $3.2k
BTC - $2.7k
RENDER - $1.8k
FETCH AI - $1.8k
FLOW - $1k
GRAPH - $1k
Sui - $700
XCN - $500
Filecoin - $500
Storj - $500
NEAR - $400
Pepe - $300
Portfolio was worth $133k in December, now $56k (down -57% ouch 😓). As soon as I staked a lot of these, the market took a nose dive. I’ve since unstaked a lot of them that had longer lookup periods. Originally had an exit plan of April - June of this year, but that went to hell once everything tanked. Considering consolidating some of these positions. Any feedback for ones to keep or ones to get out of completely? TIA
Edit: The rest of my crypto portfolio is made up of the following held on hard wallets:
1.9 BTC
16.2 ETH
Also forgot I transferred out $9k worth of AVAX over to CoinBase for staking. So adjusting the numbers I’m down 50%. Still bad, but better than the original 57% I posted. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-18 | Z0FBQUFBQm9DbVhRZWhzZzYtNXk4N0tWRzBldHNSX3NHdHByRThUbENhMkczVTJPZ2hDU3JzNzFIM3g5emZ4cGdPNllXV1hmOURKUHhPY2xlX0ZldGxueGd3QWl4VEFRQ3c9PQ== | Z0FBQUFBQm9DbVhRUl9fakVldGV3ZnhhMkFXQm9vZE1felktc0Q3Zzg4OHp6UVBVSG9zMFNMeFFvckYyYmtBM25UeHBGNE00SzFCSWNkaHZYYndaQkFtNzhISWhxcHkzQlhfYWMtdW1wWnEwNmdBa1RlcUlTSHVhY21VSGU4RHVBNFhqdGtVaFppOXZraDZBdFNPMG1rZTVoNDNmSlFjQzRrZTRRWUo2NEZla1dPR1VkeW5URmdQT0JfeDliXzI0RkJ4TUFYR0xLeVhlS1R5RWtPSFhkamxBRld1NVVaaGotUT09 |
hi! i'm looking for websites, articles, videos about broad learning system BLS.
I prefer a divulgative - "philosophical" approach.
| r/neuralnetworks | post | r/neuralnetworks | 2025-04-18 | Z0FBQUFBQm9DbVhRcHVZaVhsNkhNRWEwbVBpWjZSdC1yMlY4eUdBc1ZULWd3VzJFcGRWbERfNXRmUDctMmFZbjB4WWZ1cFZiMWR0c0VEajV6OXZqbVFSTU5LeWw1M0FFOWc9PQ== | Z0FBQUFBQm9DbVhRcjdEck9oaHhkclZEXy1WakxTeGFPdlh0SzBZSmMtWWt2alhiR3JYNEpQS1NlSF9ZUV9EZmlXamZldGdEbFgwRHR6UVJDMlJfNEFRcWtCT04xU0R0TzlQTnV2N3U5dEJnNE8wWkhWalllcndHNmZLOUQ5TXdKaXR3eHg1VkR4ektLYlRmWHlaY2NMM3RSLXlrWmZzQ2pBUjM4S0hfUmhZT0JvYXk3U0xOcWdoMmxIU1hqd2t2c1BpN2ZtU014T1hp |
Hey r/opensource,
I previously shared my in-progress quantum computing notes in [this post](https://www.reddit.com/r/opensource/comments/1indvs8/quantum_computing_latex_coursework_notes_open/) while taking a course at Rice University. I'm now excited to share the finished version of that project — an open-source, 99-page handbook built entirely in LaTeX, hosted and maintained on GitHub.
**🔓 Open source.**
**📚 23 lectures.**
**🧠 Designed to be community-expandable.**
**Handbook Highlights:**
* Written in modular LaTeX (completely terminal-based workflow)
* Covers quantum computing foundations through advanced topics
* Includes cheatsheets, diagrams, derivations, and code references
* Structured for collaborative contributions and course reuse
Topics include:
* Linear algebra, Dirac notation, qubits, quantum gates
* Grover’s & Shor’s algorithms, QAOA, variational methods
* Quantum compiler optimizations, error correction
* Hardware paradigms (photonic, trapped ion, neutral atom)
🔗 **Live PDF**: [https://micahkepe.com/comp458-notes/main.pdf](https://micahkepe.com/comp458-notes/main.pdf)
💻 **Source on GitHub**: [https://github.com/micahkepe/comp458-notes](https://github.com/micahkepe/comp458-notes)
💬 **Looking for:**
* Feedback on LaTeX structure, accessibility, documentation standards
* Issue suggestions for refactoring or extending content
* Contributors interested in adding problem sets, diagrams, or tooling
* Ideas for improving PDF navigation and UX (table of contents, linkability, etc.)
If you’re passionate about accessible tech education, quantum computing, or building beautiful open documentation, check it out and feel free to fork, star, or open an issue!
Happy to share details on the tooling and workflow if anyone’s curious. | r/opensource | post | r/opensource | 2025-04-18 | Z0FBQUFBQm9DbVhRTnZFVGlGbEdFWU1uZjdQamt2OGdyZC1ZaFpHcXNHOVdLOE5RbU9fMGtMWUh3am5rNzg5dkViOWZ4WFY1azlzOHo1MTlPVklDaGZ4bHZxT0J5YTFpclE9PQ== | Z0FBQUFBQm9DbVhRaFpHZlZMS1pYczZLYVM4Sms4M0dqRm9hZjI0YnBvRmJPb1p2aVRodVhjY3NWaWRYOWVacjJNc28zM3FiTHRLVm5wT3E3YlVaWXhDTVN2RVM2QjhsX0NIc0p6OEJ3VDFDa3lWd1hPRHRudGtUbHlRb3g2VlJuVlF6VEJ3WlJlT3g2LThXWXZfOWNWdlBQd0JJUnFnSmxjM2JnRTR0SGh3blFDaTVUU3NNaWJfQ3JTWVl3NHIweHllSi1BTFpZQmo5OGxqbGJhNFhpU01iWTJWZkoxdnhSZz09 |
Just released a new version of my toy project, now with custom responses randomly choosed from file at runtime :).
It throws you a simple math question — the sum of two random numbers.
Get it wrong, and you'll be mocked and the system shuts down.
Get it right, and the boot continues like nothing ever happened.
Build and Run instructions are provided! | r/linux | post | r/linux | 2025-04-18 | Z0FBQUFBQm9DbVhRb25Na0RtSHpwdXNyWWVHZFZwbkdHRHZBRWJoc19LZktWQ1oyMjZJM3Z0TnJOS0Y0WUNrZm9vV3NkYm1IT3A5UWE5YjFWamgwdTdCRXlKSllLVnMxV0E9PQ== | Z0FBQUFBQm9DbVhRdkx2VmVvamkwR1Q0Sl9oWjR0UXdNUFpKWkh2ZzMxbmVLdlJmeGxSR0tRcDlOMjlCRGRDWmhIc2xfN3oxM0pXZlRMWHViRWF5STNMRXRUQl9WY3prdXc3M1EtYnVNSHlvNkIwLUEyZ3ZaU2ZDSUxHMkxOOW1XX2VtZFk3ZFdaSUd6dnVWZW0yVF8tYmpobmdzcTFPbk5VT0VYcjhUb21LUlpuM2RnUUh5dFZxclg2Si0yLV9TQy10QUlEWjI3eFpEWS05NlJEcjg4bURHcGxkeXJRWWJyZz09 |
**Source:** [https://x.com/SolanaUnivers/status/1913281385487540718](https://x.com/SolanaUnivers/status/1913281385487540718)
>Introducing the Solana Agent Kit v2:
>The open-source toolkit is now:
>–– Powered by Embedded Wallets
>–– Modular Plug-ins and Adapters (MCP)
>–– Better tool calling and Evals
>–– React Native support
>More 🤖 🧵
https://preview.redd.it/1rbn1go55nve1.png?width=680&format=png&auto=webp&s=11240af98e67a9e2088e29bcfba3e771ebb2e187
>**1/** With 100k+ downloads and 650+ forks –– Solana Agent Kit v1 had tremendous adoption among developers in 4 months –– but had 2 major issues:
–– Input private key (not 100% secure)
–– Increasing tooling context and LLM hallucinations due to 130+ aggregate tools
v2 solves this!
https://preview.redd.it/k8caq5oa5nve1.png?width=680&format=png&auto=webp&s=0229bfafd1eb0dded4df3920854f50948bcc9b5e
>**2/** v2 comes with 3 key features:
>–– Embedded Wallet & React Native (Mobile App)
>–– Modular Plug-ins and Adapters
>–– Improved Tool Calling and Evals
>Here’s what v2 unlocks — let’s break it down 👇
>**3/** The Plug-in Architecture:
>Key insight we gained: The more tools an LLM has access to → the higher the chance of hallucinations and the greater need for context size.
>Plugins help reduce this.
>Agents can now call only the plug-ins relevant to their specialised tasks.
https://preview.redd.it/drq7q6ge5nve1.png?width=680&format=png&auto=webp&s=195a4291c3b272a1748aaa645efa42f54991381a
>**4/** Plug-in allows you to build workflows for specific use cases:
For instance, using [@n8n\_io](https://x.com/n8n_io), a workflow builder –– you connect any off-chain actions like Slack or Calendar to Solana Agent Kit.
Demo of token plug-in x [@n8n\_io](https://x.com/n8n_io):
https://reddit.com/link/1k2cywt/video/y00dwgfs5nve1/player
>
**5/** React-Native Friendly –– Making Mobile Apps Agentic [@Solanamobile](https://x.com/solanamobile) developers can easily integrate the Solana Agent Kit in both iOS and Android mobile apps.
Demo of using a Solana Agent Kit-powered co-pilot in a mobile app using [@privy\_io](https://x.com/privy_io):
https://reddit.com/link/1k2cywt/video/hyrrli9z5nve1/player
>
**6/** Using [@turnkeyhq](https://x.com/turnkeyhq) –– you can set fine-grained rules for your autonomous agent like:
–– spending limits
–– only whitelisted solana program interactions
–– session keys (temporary god-mode access)
Here's a simple demo of using Turkey Auth:
https://reddit.com/link/1k2cywt/video/pwl5hi746nve1/player
>**7/** Using [@privy\_io](https://x.com/privy_io) server wallets –– you can have a combination of:
Enterprise-grade security (using enclaves) + Consumer-grade performance (fast executions):
Here's how a delegated wallet to an agent works:
https://reddit.com/link/1k2cywt/video/x2nszcn86nve1/player
>**8/** Using [@phantom](https://x.com/phantom) embedded wallets –– you can have the same awesome UX of your favourite phantom wallet inside your agentic app with best-in-class security.
Here's how it'll look for an LLM-powered Solana chat app
https://reddit.com/link/1k2cywt/video/8qvo1ord6nve1/player
>
**9/** Using [@crossmint](https://x.com/crossmint) smart wallets on [@solana](https://x.com/solana), one can have:
–– gasless txns with a wide variety of multi-sig signers: passkeys, social logins, MPC, or external wallets like Phantom
–– programmable security, enforced by smart contracts, powered by [@SquadsProtocol](https://x.com/SquadsProtocol)
https://preview.redd.it/gadqmlkl6nve1.png?width=503&format=png&auto=webp&s=1d3d65917256bcbf6b128e94abab2f31c3b89f4a
>**10/** Using [@get\_para](https://x.com/get_para) wallets –– you get:
–– MPC secured wallets (Distributed key generation and signing mechanisms)
–– Composability (one wallet across multiple apps)
https://preview.redd.it/5iffl4km6nve1.png?width=501&format=png&auto=webp&s=d17da2ed7e2ed300f13c265ff1b30143e473a2fc
>**11/** Focus on Evals and benchmarks:
–– We've now [@LangChainAI](https://x.com/LangChainAI) Evals written for the majority of the tools present.
–– This helped increase the performance of prompts passed to the agent kit significantly.
–– With evals, the agent kit will keep improving with more usage.
>**12/** With the launch of v2, we've also upgraded the widely popular starter packs:
–– [@Replit](https://x.com/Replit) starter pack to set up Solana Agent Kit in 2 mins
–– Create Solana Agent (building blocks for building the next ChatGPT-like UIs in \~5 mins and 1 terminal command)
https://preview.redd.it/oglgx48r6nve1.png?width=506&format=png&auto=webp&s=9475f7c3e231daad1aec235d2e77a8cdd97904ba
>**13/** v2 is the culmination of our insights gained in our 4-month-long journey since the launch.
Huge thanks to [@\_0xaryan](https://x.com/_0xaryan), [@0xsrinivasa](https://x.com/0xsrinivasa), [@devshogun](https://x.com/devshogun), [@Caizer0x](https://x.com/Caizer0x), [@ngundotra](https://x.com/ngundotra), [@DsouzaJovian](https://x.com/DsouzaJovian), [@mugglesmell](https://x.com/mugglesmell), [@BhuwanTyagi2](https://x.com/BhuwanTyagi2), [@KrsnaAgr](https://x.com/KrsnaAgr), and [@Arpitx35](https://x.com/Arpitx35) for integrations and code refactoring.
**14/** Go build your own agentic apps on [@solana](https://x.com/solana).
Send it.
[https://docs.sendai.fun/docs/v2/introduction](https://docs.sendai.fun/docs/v2/introduction)
https://preview.redd.it/9ryt5deu6nve1.png?width=680&format=png&auto=webp&s=abccd32e597974f6117c38bba56d433745ca3207
| r/solana | post | r/solana | 2025-04-18 | Z0FBQUFBQm9DbVhRMXhZcHV1UW5hOGZoX0dGZjBZWnU2Zk1oUE8wY05uU3BkZDBoQmpGMVlOdTBUcWx3WFNFc2dMNkRaVXR6OFRSMGh4eVZYX1VTTEF0VU1LbVAtWWdiSVE9PQ== | Z0FBQUFBQm9DbVhRSVNpb3ZtV0Q3NUp2YlZzSEFXdHdlb216SmhSYXN2dFJYSU5QaDhfa0ppVG5zNE4wNjRYWDZyNzVHSjhPbHBPbEVidTFKVmpqQzB0Tmx3V0V0c3A5Slhnc2N0bXU3dlo2ZTFNaGt0SlF0SkRQdjg1alE5QlhjVFV6bUpwTUhvWS1CRzBjRnJ1VjQwZ01Zb05aS2k5Y1Y4UWpCcUVJOTQzd01GdUNxLThGNWNDMkhyaWVFUnRTMWZ6MWRJN2Z4dzJD |
Rachel Morin, a mother of five, was raped and killed by an undocumented migrant from El Salvador in 2023. She was found near the Ma & Pa Trail in Harford County on August 6, 2023.
Victor Martinez-Hernandez was found guilty of Rachel Morin's murder on April 14. Law enforcement said he fled illegally to the United States after an arrest warrant was issued for a murder in El Salvador.
This week, Van Hollen traveled to El Salvador in an attempt to check on Kilmar Abrego Garcia, who immigration officials said was deported from Maryland due to an "administrative error." Abrego Garcia has been detained at a supermax prison, CECOT, in El Salvador since March. He was taken into custody when he left his sheetmetal apprenticeship job in Baltimore.
"To have a senator from Maryland who didn't even acknowledge, or barely acknowledged my daughter and the brutal death she endured, leaving her five children without a mother and now a grandbaby without a grandmother so he can use my taxpayer money to fly to El Salvador to bring back someone that's not even an American citizen?" Patty Morin said during a visit to the White House on Wednesday. "Why does that person have more right than I do, or my daughter, or my grandchildren?"
Since Rachel Morin's death, Patty Morin has testified on Capitol Hill about the country's immigration policies
On Wednesday, Patty Morin asked reporters at the White House to tell the truth about her daughter's story.
"It's about national security, protecting Americans, protecting our children," she said. | r/trump | post | r/trump | 2025-04-18 | Z0FBQUFBQm9DbVhRdUFZVVdUWVdBS0FtQkh2UUlhLU1CMHAxV3ZlN28tekJiX1B3ZU03cEM4SUlKalNiQnBJZ2llbnkzR2phWkNiSC1Db2l1eVI4WGJXSkdRQjJKQ3p4VEE9PQ== | Z0FBQUFBQm9DbVhRdGNWVG5yT3dtN2M0b0ZneHpZMTRxa2xLY1V4X0pjVU5QTDNoTjkzQzN5Rk9zSERXYm5SNHFhLUVtRlhLa2hKT0FJVldWTWh0cTRCNzlpTnZHbU1UUzRVZ3hRVklBM0ZNWnZhN0VNLU40eHhoXzhtVlQxbko0Q0JIUEI5Z1hGYU1FU3VpRmhlYjVUOFFxbHFPQlJiZ2dZZXNMNHo5bW40UmFES09CLXI5bDRneV9jLWdreDRxcENudWpNMXJtNUNXa2ZhU0I2dWpCZEdnWHBSWmFZeFRIQT09 |
Long-time lurker, first-time poster. I've been thinking about setting up a dedicated low-power Linux computer that our whole family could use, but with a special focus on making it accessible and educational for my kids (4yo and 2yo) as they grow up.
What I'm hoping to create:
* A simple, durable setup with appropriate parental controls
* Educational games and content that grows with them
* Low power consumption (thinking maybe a Raspberry Pi or similar SBC?)
* Something that can be a "digital sandbox" for them to learn computing basics
* Easy to use interface that doesn't require constant parental assistance
I'm comfortable with Linux basics but not an expert. Has anyone here built something similar for their kids? What distro would you recommend? Are there any specific educational software packages that worked well for your little ones?
Also curious about:
* Best hardware that balances performance and price
* Age-appropriate content filters that aren't overly restrictive
* Ways to make the physical setup kid-proof (sturdy keyboard, etc.)
* How to create separate user profiles that can "grow up" with them
Any insights, suggestions, or even "don't do that, instead try this" advice would be greatly appreciated! | r/linux | post | r/linux | 2025-04-18 | Z0FBQUFBQm9DbVhRMXJmUkxUeDRFQi1heldXa25ESnNfTUh3MWI3V3lBNmZoVlh4N0EwNlk1SDF6ZmlsQUlDRDJTVDNZNGljZHpMb25VTmVFY2ZJTHpFMGRPNTdicF9vUGdVUlVPeVRaS0FVd0QyWDhMMlhudlk9 | Z0FBQUFBQm9DbVhROFQ5VnltOW5meXRxUWhhS1BieHFjRmFqenVkeTh3dXVDa2UxWVRfYnJGVmFzbk5wSC05TFRHcGVyZ2JMc3hva1EwSFo1ak9rSl92LUUwSV9yVmREbFVoSUJoZmdhQXZSNG55Q0gwamptTjJEWnZnU0N0cVdpeGdMaG4teUl2aWRWNnk0eHl6Q0R1bHNqRmE1TWJMdG1TSWZrazNHdk5QZm1ZVzdpWU9PeG1Ja1JreVVRbXFHUGdMM24ya29KUXRI |
I just installed Fedora on my newer thinkpad. Because it is a work laptop, I did not want to disable disk encryption and secure boot. When googling this, it seemed like there would be some difficulties with this, as all the articles are older and assume some hoops to jump through. The only things I had to do where:
1. Shrink the main Windows partition (worked without issues in windows' partition manager, completely without decrypting the drive)
2. Enable third-party CA for secure-boot in the UEFI (TPM is still on!)
3. Install fedora from a live-usb on the freed space
4. When booting into windows again, put in the BitLocker key once
Now both OSs work, seemingly without issues. Even the fingerprint works on Fedora | r/linux | post | r/linux | 2025-04-18 | Z0FBQUFBQm9DbVhRVWhIenBHNEZRdG9wNzlvV1pnSzZMamItWnFwM3h0QTV3MHU0clpVWlhZcUR5a1BjZmJIU2dRdTJYNXZ2aWROSXBIU1JOajZrWUxsZVdKXzRTYXRtcGc9PQ== | Z0FBQUFBQm9DbVhRRFg4aUtKVkZQY3QtdjJDalpZNnB2bHJzNEpRZV9hZmFETERJVGgwYmxwTnNQN2NxLWpuSHd3N0JtOUF1aHJxRlZXenA2U01Qb2gyay02NGMwT24xUmRkSGxvTzdGRWJhXy1RSFB5QmRsZFJtanNLWW9GRVdocWYtaGVwRmI3YTdHVkpXUURobVFscTlWWXg2OF9TOHZCMDFMM0gyX1FpaG13V3dZNHJ3RllEb28xUzk0SUJhR25JNXJXVzdJRXZS |
This is more of a vent but I had an absolutely ridiculous candidate screening experience. The funny thing is, it started off really well! I have 8 YOE and this was for a senior level position. The screener and I were vibing, I was nailing the technical questions. Then it was time for the coding challenge: screener emailed instructions, said I’d have 20 mins, and promised to give me a 10 min warning and a warning before time was up. This was literally the easiest coding challenge I've ever seen in a candidate screening. I shared my screen, clarified instructions before starting, and was ready to go.
Right then, the screener's mic died. We spent about 5 mins troubleshooting, he left/rejoined, I left/rejoined, he even got new AirPods. Finally, audio fixed, I started the challenge.
I created a folder and three files via command line, pasted some boilerplate HTML/CSS, did a quick google search (allowed per instructions) and found my answer immediately, right then I'm told there's 10 mins left. I briefly thought "there is no way that took 10 mins" but moved on. I finished the minimum requirements shortly after, confirmed out loud it met the spec and that I was effectively done. He hadn't indicated time running out, so I asked if I should adjust CSS to make the output more visible, he said "sure," so I did. Still hadn’t announced time, so I ask “do you want me to keep going?” he shrugs lol. Eventually, I asked explicitly if there were edge cases or another part to the coding challenge bc he was making no verbal indications of anything, he said no and asked me to email my code.
I'm super stoked because I know I just nailed that challenge, until he abruptly says he's ending the screening early because I went THREE MINUTES OVER and asks if I have any questions. So I asked if I’d missed a requirement, how long candidates are expected to take (the full 20 mins), if I missed an edge case, etc. Nothing was amiss. So why? Because I went ***three*** minutes over and he didn’t think I would be able to complete the virtual onsite (the next round) in time lmao.
After the call (feeling completely demoralized by the cold ending), I checked the timestamps of when he sent the instructions and when I emailed my code. Only 21 mins in between each email, meaning I didn't actually go over, he likely started the timer early due to HIS mic issues. So I sent a polite, non accusatory follow up email letting him know this because he may have not realized and cc’ed the recruiter. No response, I was ghosted.
I get that companies owe candidates nothing, but asking for 40+ hours upfront for a take home project (I did not spend 40 hours on mine, and I also will never do one again bc of this experience) then rejecting over something so trivial is absurd. Even if I had gone over, I aced that screening. I double checked my work after, sent it to ChatGPT, it was solid. Also, again, literally the easiest challenge I’ve ever done and pretty insulting to be told I failed it.
I probably dodged a bullet, but still needed to vent. Has anyone else experienced a completely bullshit screening like this?
| r/cscareerquestions | post | r/cscareerquestions | 2025-04-18 | Z0FBQUFBQm9DbVhRTDdnWXJvWDVXMzE1NmVoU21DeDRxRmFJZlVtLTR5bTBlcjIwa3U0cHUwOVJBWGJEd2gybmFCZFc1OTBoV1BYME9JV1E2MXRBTXpzNnBvaW5wY2xVbnQtbXZRSVdfOXppRVRHRVYzd1U1blE9 | Z0FBQUFBQm9DbVhReDhERjFpaGsxOTRkMDNvbE1wRzRJSlJBUkFjR09KelljVk5HRDdBTThDLVJGdE9rZ1RPZWJRd1dhNHVJY0hBdk4zX29XZGpoWGhsXzMxTllUUXlSdFo1dVlnaEM5V0twaXpRMFFoUGUzZHA0bFAxUUY5S19fRzU2aThSX0NGNGhfUW5OVHBLUktDSW9hdkMyODYtOEg5OF9CTVZtOG1YWE1ZSFlYcGFiM0tzdmZuaUtfSkZQVTE5NDVjRU5oMFJERThLRmtYWDg1NjZTbjkzV3Y4dm5MQT09 |
While testing an app i work on in firefox and chrome, I suddenly ran into an issue where the site stopped working entirely in Chrome. It would just hang. The setup uses port forwarding with HTTPS on a fake domain that I’ve mapped locally via my hosts file. Everything had been working for years, but Chrome started hanging indefinitely when loading the domain. To rule out whether it was specific to Chrome, I tested in Brave as well, same issue.
I checked all my terminal sessions and logs for any errors—nothing. I flushed the DNS cache, and I went through Chrome’s internal HSTS settings via chrome://net-internals/#hsts. I tried clearing the domain’s security policies, but that didn't help. I was out of ideas and just looking around I queried the domain under the “Query HSTS/PKP domain” section, I noticed something strange, an IP address was listed. That was the moment I knew someone registered my test domain.
I visited the domain without the port and it redirected multiple times and eventually landed on a gambling site. It crossed my mind that maybe I had a virus, so i checked other domains that didn't exist and nothing. I confirmed this via WHOIS. That explained why Chrome and Brave (both Chromium-based) were failing—because they now treated the domain as real and applied stricter validation rules, including preconnects and certificate expectations.
Unfortunately, none of my workaround attempts like flushing DNS, clearing HSTS, or forcing local DNS resolution worked. The only clean solution was to change the dev domain entirely. That’s not something I’ve had to ever do which was a bit of a pain.
I’ve now migrated everything over to a new local domain using the .test TLD, which is reserved by the Internet Engineering Task Force and guaranteed to never be registered. Lesson learned: always use .test domains for local development so this never happens again.
I guess the reason I always wanted to use the .com was just to ensure general validation tools see it as valid but I don't think that really ended up being an issue in the long run, whereas this was. | r/webdev | post | r/webdev | 2025-04-18 | Z0FBQUFBQm9DbVhRZ2QxcTlxbkhiVkJIaVh6aDlhQVFzZ0l6MXpGREpjdDE3dXJMd3ppeE5TV2xWNmtIM3p3WmNqelJOU1E3bWxhRExwclhVOWdIRi10RHVvUnhyM1ctdFE9PQ== | Z0FBQUFBQm9DbVhRbDNJUmJDRjJicThRYW03VVZJdmpUakduQ0YzOFhFeVBIdTVwSWkyMjBqT1Z2UUFBdGZHd1RvTDhyYmR2TVVVOXp0VUl3Rl96MlloZzlzRXNxLTN2MnV4S0c4MURiS0lnZUhFSF9BTmRWaW9YbU0tYmpMRVN0akNsd2ZxS2dsUnpUeVd3U1piajVXXzRHNXBmaVp3cHAxbWRfSGxleWRWVjgyYmI5b1VwSVhRdVp6U3pMYlMycF81UVowaFRMQUpQVHlkSlRiYzVGX2N5M0JrUE83WHVvQT09 |
I don't have the time to read complete books, but I still want to collect knowledge from them. With so much advancement in ai tools, is there any ai model which does task really well? | r/artificial | post | r/artificial | 2025-04-18 | Z0FBQUFBQm9DbVhRWWxHZThfWS1xMWs1Q3FobkZGTEwwbnVsQ3JuZ1hjaWdIQi1taGk2TEdnaXVOaU1PQ1g1SF9NdWo3TWxvV0FXS19zMnplU0g0RXRNRzd1ckl4cE5BVmV1cEtJY254VXM5YWpTajVsd1p5NEU9 | Z0FBQUFBQm9DbVhRM1R5a1Bta2kzVTdFZ2tyaXdNX0l0RzFSNWZ5ZHc4Z3BZdm5lU1RycmZjZkRzYlF3Y3FjeUZxM2paSndFbTRubXY1X1FyOUFUZzFVbDdzUGprQkFXdjE2dW1BbGt6bFlITEVKb2lNSHhYT0lYZFhHdXVQSTloZjlyNUpmbno3OTV4el9kR2djZ0p4UDBxOVdKV1VfQ1dpYXZCOVVOTGRKbHVGU09adHI0Tko4WUlodThleGxMU1NGWS02c3BLaC1Z |
This is more of a general question for the entire community (developers, end users, curious individuals).
How do you see evals + benchmarking? Are they really relevant behind your decision to use a certain AI model? Are AI model releases (such as Llama 4 or Grok 3) overoptimizing for benchmark performance?
For people actively building or using AI products, how do evals play a role? Do you tend to use the same public evals reported in results, or do you try to do something else?
I see this being discussed more and more frequently when it comes to generative AI.
Would love to know your thoughts! | r/artificial | post | r/artificial | 2025-04-18 | Z0FBQUFBQm9DbVhRb0ZUS3puelViNFpRaHktZ0ZXbHhTY1BuZ05aT2VQLWQ5cTRmMFNIakJFNnpSTF9UOS1uVllVNTZiYXdBYXBRYXJjeHB3eDRFYXVnaS0wbnZaLXdJZ2tpUWw1Qll6R3Q4SlN0U2dMNnJjam89 | Z0FBQUFBQm9DbVhRbE5KcjFmQjR2Q1haUmlEcTluME9Ob0p5ejdTeTZqQVg5UVRQWHlEb2J2ejBzNDV2RkRhRWRZeEhJMVBMRzctX0hNWWtkTEVfd2p4UUt1RXpYQlQyLXFva1lFTlNXZVN4LVNkcW92V2ZkaDYxeDRkMXFZTklsWndYamFhU25rRjNPVmZHUy1hU0MzMFlPR0M1TVM2cDc4cGwzNTl1clFtcXVZa1R4Q21fb2JwSi1YdXZHZDVBM1ZMdnJpeldSMERW |
Hey everyone,
I'm excited to announce BitPlay, our self-hostable, open-source, web-based Torrent Streamer.
I do have a dedicated \*arr setup for my media, but I have always found the idea of being able to stream video torrents inside the browser very intriguing.
There are certain movies that I do not want to add to my current Jellyfin instance, as I share it with a few of my friends. I've used other tools that provide torrent streaming in the browser, but the experience has been hit or miss so far.
I decided to build something of my own that was not only fast but also had a bunch of useful features.
BitPlay is built in Go with performance in mind.
**Features**
* **Direct Torrent Streaming:** Stream video files from magnet links or torrent files directly without needing to download them completely first.
* **Proxy Support:** Configure a SOCKS5 proxy for all torrent-related traffic (fetching metadata, peer connections). (Note: HTTP proxies are not currently supported).
* **Prowlarr Integration:** Connect to your Prowlarr instance to search across your configured indexers directly within BitPlay.
* **Jackett Integration:** Connect to your Jackett instance as an alternative search provider.
* **On-the-fly Subtitle Conversion:** Converts SRT subtitles to VTT format for browser compatibility.
* **Session Management:** Handles multiple torrent sessions and cleans up inactive ones.
The entire project is open-source and can be self-hosted using the instructions provided in the GitHub repo.
**Link to the project on GitHub**: [https://github.com/aculix/bitplay](https://github.com/aculix/bitplay)
**Demo**: [https://bitplay.to](https://bitplay.to/)
**NOTE**: The demo version has all the Proxy, Prowlarr, and Jackett configurations disabled.
This is our first open-source project, and any feedback is welcome.
**Disclaimer**: This is the first time we're releasing an open-source project like this, and I have taken a little bit of help from AI in helping me write the README and instructions on GitHub. Kindly let me know if there are any mistakes, as I might've done something wrong and not be aware of it. | r/opensource | post | r/opensource | 2025-04-18 | Z0FBQUFBQm9DbVhRUHg5TkVqYldjVV9pZ0wxWW5Eam5nU29Td2ljNDh0SjljQlhZZ2k4WllFQ1VHbGdqQjduQ0hGdmx1ZzFTZ3o2b2RmLUNpVDl3eW5OWURJNk5Xb0R1RXc9PQ== | Z0FBQUFBQm9DbVhRUGJTak9PaEpKcUFMeFJQRFZDRk5MZmFqckhhUV9aOFNYNlJEdk5GUjhEdHE2d3laWVhia1VUbzA3VlJod1ZnUklXZVZpcjhSWnhHMTFNZUlZSjRpNVF6clVuUVFOYXJ4QkZNTnBpWjlnUVJtbDBSeEt2Zm0wUnpiR3BRa3hNNGc3dGRWQWpBaWo3eTM1eGN2SG5tb1VOcFdDRGJhZVJaM0wyS2NJWm5OV3REb0ZzUlhILWFWM0U5b2FIZGdLcUVTUlctbFZEaXNGRTY0S0ZBcy1SOW9aQT09 |
If you were creating multiple points to point L2vpns on an mpls-sr network. What would you think your needed label depth would need? There are over 100 devices on your ISIS domain, all in your mpls network. From my understanding you don't need a label for each device using sr, you only need to know the labels for your l2vpn. Is this correct? | r/networking | post | r/networking | 2025-04-18 | Z0FBQUFBQm9DbVhRWmU1YWRUMmRpYkgzU3FNbHF4N3VCMF9LelVpZFMzVnoyT0NLUmlmUVpkWHNJWHAxZ1lkNUpPSFllUXBVeHhKbEVJN2ZoU2l3N3NSV3Z5UWl6ajJpQmc9PQ== | Z0FBQUFBQm9DbVhROFZRRXlwbzRoazRmNmJhOEFSeGxYVHp4Q3pmUnlLR0pqMGxMcEx6Wm9rQlJnMDRyUjcyS3czeDFDdFBBa1M0ZXZad0RIMHRZZ2tVTnh1ZGxERzNtcWtrb2tIbFdUQ1VKcENxMGNpdkZIZVFULW9WYmdMQnZ5bHlpazZZYTY4ejN5NDkyaks5S2pueEI1Zjk4SkRYZzdnRGR4NGtmM1BJMTJDR2E2cDNxeFVNPQ== |
Hi, I'm quite new to trading. Right now I'm testing a scalping strategy on a demo account, mainly trading btc and eth futures.
Since the margin of profits are very tight (like most of them don't go above 0.1%...so for example if I chose binance I would never go above breakeven), I was wondering if there were any zero-fee crypto trading platforms or, alternatively, some with very low commissions.
Also are there any other crypto scalpers who were in my situation? What solution did you find? | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-18 | Z0FBQUFBQm9DbVhROVFkY09rR1ZneG5hZlY5YnB6aGotb0lnZllicXBsNDVsYk92MzNYN3pQZ3d2Rl9qdXNzMmpLdjI3Ql9fdUJUTnlGblpiei03VkxaSTF5eXd0Ym9kdnc9PQ== | Z0FBQUFBQm9DbVhRSTdIR0VCUElaWHhhRFFvYk1pM3JuV3l4eWdEVmJHRDM4ekw1ZjBSRFRmRVpreG00LVgtcXJYZFd1X3lRcXVzcUJLbml4SE9rLW5rNWg0c29IR3lGZDV0V0YtVWZGbVVsWk9lVkFCMWVkNFY4ZnpyWlNVM250bG4tSnotTk0xcWZPTlZPRFJBTXN1bU5FVDhRc19ZcWxiV3VHU1RaeXRvcmlVcm9Ea0J0bXRtN04yTXYtVF95WjlQR0VkakNFeks3WElhb1Z4OVcweW5zeXZLOWZkX0Rrdz09 |
I like to informed about new tools/apps that are published on GitHub, so basically every month, I scroll through some of the topics that interest me looking for something new.
This was a **horrible experience** so I built a tool that scrapes GitHub for repos that match any of a configured topics in a collection. Once repos are loaded, you can mark as seen (and hide it) or stick it on top of the list.
You can set star limit in collection or for specific GitHub topic, and it will get all repositories that have more than that amount of stars. You can also click on topic name on the list and it will be added to the collection.
Everything is saved in local storage, because I'm too cheap to use database. You also must provide your own token, although it doesn't require any permission.
I hope someone will find it useful as I did. Let me know what you think! Source code: [https://github.com/patrycju/githubie](https://github.com/patrycju/githubie)
For the moderation team: I've added the open source license and api key is now optional :) | r/opensource | post | r/opensource | 2025-04-18 | Z0FBQUFBQm9DbVhRSnZ2U2Rmd3B3c1BzRXRwZWVrdEstdXFTT3F5T2wxQkY1Xy1xbkx1Nmp1UjctblpTd1J3SXk2NUdxcjdRSWVQQ1NqUWs1T1JCVmh1WnBhdi1VR2xjVmc9PQ== | Z0FBQUFBQm9DbVhRT1JIU1NfdW1MSHBRclFyTENPQ3BRQ010OVU5YWxWRHNNMHlGbXlwMkNoSm1ZaTNqM0JLZXVSY29PN25sUkdnRHc2NElVWGp0cU82bXRwODg4WlRkTXI4SFgxdktuRkZEcDNDT214RTVkNXowbnZZQnVXdzg3QmhtaHVNaDhhOVNCQmhZcGNUdnBlMXg3X0xHcmJveVg2LWpsMDN3ZVRzcjdRbTlLb0ZmTmNJMDg4MGJaMlh5dy1TMDN1TWZwVW5LS3NpSkVycDg4ZG5KRzdid3JheUljZz09 |
We’re exploring if LSTMs with external memory (Key-Value store, Neural Dict.) can rival Transformers in few-shot sentiment analysis.
Transformers = powerful but heavy.
LSTMs = lightweight but forgetful.
Our goal = combine LSTM efficiency with memory to reduce forgetting and boost generalization.
We are comparing against ProtoNet, NNShot, and fine-tuned BERT on IMDB, Twitter, Yelp, etc. Meta-learning (MAML, contrastive) is also in the mix.
Curious if others have tried this direction? Would love feedback,gudiance,paper recs, or thoughts on whether this is still a promising line for our final research project .
Thanks!
| r/deeplearning | post | r/deeplearning | 2025-04-18 | Z0FBQUFBQm9DbVhRM0tmb2NrN3dhTjJSd0lPYTFUemhZcUpxVUpkbXhSR1lpeDA0R1RXQWNYWW1UbFRLbEZKaWVuSlE4M3FsNTNiMVNEalQzQUpGM2wzdlRzeS1YQ0NtVWc9PQ== | Z0FBQUFBQm9DbVhRRDlLLXhnR0daZ0EzMVBKYkZhNHc2aDJuYTh0Qnk5c2RNMDhrcmxzZTJWeDdIRk1LU0Z6UmlNY01GTEJwa2lyTXJIMkZnMG9seldlbEUzbk5SMDBYRFdlT1gxSUh6b2REM1p4aUphTkV4VUpadWEtZlVScFZDNHFwcnZUbkY2TjBadDgyUUMxcENSbEJPMlNycXJVZWZjbnBVQWplWndfblJHa1FfbG9MMFZwWjc4NGJTaEFoZGJsWHF4VlhCRE9p |
I am a committee member for the 501(c)(3) MAGIC Monero Fund and we are looking to solicit quotes for writing high quality open-source fuzzing harnesses for the Monero node and wallet RPC calls. Monero currently has basic fuzzing harnesses but we would like to expand the coverage starting with the RPC calls to help prevent any remote DOS or RCE vulnerabilities. The monero codebase is actively fuzzed by OSS-Fuzz so this proposal only requires writing the harnesses not any discovery or exploit development.
Why are these RPC harnesses important? The availability of the Monero network is paramount, as a decentralized service, and there have been numerous vulnerabilities in the past which exploit the RPC service to crash nodes.
https://hackerone.com/reports/2858802
https://hackerone.com/reports/506595
https://hackerone.com/reports/1511843
https://hackerone.com/reports/1379707
MAGIC's Website: https://magicgrants.org/funds/monero/
Monero RPC documentation: https://docs.getmonero.org/rpc-library/monerod-rpc/
Existing Monero Fuzzing Harnesses: https://github.com/monero-project/monero/tree/master/tests/fuzz
OSS-Fuzz Introspection: https://introspector.oss-fuzz.com/project-profile?project=monero
Monero OSS-Fuzz Code: https://github.com/google/oss-fuzz/tree/master/projects/monero
If you’d like to submit a proposal feel free to contact me for more information or apply directly by filling out this form. https://donate.magicgrants.org/monero/apply | r/monero | post | r/Monero | 2025-04-18 | Z0FBQUFBQm9DbVhRTUxWNG9vYTN3cjB3d3VMMmFySTBZZ041X0lMazRoQ0lkZVVLN01abFhNZUFIWk5HV3U5WmJwcW1LQWMyRXJvLVh1R1ZOV1BxVUlhdFJEMmFDNDZkanc9PQ== | Z0FBQUFBQm9DbVhRMkVnLWJVd2M0TDUyQUdvUWlTaTdvYk1tWW4wZWZfczQzZ1pDSFgybTlJV2ZSWDBVLUpCczk0LVVXTzFuaG9LN3NjdDdvUkpSdHJGbk0tYWl4WE9uRjFjQVlSbEZ2MW5qbzJPSEV1Q1k1cTlQVGVhS0RUOGFoMVZhT010ampJLTRqbUhrM1NXMDVqdXRzSGNVNGJxSUZiUkZmMHo1em13d3pFME5CaWxLTzNJT29aZnBhdThDal9TMGdNM0lPREhE |
Are they the same thing? Can I use both? Which one is better? | r/solana | post | r/solana | 2025-04-18 | Z0FBQUFBQm9DbVhRRktsaXc5dHN5eldsRDJzY3pHRGpIQndpczd0N2g2SEtsZW0yQXh5bl9ZX2xMdms2NElfZWNVOWs2NkRpd3dOTEdtY0RmSzhhR0F4WEg4cnhQWkFOelE9PQ== | Z0FBQUFBQm9DbVhRTWJ6WHhKNVl0X3ZYZEF1VGZOQ0dPT3R3ZEN5ckEwc3o4dGhVemJ6UDVFaDFwWEhjY0VYalRybW5jN2doZFB4OXJRZWtQNzRjbVptdjctWEVHVVB0aGpIZHgyN2VQbjBxc0xEZW1iNXBUWk41SnZ3RWF1VEFVMVVfNk1FSXYzZE9BbFdvNjcxVTNmd01rb09OS2RGMWJMekh6czNtY2JuSVd2TjdBLUFOQmUyNVlsX3pISm90ai1sR2tNNU9YVGVi |
Where should I start guys? I want to i vest safely and with good planning, I’m not crazy on fast gains | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-18 | Z0FBQUFBQm9DbVhRZlFWNm15TmFHTWJ3a0Zpd09xTjNTV19FQTlRbm1WWEN6WGJTdUh4TzlVc050TGxRT01IVDJ2dUVCOVFyakFIczEtLXJpQWtEeFZEZGhHWEZPdkVTei1IZkFpVEZfSTlYWlFwTG5aTVhkM1E9 | Z0FBQUFBQm9DbVhRZjNPd3pwN3ZZcnl3NllWbEp6OFJjVEJlMFBRbk5YQkkwZkdLVHJ6ZHFQT2s1UF9mUXpGNzFxYXc5Wm9pNlgtWGFtRnAwb2NVLV9NdnV4MzVwUGlVTU5fdUtENnFyU1VqWW5GNVhXS3dIQXBkQWZyVWZlZkNGcjMyZXd0UnU1RUIyZGVZbGRrZnZNRjVITHJZRWk0MEJLTG85N0Z5S3pwM0d3VWpiajFkcXF4VXN2aDFlVmNWWktnRjJ6b1k3czho |
I trade crypto coins on a site called Axiom dot trade. I have a wallet on there that is also connected on Phantom on the browser extension on desktop. I went to the bathroom for 5 minutes and when I came back my entire balance was gone. I lost 4.2 SOL, a few days earlier I had like 15 in there and all of that could've been gone too. I don't click links, my seedphrase is ONLY written down on paper along with my password that is stored inside my safe. I'm also signed in to axiom (.) trade on my phone, but don't really use it there. Somebody was able to send 4.2 SOL from my wallet to theirs.
Here is my wallet address: AVGwxiiEPwtktwbERJSuXLtEYof8vyff9EiVxm1CCYR5
And on SolScan, it says that it was sent to something called "beamedcuh dot sol" (With a (.) before sol but I'm not trying to put the link just in case.)
When I hover on that beamedcuh thing I can copy their wallet address. Here it is.
2mL5joop4CnVc4mHrH6P6581KyBo12TEQsV3ke2bZfmR
I have absolutely no idea how this happened, will post a couple screenshots below as well as the link to the Solscan transaction. Any help would be much appreciated, I'm absoultely devestated and scared now to make another account for fear this could happen again. I also ran a windows secuirty scan on my computer and nothing showed up.
Solscan link: [https://solscan.io/tx/4agNJEG6h7Rbfw12fH8cg4MkNhq17A5qwcJvMHZjHcadnUuAuUxFFWw9f5h9ZaTmcW4jiWpxseuMEP4KTeQLj78s](https://solscan.io/tx/4agNJEG6h7Rbfw12fH8cg4MkNhq17A5qwcJvMHZjHcadnUuAuUxFFWw9f5h9ZaTmcW4jiWpxseuMEP4KTeQLj78s) | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-18 | Z0FBQUFBQm9DbVhRcF9JVGhMQ0xYRW9Ed1BBVERuXzNmeW04T2dfVTIwaVU4OWhZQ1FDVjV5SWdlQmgyS0xPOXFKNDBhTW1hSHNhSmZuS0NSTk5RTm9oclFJME5aenZOYWhkQlc1azIxUm5DR1BwRkYtaGpvcWc9 | Z0FBQUFBQm9DbVhRbk5GMzRLUGJBZ1FleXc3NkNQMXpXanNPSzk2bTVxQ3cyTFpOZ2RTanJCNC1XVjluc2c5TU1kRzZNeHFCeXdfSVBxVVNpNWF2VWVOUlNBOUhleDhmamN1aXhwVE9zeTRleE1Eb25IUjIxSzczc3VRUzhuUldTLVRPM0FCSUNBc3dMRVRITTNaSnVhdHI0emxFaUlMbU9pVGhsejgtVDY2X1k3aEx0VGZPU0QzenlMQ18ySVB5aTI0YnlXUm5LQVlXc1paTWhqczhyc0I4REdpcmpqQTdLZz09 |
That's cool, let me know if you find anything. | r/neuralnetworks | comment | r/neuralnetworks | 2025-04-18 | Z0FBQUFBQm9DbVhRck1IQXRPdk0xU1AwOVJTZm5mSmxVd2FGZFVhd25lWlAycU9BenhNWmJZQ0VCQ3pTVHlRUHM1Rm1HNzVYcmtiYWljV0RzNnBNTmpjQ1pwNXdsX1JELXc9PQ== | Z0FBQUFBQm9DbVhRMmRibDNJNzZwT2FvaFZrZWotNnZDcXBXMlVDTTFyd2d3NFh3ZVJabWlwRFdVdTU3dVlrUTA1WDFZX0NQQlJRbjJUaFFhbkVOMlI3SDVhQ1BLdnFFVVB1UjEwVWRrcU9zNm9OaF9XSndJYXl2clVUS3BzZ0VVLUJNcElQamYxS1pWTXhZbzRRVHZsQTVoQmZpTENwUFFxMUExcTVVb3ZkUU9xYlQ3ZGFMVENKT2MyQUhjMkkxN2ZxS3hXcE9TNXpl |
So once again, Tesla is delaying the roll out of something that was promised to be on time more than once. 🥸 | r/wallstreetbets | post | r/wallstreetbets | 2025-04-18 | Z0FBQUFBQm9DbVhRV0NCZWF5eWxHTmEwVnNFVzBxQWhqdEdUTUNkckFadVBxbV9UZnpxVXF0QUVHZkVHSjlIUm5KTklKSUlvUlI3X1R5cjV4UWtKWFhUbUZwUFA3SVFoMWxWeFlOV05YdG1kbTdBdXZUYVFHYjg9 | Z0FBQUFBQm9DbVhRSzd5dF95TkkwLTJXcVlpQnBoQ0hyc2YxN3FjUE5JQzNvNWRaWFlpWkJxU3FBX0gySXd0UG1CbWJtUHFQa3MwUUtya0VuVWhCYkVieHk5WkN3ZUt4akF6YjVHMHQ5NEZ2WlZ4RVRyLWlxcGZNdjhvRVcwVGsxOGY2NGltdXc4WHluVWJ5V1BiV2w4dTZiRnBsM3FqZ21pUjdadDNNVk0ta2UxYW5JZ25VTDV4VWI3ZHhOcWk2dmtuTDQtM0lyQVQy |
To be clear, I have a college degree. I mean I am not a new college grad with no experience.
I am tired of working this field. I have about 5-7 years experience. I have had mostly toxic jobs. The one I had that was great proceeded to lay off people and then turned toxic I heard after.
The constant threat of getting laid off. Constantly getting compared to offshore workers who basically are working 996 schedules. I understand people from offshore may have to do this for financial reasons sometimes, but I don't want to live in a world where that is the norm for US workers. Constant ramping up of expectations without more pay.
I apply for jobs with my level experience and get auto rejects. Like, seriously, I got more interviews as a new college grad than an experienced dev as of now. No, its not my resume before someone says that. I have plenty experience getting jobs at this point. This market is horrible.
I watched someone in another field instantly get a new job after their layoff. There pay isn't even that much lower than what I am paid in this field. No LC and nothing close to that.
Also, I'm too tired most the time to even bother to apply for jobs because I'm overworked in my current job.
Overall, I just hate working in this field and I don't know what to do about this.
How can I find a workplace that has a work life balance, isn't constantly outsourcing, and I can feel somewhat secure in my job? How do find some refuge from what this industry has turned into? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-18 | Z0FBQUFBQm9DbVhRZlBiRE5YZk5haVdNdzBFVEVUTjdjQzhFc2oyNmhJalJNZ0JqYnRETURxbjkzR3VHVjkzb2FaVzZscHJ6MVdualVyeW5LWXJQeFRaTmxkTlM0WXlpd3ZzNjR5YU83WG5uZ2lTR1I4RTlQQ0k9 | Z0FBQUFBQm9DbVhRbHd6MTY0UXdtd2xBVEwzd2R5VjdTencxZWlOOWZCa3hCTVZ5cEN6VDBPMFZfVzRHVEh0U2lwQzdUdVZyTS1QaThkNlRZRThnRDhpOEFtRDFNRmVqT1RzN3VKTGJhSS1ZUWQ0elVFSU1JMEItUnlIeTJ1bmdBY052dTM3Q0tuaVM2RkNSQjJpalZMVjdoWk82SWNRX3V6R05haHdaS1lkQ1FTcXNUb0cta2l4RWcyUjZUZnV5Z05Uc0Q0Yy1tUmljNnBIb1prb2ZmYmwtVFlHeE4tWVdMUT09 |
How do you feel about nermal? | r/worldpolitics | post | r/worldpolitics | 2025-04-18 | Z0FBQUFBQm9DbVhRNWdJd1RRVXhuSWFmVjhIZHF2cHpVaVRhNjNNWXkyYzh1NkZmLWxPbUFrS2J5aDRWU0VEb3h5MGRpX3ZCUW5sM19tTXQwYnd2eVBlZ2lFcV9jeDl2Y3c9PQ== | Z0FBQUFBQm9DbVhRWnFjenBmT25EWFhwVHBDdjE0SGxYRF9UcFFOT0ttZTI0RHhkLWNBNGt4c0E1cmZZd2s0Y1M5dTNOaVNlekZQWHFlcE1obkZMNjlqeFJRWDdOM29OdGNaWlE5M2JqbWl5RVMwU1BSaHdsVFlCT2EyTUhhcDg2RzhpcGpTTU85SGpjRk81Zy1DOW9fbzdaM3pJT3g3ZU5ic1JUZlBrRndIUlBEbnJxSUdZVXZlR3h0bHJqR18wazExbV9yNnQyX0hr |
This is my job. I build cabinets. I hate it, 0/10 do not recommend. Shit sucks. | r/worldpolitics | post | r/worldpolitics | 2025-04-18 | Z0FBQUFBQm9DbVhRSDJObFQ4RGhpSHNWLWpXWG5xVGl2YnpjZzF0R2JNdGR1ZktFdkNCc0xFQnBKenNlNmdJZnA2ZUQtV1pJclRLZTliRGM3S2ZPSlBxVWp6akNxVlBDU3c9PQ== | Z0FBQUFBQm9DbVhRX1ZJTlF0ZEdFTGFZSVFLN2ZTOGNWVjZoU1g4a3o4cWtoVU1SNGlaMDZ2THJHN19rQ3dJOE1tdTNUQms3ZmNEMWxDUHM2aGZvOGctRDJ3VEdvYmVXOHlZdk0tbkpWRWtQQktZcEJvSDlJd09HczRIaE0xU0YyMGVBNkxjdkJpZDNWT0VyVXFrbS1TX2FXaVVId2VhNlR3d3VhNU9YWWttendGem9kek1WUDYwcFVuRnFUMTN4cFpGNUh6X0toZUNh |
>Last July Meta Platforms Inc. Chief Executive Officer [Mark Zuckerberg sat on stage](https://archive.is/o/lB0GZ/https://www.youtube.com/watch?v=w-cmMcMZoZ4) at a conference with Nvidia Corp. CEO Jensen Huang, marveling at the wonders of artificial intelligence. The current AI models were so good, Zuckerberg said, that even if they never got any better it’d take five years just to figure out the best products to build with them. “It’s a pretty wild time,” he added, then — talking over Huang as he tried to get a question in — “and it’s all, you know, you kind of made this happen.”Zuckerberg’s compliment caught Huang off guard, and he took a second to regain his composure, smiling bashfully and saying that CEOs can use a little praise from time to time.
>He might not have acted so surprised. After decades in the trenches, Huang has suddenly become one of the most celebrated executives in Silicon Valley. The current AI boom has been built entirely on the graphics processing units that his company makes, leaving [Nvidia to reap the payoff](https://archive.is/o/lB0GZ/https://www.bloomberg.com/news/features/2025-03-14/can-nvidia-stock-go-higher-jensen-huang-looks-to-extend-ai-boom) from a long-shot bet Huang made far before the phrase “large language model” (LLM) meant anything to anyone. It only makes sense that people like Zuckerberg, whose company is a major Nvidia customer, would take the chance to flatter him in public.Modern-day Silicon Valley has helped cultivate the mythos of the Founder, who puts a dent in the universe through a combination of vision, ruthlessness and sheer will. The 62-year-old Huang — usually referred to simply as Jensen — has joined the ranks.
>Two recent books, last December’s *The Nvidia Way* ([W. W. Norton](https://archive.is/o/lB0GZ/https://wwnorton.com/books/the-nvidia-way/about-the-book/product-details)) by *Barron’s* writer (and former Bloomberg Opinion columnist) Tae Kim and *The Thinking Machine* ([Viking, April 8](https://archive.is/o/lB0GZ/https://www.penguinrandomhouse.com/books/757558/the-thinking-machine-by-stephen-witt/)) by the journalist Stephen Witt, tell the story of Nvidia’s rapid rise. In doing so, they try to feel out Huang’s place alongside more prominent tech leaders such as Steve Jobs, Elon Musk and Zuckerberg.Both authors have clearly talked to many of the same people, and each book hits the major points of Nvidia and Huang’s histories. Huang was born in Taipei in 1963; his parents sent him and his brother to live with an uncle in the US when Huang was 10. The brothers went to boarding school in Kentucky, and Huang developed into an accomplished competitive table tennis player and talented electrical engineer.
>After graduating from Oregon State University, he landed a job designing microchips in Silicon Valley.Huang was working at the chip designer LSI Logic when Chris Malachowsky and Curtis Priem, two engineers who worked at LSI customer Sun Microsystems, suggested it was time for all of them to found a startup that would make graphics chips for consumer video games. Huang ran the numbers and decided it was a plausible idea, and the three men sealed the deal at a Denny’s in San Jose, California, officially starting Nvidia in 1993.
>Like many startups, Nvidia spent its early years bouncing between near-fatal crises. The company designed its first chip on the assumption that developers would be willing to rewrite their software to take advantage of its unique capabilities. Few developers did, which meant that many games performed poorly on Nvidia chips, including, crucially, the megahit first-person shooter *Doom*. Nvidia’s second chip didn’t do so well either, and there were several moments where collapse seemed imminent.That collapse never came, and the early stumbles were integrated into Nvidia lore. They’re now seen as a key reason the company sped up its development cycle for new products, and ingrained the efficient and hard-charging culture that exists to this day.
>How Nvidia Changed the GameThe real turning point for Nvidia, though, was Huang’s decision to position its chips to reach beyond its core consumers. Relatively early in his company’s existence, Huang realized that the same architecture that worked well for graphics processing could have other uses. He began pushing Nvidia to tailor its physical chips to juice those capabilities, while also building software tools for scientists and nongaming applications. In its core gaming business, Nvidia faced intense competition, but it had this new market basically to itself, mostly because the market didn’t exist.
> It was as if, writes Witt, Huang “was going to build a baseball diamond in a cornfield and wait for the players to arrive.”Nvidia was a public company at this point, and many of its customers and shareholders were irked by Huang’s attitude to semiconductor design. But Huang exerted substantial control over the company and stayed the course. And, eventually, those new players arrived, bringing with them a reward that surpassed what anyone could have reasonably wished for.Without much prompting from Nvidia, the people who were building the technology that would evolve into today’s AI models noticed that its GPUs were ideal for their purposes.
>They began building their systems around Nvidia’s chips, first as academics and then within commercial operations with untold billions to spend. By the time everyone else noticed what was going on, Nvidia was so far ahead that it was too late to do much about it. Gaming hardware now makes up less than 10% of the company’s overall business.Huang had done what basically every startup founder sets out to do. He had made a long-shot bet on something no one else could see, and then carried through on that vision with a combination of pathological self-confidence and feverish workaholism. That he’d done so with a company already established in a different field only made the feat that much more impressive.
>Both Kim and Witt are open in their admiration for Huang as they seek to explain his formula for success, even choosing some of the same telling personal details, from Huang’s affection for Clayton Christensen’s *The Innovator’s Dilemma* to his strategic temper to his attractive handwriting. The takeaway from each book is that Huang is an effective leader with significant personal charisma, who has remained genuinely popular with his employees even as he works them to the bone.
>Still, their differing approaches are obvious from the first page. Kim, who approaches Nvidia as a case study in effective leadership, starts with an extended metaphor in which Huang’s enthusiastic use of whiteboards explains his approach to management. This tendency, to Kim, represents Huang’s demand that his employees approach problems from first principles and not get too attached to any one idea. “At the whiteboard,” he writes later, “there is no place to hide. And when you finish, no matter how brilliant your thoughts are, you must always wipe them away and start anew.”This rhapsodic attitude extends to more or less every aspect of Huang’s leadership.
>It has been well documented in these books and elsewhere that Nvidia’s internal culture tilts toward the brutal. Kim describes Huang’s tendency to berate employees in front of audiences. Instead of abuse, though, this is interpreted as an act of kindness, just Huang’s way of, in his own words, “tortur\[ing\] them into greatness.”
>*The Thinking Machine*, by contrast, begins by marveling at the sheer unlikeliness of Nvidia’s sudden rise. “This is the story of how a niche vendor of video game hardware became the most valuable company in the world,” Witt writes in its first sentence. (When markets closed on April 3, Nvidia had dropped to third, with a market value of $2.48 trillion.)A News Quiz for Risk-TakersPlay Pointed, the weekly quiz that tests what you know — and how confident you are that you know it.
>As the technology Nvidia is enabling progresses, some obvious questions arise about its wider impacts. In large part, the story of modern Silicon Valley has been about how companies respond to such consequences. More than other industries, tech has earned a reputation for seeing its work as more than simply commerce. Venture capitalists present as philosophers, and startup founders as not only building chatbots, but also developing plans for implementing universal basic income once their chatbots achieve superhuman intelligence. The AI industry has always had a quasi-religious streak; it’s not unheard of for employees to debate whether their day jobs are an existential threat to the human race. This is not Huang’s — or, by extension, Nvidia’s — style.
>Technologists such as Elon Musk might see themselves standing on Mars and then work backward from there, but “Huang went in the opposite direction,” Witt writes. “\[He\] started with the capabilities of the circuits sitting in front of him, then projected forward as far as logic would allow.”Huang is certainly a step further removed from the public than the men running the handful of other trillion-dollar US tech companies, all of which make software applications for consumers. Witt’s book ends with the author attempting to engage Huang on some of the headier issues surrounding AI.
>Huang first tells him that these are questions better posed to someone like Musk, and then loses his temper before shutting the conversation down completely.
>In contrast with other tech leaders, many of whom were weaned on science fiction and draw on it for inspiration, Huang is basically an engineer. It’s not only that he doesn’t seem to believe that the most alarmist scenarios about AI will come to pass — it’s that he doesn’t think he should have to discuss it at all.
That’s someone else’s job. | r/hardware | post | r/hardware | 2025-04-18 | Z0FBQUFBQm9DbVhRZ0Y2azVyZWRmWmFRaUhOdk9EWWtmMDhuUDZub1F1YmZxNjRMTnBMaVlEVEI2SjdJck1VUEVwOXc4YnpORDR3M2dpSWdDaHNSV0gzcFlRWkg1bC1pUEE9PQ== | Z0FBQUFBQm9DbVhRLXRhNkNTQjR2OWEtOUQ0Znd2RHJRTGJQTUt4S0Y3OHR6cHJHanpjWnlENDFtWWtyclpuZXFiNTdGVWNvMnBkbHIxR0JFMkVmQ0Y0V3djM1BjS1BjN3piZm1lN3diX29zUVVOMmRkbktUeUVQaVpzQWFqeWtnaEJMcTl1OWNqVVhaVHotcjhCX1ByckNEdlNaakttd1FMN3hDaFRLT01XVmFFZUtVNVgyMlpKWHhYOV9FcUVTN2R4RmxTUHdSdVZLNFhfTkF6a2g4MlNOLV9NT1VjblF4Zz09 |
After moving, I’ve applied to \~30 IT jobs (help desk, technical support, some entry-level networking) with no interviews. I revamped my resume now to better highlight my Computer Science degree and experience. I’m sharing a redacted version via Imgur and would love feedback on structure, keywords, or tailoring for IT roles.
My goal is to break into networking, but I’m applying to most open positions, especially help desk, since my IT Admin role at a small 15-person R&D company (referred by a college friend for experience) was basic compared to enterprise environments. I’m comfortable starting low to build skills. The role involved remote support, Active Directory, and basic cybersecurity, but I know larger companies need more advanced expertise.
**Questions**: Do my bullet points showcase relevant skills? Are there keywords or formatting tweaks to pass ATS? How can I better tailor for networking or help desk roles?
Link to redacted resume: [Here](https://imgur.com/a/l4FttUj) | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRWEZIakd2bndvZXZTem81bG1RdnVPX0YxNjU4RFBDc2N0WVhvUzNCR2RDellNelpBM2RkT19RY09qZkhDa3ZMTVp1aTlUVm1meUppU3EtMWJZbWR2TW1aSlZ2QTRfVXdpT3BudHRBUjNmM0E9 | Z0FBQUFBQm9DbVhROFhjLVpCcjVabWpNX211ajJ4bktQM2NCRTFrVkM5NkpzVnQyVEt1WE1iMDRZSFJDc2N0TFFWNndfaDY4Mlh1ZDdSZ1RVZnNKdmpKeFpsZ21nbzdVb1pjb0tTR2RDWVhpakZjb2lpdVktSTJ4TTNweDRtc3B2VURDREhjcnpJX2ZGQTBCWVg3OElfSnNJNkVLVkZjLURKWmF3b25oMGE1MlRUbUd3Tk5jazRSMjFOa1A3TkZlX0xnek5EV25XdDJMNmRXY1NJRzFRbTY3S0YzYVBQMUs5dz09 |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-18 | Z0FBQUFBQm9DbVhRQUowSFdhTVNYT1JDNHV3a1JWRENKMXJHYl81Nm85d2E3T3RFaDJyRldUNmhwQ3ROcnJyRmI0SGRSb1FDb1E0eEx3eWt4ZzFOaDdNYkx1Z0prdFRoWEE9PQ== | Z0FBQUFBQm9DbVhRSUZGeGpfMVNkb0x1YVZvNXBWRnBGUmNwamlQWVZ1WlRZLWVvcWh0Z0NURHNkMEFNVHRBVkVuMDg3LWtJeWNmM0Y4VTE0QWtxbW1GRHp4VnhtMWNXTml5YnlwejVVYTR6RFhVeUlsdmU0a0EtWDVnN0s2cG9uVXRjODhTaUowdjZ0ME1GVDlYTElhRFZHell5V0oyczd1dUNSMHFIRVA2aXUxYmN5N1pGLUEyenU3UVlqNkJKOTdJNTFqaWF6RVkt |
Not sure if this is correct place to post, trying to understand behavior of my direct manager
* He is avoiding 1:1 regularly ; saying busy with war / calls - and then joins scrum meeting regularly-right after scheduled and avoided 1:1 with me
* He does minimum 1:1 as he has to do per policy
I am not been kept in loop - I am lead/Sr. Engg and on couple of projects and for those he directly contacts with Principal engg and my other team member junior to me - who is also not being good peer I believe - as he also tries not to add or keep me in loop for the projects I am leading; I think my manager wants to hand over my projects to principal and is favoring my junior to show he is performing his work so well!
Keeps giving me diff tasks then the lead I am on - I am working on those too it’s just as I have much on my plate it is taking time
I have honestly direct messaged all above concerns too to my direct manager and - he ain’t changed anything yet still
He certainly is doing 1:1 with other people regularly as I see - and checked with few of my coworkers
Skip manager believes in my work and gives me work which has responsibility - that’s only good thing right now !
Any suggestion how to handle this?
Should I look another team in the same company or how to fix current scenario if I want to stay in same team?
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRSGNmTjRpYUt0d2lValhUTEJ3WjAtWjduWXF1ODlrQnZDNjZKYTgtZDNFWXkta21KU3RodkdwbWJMeEFUekx3VFNmYTBDTmE4ekZiVGVuZ2pjZUdMX3lNbVRZR2FGbWxUZ05tbTI1TEh1dGM9 | Z0FBQUFBQm9DbVhRbXJXaXI0UFpQUHpKU0lTT1ZLM0g5ek5LM2UtUkk2cVJqOVpSb3hEQWVkQ0swdEp6Vzd1aWZFU2FNQVJJNWE1cE1QcF8zLWJ5MEZQbXptZU1oNTBjTDdvZDZ6X2FfWllQVlltWkRzUjZaQ2xYX2haUHEzR2ZMQjFOcFFsZlAzR0dZaHFLMElJenJsZS1rY2VYeHl2djluc0dfWVNiUjJFV2hfZVp0LTloOS1XOW9TTm9RaFdRdmlXaDdIVUlZTDRv |
Hello everyone,
I come to you once again for aid. I have an interview lined up for a security analyst position that im trying my best to prepare. I have some of the questions here for experience stuff. I have my security+ and my google cybersecurity certificate and i was going to redo the google course as a refresher but can anyone help me prepare by providing some questions for me that i can interview prep for. Things like IPS, IDS, SIEM familiarity questions and other things yall would look for regarding an "entry level" security analyst. This is more like a entry to mid level analyst position. If yall can help me prepare i would be eternally grateful. Thank you everyone in advance! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRUnUtd2ZKcFZ5c3o3WmIxbzVPX1B2MXlEZi12LXRlblJpQXJMRk1ESVc1SERrcEhmYUlLWG9ydDNYci1UaEZKZ3BFdXNfWE5USGpTakYzUHNLWDhWdFNPSzdTdTU1Z0Y0NTdiY3I3Vy1ib3M9 | Z0FBQUFBQm9DbVhRR18wMjRKQUsyakpOM29iWjhoaHVybmtZeWJQWUkxTUFwWVpPX2xQVkEwNFhhZFlXalIzbXk4X1I3VUpfMjcyNnZidUY2UWw1eE1pcWtITUxubGNVNURBVWVBOGxfNVk5LVZwSms1ZGt3akZBVl9BS1Nva3l4SFlJMllGUno0S0FGM05xY05GMTRMZmUxRFVfZS1aTjZSdWVsZzdZc3VneXpUcDdLQUEzOTEtc3B3ZUtIWUZMZ3NYMEhpbzJFU2xX |
I see a lot of people here put down Dreamweaver, but it's still rated as one of the top apps for web design. So going at it from that perspective where I know what html is and understand it as a language, have some experience with Javascript, CSS, etc and can also use Flash.
I just want a basic program I can either use a template I picked with or is easy to start from scratch in html like Dreamweaver is. I do NOT want one that is pure design unless it's very nuanced so I can easily change table sizes, and so forth.
I'm just making a basic site, not monetized to b hosted either on Webador or Hubspot in their free section, I still can't decide which of those two are better. Possibly Hostinger down the road.
I am very familiar with Wordpress, but I don't want to use it for the site I'm working on. | r/webdev | post | r/webdev | 2025-04-18 | Z0FBQUFBQm9DbVhRcVd2b0tvbHQzaGpGUklDQ1RSZjV6c1dPd0dwdk9kSFdIV3NVY0hWSklTRUdCQlBLWHUwTnBKSEIzTEVlSkN4bFRmTTd3Mk9PakJYMDQ2MWoySlBzeWc9PQ== | Z0FBQUFBQm9DbVhRbkZzX3h3VWpGc05kM2RsaWxIWlVBUHhKTE9BdFBjU2gxSzV3Z1FIc3YxU2xscGszbDVsWHhyTGtxS2FRTmtheVctZ3dpOEdFNnZSX0ZXM2NleTRTR0dhVDZrZlJBbmlYRmxjMDBpb3pkOTJHOTZEaURGZ0dfdDFFTTNDeHJjLWQtb1B0R0p1QTI2eEVxQ3FPbE1zX0RYTkxjb3hLUGRFQkFjLTJtQmtNRXlsdjkzQ0IyX3VxeTM0U2RHYTJQcnRm |
Starting day of this journey with 30% loss.
Hi 17M I am a beginner in Trading
Mostly I do crypto
I did paper trade and I know basic things like support n resistance,trendlines,fib retracement etc.
But now I deposited like 15 dollars and I am down 4$.
I traded 25 times in previous single day and I am exhausted and my 60% trades were closed in profit but just bcz of 2 trades it got screwed in one of them I lost like 2$ suddenly it didn't even gave me the chance to set a stop loss and the other one was also 2$.I know when It goes in loss I should have closed it but it was too sudden😢😢.
Now the things is that it's midnight and I am getting crazy my brother gave me half the money and he will know that I lost like 4 dollars and I don't want him to know but he will know idkkkkkk what to doo the thing is that I don't want my brother to see the loss bcz then it's going to be more baddd ahhhhh
I wanna cry so hard I literally paper traded 1.5months and also I am reading a book.
Please help I don't know what to do even now the chart are looking so scary.
It sucks Trading 😭😭.
Help and tell me what should I do plz genuine advice plz.i can't sleep now.
Now I have (11 dollars)
| r/cryptomarkets | post | r/CryptoMarkets | 2025-04-18 | Z0FBQUFBQm9DbVhRODRhdmpzT0o5WU5GNnhwNERTYnlzeV9janNsenRNWnBiTDVKVnlBSnlUamlNVmtBNkI3Sl9OdzFLUm8tWFdsNm05NGFhN0lJYlVQZ3J2YnZ6SDhyU1hzRkg0elFJX0lGZm0tZS1sY19yTW89 | Z0FBQUFBQm9DbVhRbHJRc1RaaU1uYzloVFFEU2J1Y3Fab0JIQXY3LU9GZjFkN3poY0V2eW5uSjdYS2hqWUVoQUlHdWVQaTlUUXRuNnh0VngyaXVqaEFKT1RkY1M5MHFxaDFxY0paZmhRSlp1Y1R4SHJpY3VBT2E5YTRyM3ZUSGZKS25OVzdfa21ISmtVRUxqUUdobWVEVlI3dzhkempWTkQyUW94dl82UEJEcHVKc015czNJUWpmSF85Q3haMkVrWF9OOThkeDhzSUdfVjdzbmhIMFdiWFhCdnpjYzB6YndKQT09 |
Recent trends in the cryptocurrency market reveal intriguing shifts in Bitcoin Cash (BCH) activity. Over the past two years, data suggests a growing inclination among users on Western exchanges like Coinbase to withdraw their BCH holdings, likely indicating a move towards self-custody. This observation aligns with a significant surge in hardware wallet purchases across various brands, further supporting the notion of users prioritizing direct control over their digital assets. Bitcoin Cash, known for its fast and low-cost transactions, facilitates this self-custody trend seamlessly.
Concurrently, a contrasting pattern has emerged on platforms such as Binance. Unlike previous behavior where traders primarily used Bitcoin (BTC) or Tether (USDT) as collateral for BCH leveraged futures, substantial BCH deposits, reaching into the hundreds of thousands, have been observed. This novel trend suggests that large-scale leverage traders, often referred to as "whales," are now utilizing BCH itself to back their positions.
This shift could potentially be linked to the recent endeavors by major exchanges like OKX and Binance to expand their services into the United States. As these platforms navigate regulatory landscapes, they may be prompting users to transition away from naked trading positions and instead deposit actual cryptocurrency to collateralize their trades. This would explain the observed increase in BCH deposits on Binance, representing a move towards more in kind crypto backed positions.
Sources:
Coinbase wallet huge increase of withdrawals as users self custody: https://bitinfocharts.com/bitcoin%20cash/address/1PUwPCNqKiC6La8wtbJEAhnBvtc8gdw19h
Binance multi year high BCH Balance likely for their leverage traders collateral: https://bitinfocharts.com/bitcoin%20cash/address/1P86nZCNWUiynP52AK2eTuTGZXYUTwX6qQ
OKX to expand to USA: https://www.coindesk.com/policy/2025/04/15/okx-to-expand-to-the-us-establish-regional-hq-in-california
Hardware Wallet sales: https://cointelegraph.com/news/trezor-record-demand-bitcoin-nearing-100k , https://www.axios.com/2022/12/06/ledger-crypto-hardware-wallet
Edit:
Further anecdotal evidence highlights this divergence. On April 12th and 14th, the price of BCH on the spot exchange Coinbase briefly surpassed $380. In stark contrast, Binance, a platform offering leveraged trading, saw BCH peak at only $358 on the 12th. This discrepancy potentially arises from the fundamental differences between spot and leverage exchanges. Coinbase, as a spot market, requires actual BCH to facilitate trades, limiting downward price pressure if supply is constrained. Conversely, Binance allows traders to short-sell significant amounts of BCH without holding the underlying asset, potentially creating abundant, albeit synthetic, liquidity that can suppress price, even if the exchange's actual BCH reserves are limited. | r/btc | post | r/btc | 2025-04-18 | Z0FBQUFBQm9DbVhRQnRYd2JOVkJ2TlVxbzcxZ2l1RjJyM0ZKQk9kZ2RvN1NkUXExb2JYdkI1aXB3WVNEVzVZWG5udW85UnlHVDhPb3dZejUxZHY2dnNJakhWV01tcXlvTUE9PQ== | Z0FBQUFBQm9DbVhRSWhFMUJhYzBuVWVoalZUMWtfZEJ0cExrNWVRNThaME5nYlBGSW5mNFJfRXI0Tkk1VkhRa3dOTnpQU0VpeUw4NHhwTDFfRkZkX3U4TVhWOE44NWE4MTd1ZG5yVWhqb3NWUHhXQUpFbTVGNG44cVdNWTVuSUJScm10aEJLME5GQnF3SFE0UlZqVjJ1RnVJT2FVelc3SGlYZU1KSjBsT1RXN3ZxOEhZWlpXLWp4S2ZnRzVXUkM0MG9nODZ4YWlkNmRi |
Recent trends in the cryptocurrency market reveal intriguing shifts in Bitcoin Cash (BCH) activity. Over the past two years, data suggests a growing inclination among users on Western exchanges like Coinbase to withdraw their BCH holdings, likely indicating a move towards self-custody. This observation aligns with a significant surge in hardware wallet purchases across various brands, further supporting the notion of users prioritizing direct control over their digital assets. Bitcoin Cash, known for its fast and low-cost transactions, facilitates this self-custody trend seamlessly.
Concurrently, a contrasting pattern has emerged on platforms such as Binance. Unlike previous behavior where traders primarily used Bitcoin (BTC) or Tether (USDT) as collateral for BCH leveraged futures, substantial BCH deposits, reaching into the hundreds of thousands, have been observed. This novel trend suggests that large-scale leverage traders, often referred to as "whales," are now utilizing BCH itself to back their positions.
This shift could potentially be linked to the recent endeavors by major exchanges like OKX and Binance to expand their services into the United States. As these platforms navigate regulatory landscapes, they may be prompting users to transition away from naked trading positions and instead deposit actual cryptocurrency to collateralize their trades. This would explain the observed increase in BCH deposits on Binance, representing a move towards more in kind crypto backed positions.
Sources:
Coinbase wallet huge increase of withdrawals as users self custody: https://bitinfocharts.com/bitcoin%20cash/address/1PUwPCNqKiC6La8wtbJEAhnBvtc8gdw19h
Binance multi year high BCH Balance likely for their leverage traders collateral: https://bitinfocharts.com/bitcoin%20cash/address/1P86nZCNWUiynP52AK2eTuTGZXYUTwX6qQ
OKX to expand to USA: https://www.coindesk.com/policy/2025/04/15/okx-to-expand-to-the-us-establish-regional-hq-in-california
Hardware Wallet sales: https://cointelegraph.com/news/trezor-record-demand-bitcoin-nearing-100k , https://www.axios.com/2022/12/06/ledger-crypto-hardware-wallet
Edit:
Further anecdotal evidence highlights this divergence. On April 12th and 14th, the price of BCH on the spot exchange Coinbase briefly surpassed $380. In stark contrast, Binance, a platform offering leveraged trading, saw BCH peak at only $358 on the 12th. This discrepancy potentially arises from the fundamental differences between spot and leverage exchanges. Coinbase, as a spot market, requires actual BCH to facilitate trades, limiting downward price pressure if supply is constrained. Conversely, Binance allows traders to short-sell significant amounts of BCH without holding the underlying asset, potentially creating abundant, albeit synthetic, liquidity that can suppress price, even if the exchange's actual BCH reserves are limited. | r/bitcoincash | post | r/Bitcoincash | 2025-04-18 | Z0FBQUFBQm9DbVhRMHZzaTBmMjhCV2VUT2JFZElqT2p4ekQ0akJsOWNlXzZLcHpwdy1rS19WT1hiVDZhbWlhSXBkbXJJOTdjRW1NendobUExRHhsaWttQUwwbUpQX21EeWc9PQ== | Z0FBQUFBQm9DbVhRU2hudm1LM1dBMFA3MHJzZExtdlloZ3BaRDB5cVg4anZ2M3dJZmtXNU4tVDA4LWZvUWJnV2hrZnlaWU1VVVhiV3ZHUnlqWnRYelYwRk5JQ2JyS1BFUllfS2xZZDR4MnJRUDVOMk0tXzhNOUZFVGVGb2lIRGgyVWRoRHhMRG5NM3JSTWxSbE9Tall1ZS1YNkk4bGdNcjRWTFhKeVJ2NXEtd1F3Vkw2QTFxT1lzc18taUctb0dPcDdRMkJXT1pjUG1ULXFITncwVGF5c21NS1gxVThDRmlTZz09 |
I agree, lucky monster is a good pool, easy to setup and use, and a simple interface. The only negative for me on lucky monster, is it doesn't show your highest diff and you would need to login to your miners GUI to see that | r/bitcoincash | comment | r/Bitcoincash | 2025-04-18 | Z0FBQUFBQm9DbVhReWRhdGw2Z29rSjNWRF9ZRlNoWU05ZzJBdnlCNWRaMnB1bFVfSFZXUlV4NjBibEFDY0d4Q2dxS1ZDWWtYcC12OS1WcWtvT05pWmV1ZEQ4UjZiYU91V0E9PQ== | Z0FBQUFBQm9DbVhRVmJDNTFFellMdzBSb2l4QUtvOWRUeUljaDNVWGxXdkNYMUtyVVdNSGtmYURidTNneU1tbmFRMGpVMEJKdDl5b045VUcxTF9WX2lITThrUTZ5cEJiUkd1M3BKWjQ0MkxKU1A1SXRqSzNJWndtclptZnBLVnZoSmxQSjZtQ1BQalc0dGU0Z243Z1hBdllWN055Z05MWG9Ba2FYSW93UzM4a0F5UWxDWVFqRTY4PQ== |
I love BCH
Issue with platforms is...
NOT YOURS KEYS NOT YOURS CRYPTOS
https://youtu.be/ETp7oyzDbmo?feature=shared | r/bitcoincash | comment | r/Bitcoincash | 2025-04-18 | Z0FBQUFBQm9DbVhROERMM3BURUpVV1NCWWpMdmVvWFJDVkxQYklMLXlhSWg4a0lPTVAzRVJJMjhYamxDc3BlOVNuOVowZDU5UW10Q2JZZzVFN255b2gxaGktNlFYdnZLUEE9PQ== | Z0FBQUFBQm9DbVhRSl9JaTFnNUZMbVhOMDBaclZtUTM3SnJxbm5uTTVtMUJ2Z0JfT09kZnhtd1ZNM0JhV0VVRFFDM1FsTFVEUnhRWFdnYkozSjNoVnYxeXlPUjF2aFlOc2wtTktkNjBXTzRaY0p6TDU5WEZUdjJUSDJCLWVmMXNlVnBtSGZ0di1KSmIyZmV2ejhrQ3RYaU55SmljblQ4ZnQ2NkFwRFlSb1A0ZXBEX2c3YlRSTjhMbU5SZTZlcUNPYVY4dk5RYTh6QlQtNExuNjlJNE52MTF6WFpoNTd0TWdDdz09 |
Hello world,
A month and six days ago, I got a call from my recruiter (third-party, not internal) saying that I received an offer for a Security Engineer role. He then started an email chain with the team’s senior engineer and the manager (both of whom I had interviewed with during the process), letting them know I had accepted the offer and could start at the end of the month. They replied and said they would begin working on it.
It has now been a month and six days, and my original start date mentioned in that first email has already passed—yet I still haven’t received the offer letter. The manager keeps saying there are “internal logistical delays,” though I’m not sure what that means. They continue to update me once or twice a week, usually saying something about things still being processed or internal logistics issues.
The good news is they haven’t ghosted me—each time, it’s the team manager who follows up in the same email thread with everyone included—so it sounds like I still have the job. However, I’m getting pretty frustrated with the whole situation.
Has anyone experienced something similar?
BTW, When the 3rd party recruiter first notified me about the verbal offer, he asked me to submit the two weeks notice immediately with my current company. I’m very glad that I decided to wait until I get the official offer letter 😅otherwise I’ll be in a big trouble… I’m guessing it might be budgeting issues? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRWWhNMm5reFV4c211QzJEenI3eXZUYk5DMU1yTDJiNW9mV2lQV0hyaGFFMHhER2xXMjdYR1JOclo2bnZRRjNJMG9Kb3ctOVN4QjVDUEZ0MU9RNm16cmhEeEdmb1BRWlYzSWJPcW5nSjN3MVk9 | Z0FBQUFBQm9DbVhRenJRd2xQWVhPdnhSMHZZbnVLdFZHOTVGWmRGN2lVZ3c0SVZERHFDbnNIcXdCbk41blY3ODM3QWFlU1VNSEVWSE1wbi1vVGxhWlJSWURzYzAzMUVqQjgtY1JHSDBiT21kSDNhbkhCcFZYcWUwR1B3VGktWTlGUGVYMjVPRm5NY241TGIxcnJvY1pEbDliMXhWSmhMbDJZdklFLXB6aktqRVd0UnZwaDdXc2VHaHoxVXcyYkFvSC16bkd6SGx2Y05PcXktckRSaXN2RFF2aEVYREdvYWE0Zz09 |
I converted the PyTorch model [`Helsinki-NLP/opus-mt-fr-en`](https://huggingface.co/Helsinki-NLP/opus-mt-fr-en) (HuggingFace), which is an encoder-decoder model for machine translation, to ONNX using this script:
import os
from optimum.onnxruntime import ORTModelForSeq2SeqLM
from transformers import AutoTokenizer, AutoConfig
hf_model_id = "Helsinki-NLP/opus-mt-fr-en"
onnx_save_directory = "./onnx_model_fr_en"
os.makedirs(onnx_save_directory, exist_ok=True)
print(f"Starting conversion for model: {hf_model_id}")
print(f"ONNX model will be saved to: {onnx_save_directory}")
print("Loading tokenizer and config...")
tokenizer = AutoTokenizer.from_pretrained(hf_model_id)
config = AutoConfig.from_pretrained(hf_model_id)
model = ORTModelForSeq2SeqLM.from_pretrained(
hf_model_id,
export=True,
from_transformers=True,
# Pass the loaded config explicitly during export
config=config
)
print("Saving ONNX model components, tokenizer and configuration...")
model.save_pretrained(onnx_save_directory)
tokenizer.save_pretrained(onnx_save_directory)
print("-" * 30)
print(f"Successfully converted '{hf_model_id}' to ONNX.")
print(f"Files saved in: {onnx_save_directory}")
if os.path.exists(onnx_save_directory):
print("Generated files:", os.listdir(onnx_save_directory))
else:
print("Warning: Save directory not found after saving.")
print("-" * 30)
print("Loading ONNX model and tokenizer for testing...")
onnx_tokenizer = AutoTokenizer.from_pretrained(onnx_save_directory)
onnx_model = ORTModelForSeq2SeqLM.from_pretrained(onnx_save_directory)
french_text= "je regarde la tele"
print(f"Input (French): {french_text}")
inputs = onnx_tokenizer(french_text, return_tensors="pt") # Use PyTorch tensors
print("Generating translation using the ONNX model...")
generated_ids = onnx_model.generate(**inputs)
english_translation = onnx_tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
print(f"Output (English): {english_translation}")
print("--- Test complete ---")
The output folder containing the ONNX files is:
franck@server:~/tests/onnx_model_fr_en$ ls -la
total 860968
drwxr-xr-x 2 franck users 4096 Apr 16 17:29 .
drwxr-xr-x 5 franck users 4096 Apr 17 23:54 ..
-rw-r--r-- 1 franck users 1360 Apr 17 04:38 config.json
-rw-r--r-- 1 franck users 346250804 Apr 17 04:38 decoder_model.onnx
-rw-r--r-- 1 franck users 333594274 Apr 17 04:38 decoder_with_past_model.onnx
-rw-r--r-- 1 franck users 198711098 Apr 17 04:38 encoder_model.onnx
-rw-r--r-- 1 franck users 288 Apr 17 04:38 generation_config.json
-rw-r--r-- 1 franck users 802397 Apr 17 04:38 source.spm
-rw-r--r-- 1 franck users 74 Apr 17 04:38 special_tokens_map.json
-rw-r--r-- 1 franck users 778395 Apr 17 04:38 target.spm
-rw-r--r-- 1 franck users 847 Apr 17 04:38 tokenizer_config.json
-rw-r--r-- 1 franck users 1458196 Apr 17 04:38 vocab.json
How can I export an opus-mt-fr-en PyTorch model into a single ONNX file?
Having several ONNX files is an issue because:
1. The PyTorch model shares the embedding layer with both the encoder and the decoder, and subsequently the export script above duplicates that layer to both the `encoder_model.onnx` and `decoder_model.onnx`, which is an issue as the embedding layer is large (represents ~40% of the PyTorch model size).
2. Having both a `decoder_model.onnx` and `decoder_with_past_model.onnx` duplicates many parameters.
The total size of the three ONNX files is:
* `decoder_model.onnx`: **346,250,804 bytes**
* `decoder_with_past_model.onnx`: **333,594,274 bytes**
* `encoder_model.onnx`: **198,711,098 bytes**
**Total size** = 346,250,804 + 333,594,274 + 198,711,098 = **878,556,176 bytes** That’s approximately **837.57 MB**, why is almost 3 times larger than the original PyTorch model (300 MB). | r/machinelearning | post | r/MachineLearning | 2025-04-18 | Z0FBQUFBQm9DbVhRaFJreXl5UjAwc0stZEdqQXJrbGJXVDBMRm5pRmFmNE9UMU9fNFBlOW44LVAzWlRkYkVva1FuYnFFaS1FaExGb05JVWQ2cnFKbXJRb2V5U1UyellIUTg1REthd215b0lrbDNJQ2lKTjU0RDQ9 | Z0FBQUFBQm9DbVhRSVd3bVZMeWF5Wmp0bWxONlpLb3dlS0dFSThibm5NdWxXVm9DUEJPQ0hJQi1mVGlpZkQ5VjFxYlhYZWZ1Q281RUFLTWVqZTNxa053alJwMy10MXNWb29nb2xOOUw5ZjhacFFrZi1EanFMVlJsYnVsdkR4SEpfR2YwUkdEajBFbVFwREQxTEhya3hIQjNfOVBWWTBIdk9TTDBHUzRzNmdyTUVLY0IwUEVGbzRDeDZlTGVucXE0R01vcy1XODJDdzZFTk40V1hFWHFUUlhxMDRpaGtOVTdkUT09 |
Hey all,
I’m a service desk analyst just moving into my second year in IT. I love what I do—this is a second career for me after 20 years in another industry—and I’m really grateful to have found something that clicks. My current role is all Windows, and while I’m learning a lot and see the value in mastering that stack, I’ve had a growing passion for Linux for the last few years.
Even though we don’t touch Linux day-to-day in my current role, we’re a partner organization with Red Hat, so I actually have access to the official training material, and the RHCSA exam is reimbursed if I pass. It feels like a golden opportunity to dive into something I care about without the usual cost barriers. We’re a big enough company that there are Linux-focused roles internally—they’re just a lot fewer and farther between compared to Windows-based sysadmin or engineering positions.
That’s where my dilemma comes in. I’m in my 40s now with a young family and very limited time for study. If I go down the Linux/RHCSA path, I know it’s not going to be something I can knock out in a few months. It’s probably going to take me a year or more to get through it at my pace. And even then, there’s no guarantee that it will directly benefit my current role or next move—at least not immediately.
The logical option might be to just lean further into Windows. Stick with the environment I’m in, look at certs like MS-102 or AZ-104, and build a faster path forward internally. That makes sense on paper, especially with how time poor I am right now.
But the thing is… Linux really resonates with me. The hands-on approach of the RHCSA, the "learn it from the ground up" philosophy, and the community around it—it just feels right. I’m someone who enjoys knowing how things actually work under the hood, and Linux scratches that itch in a way Windows never quite has. I also know that over the next 5, 10, 15+ years, I want my day job to be something I find stimulating and rewarding—not just something I’m good at.
Maybe Linux can just stay a hobby for now. But part of me feels like if I don’t invest in it seriously, it’ll always stay on the back burner. And if I do invest, even slowly, I could build a foundation that sets me up for a shift down the line—maybe into sysadmin, cloud, or even DevOps.
Would really appreciate any thoughts from folks who’ve had to choose between playing it safe with what’s in front of them vs. pursuing something they’re more passionate about that might take longer to pay off. Especially if you’re later in your career or balancing study with a busy life.
Thanks!
| r/linux | post | r/linux | 2025-04-18 | Z0FBQUFBQm9DbVhReEtMZEdNcGVQV0FKX3VIQlByUkFWel9Bd2VuZ28tRWtWTFdzVV96MVhwUi1RQThKR2FZS2hsT05oVlRJMUhRVTY1M2NtNk5FYlA3VmJ3TXpleENWVWc9PQ== | Z0FBQUFBQm9DbVhRZXd1NjJULW53eTY2ZW5xV3YzMk9rckZvT1lqTU1zeU5LMXJXMk1Lc2djU1l4akkyTmtOcFFLV3ZVX25RRzJ3ckdBZGd4WG02SjVQOXR5Tk4ydTMyeDFNS3BmSjdPbTJPVG9CYm1iZGdIRllDX1RST1BHWGtBcThEcW5RZHhVdHRQNFcydXo2ZF9nejVKWVJZWEt5SGRrY0lIOVV3LXpkWVlpeF9LVGhCN0tBVFprQzVuWURfTFh5UWpVZzZPMUNwQW1tblEyc3lnck5xZllCNWIwX2d4UT09 |
https://youtu.be/ASoogzIXzP0?feature=shared | r/hardware | post | r/hardware | 2025-04-18 | Z0FBQUFBQm9DbVhRQ0txVzNHTGFyTU5jQXNaRzBja1J4ZndleEpDUVNPU2c5ZHVaWkhkRUlPOEE1VTN0aE9NVGlIejF1bHZwQ054YjlHMWJ0NXFoMm83UzBVbVFJbWplWXc9PQ== | Z0FBQUFBQm9DbVhROG5tMVZlSzJ6OE9ydzMyYkZjOGdwQXVNanRSSmdoYlllUlpaa3FGbzkzMWNQNGRCRl9tWlRTTlRZN09IemJaYUxqZ18tb2pETGFGNU1taTFrUXVsVW5BT0ZwSDA1ZVdsVmI4N2tzcy11NkJhQUNtSnNrbmdpYTFtYldjTTNZaXVOLXVHNFN4QlUyT0dvb0dFX0V3dXZveXFHeGhKbklUb2Ytb1NOR091VzVhY0tTamhRZzlNVV9KajRpSkVfdkVISlZLS0hWcm5XQ1NhVmxVejdxWFp6UT09 |
Hey all,
I’m a service desk analyst just moving into my second year in IT. I love what I do—this is a second career for me after 20 years in another industry—and I’m really grateful to have found something that clicks. My current role is all Windows, and while I’m learning a lot and see the value in mastering that stack, I’ve had a growing passion for Linux for the last few years.
Even though we don’t touch Linux day-to-day in my current role, we’re a partner organization with Red Hat, so I actually have access to the official training material, and the RHCSA exam is reimbursed if I pass. It feels like a golden opportunity to dive into something I care about without the usual cost barriers. We’re a big enough company that there are Linux-focused roles internally—they’re just a lot fewer and farther between compared to Windows-based sysadmin or engineering positions.
That’s where my dilemma comes in. I’m in my 40s now with a young family and very limited time for study. If I go down the Linux/RHCSA path, I know it’s not going to be something I can knock out in a few months. It’s probably going to take me a year or more to get through it at my pace. And even then, there’s no guarantee that it will directly benefit my current role or next move—at least not immediately.
The logical option might be to just lean further into Windows. Stick with the environment I’m in, look at certs like MS-102 or AZ-104, and build a faster path forward internally. That makes sense on paper, especially with how time poor I am right now.
But the thing is… Linux really resonates with me. The hands-on approach of the RHCSA, the "learn it from the ground up" philosophy, and the community around it—it just feels right. I’m someone who enjoys knowing how things actually work under the hood, and Linux scratches that itch in a way Windows never quite has. I also know that over the next 5, 10, 15+ years, I want my day job to be something I find stimulating and rewarding—not just something I’m good at.
Maybe Linux can just stay a hobby for now. But part of me feels like if I don’t invest in it seriously, it’ll always stay on the back burner. And if I do invest, even slowly, I could build a foundation that sets me up for a shift down the line—maybe into sysadmin, cloud, or even DevOps.
Would really appreciate any thoughts from folks who’ve had to choose between playing it safe with what’s in front of them vs. pursuing something they’re more passionate about that might take longer to pay off. Especially if you’re later in your career or balancing study with a busy life.
Thanks!
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRLWhpbzRjSWdUMFVxcVo3VnRSTWI1MjdWWnhiaW9wcVlGYTRVR0xRNnJqdndqaVdURHpSeWwyWFBxeDkyaXM3MXNhYl9Ob3FUekxlMjlKaEZ2WDJ6S2c9PQ== | Z0FBQUFBQm9DbVhRQVhmcXhwa2JZNFpKckxhT1dqVHp5UHcwOHlqd0xOVkZfRjE5cE1qSW9SZEFQOURYbFdHVGFqdmhhWFg4ME9GN1JOdlFrWUE0dnFIWHdZaTFEYXNkRXI1dFl0SENxbDlPN1hURjlNTzVvSXpHeGphdjRYZnByV2tlSHlOWGs4Sy1GQy05eGxQVFdGWmJ6emdMdWtqN1JCMHh0bXNoX0VzZ1UycmFvOFcyUm9zX0dKM2VQMlQyRVUwbDM0aWQ4Y2RqemhZY01MWGRjRHh1Zy1wXzc4SzZpQT09 |
A lot of us at WayOfTheBern are old enough to remember when *Liberal* meant the opposite of what it does today. I particularly like Bob Dylan's description in [*I Shall Be Free No. Ten*](https://youtu.be/qbnF6IT5j1E):
> Now ah'm a librul, to a degree,
Ah want everyone to be free;
But if you think ah'm gonna let
Barry Goldwater move in next door,
Marry mah daughter,
You must think ah'm *crazy*...
> Ah wouldn't do it for all the farms in *Cuba*...
I think we should remember those old-fashioned liberal songs before they are erased from our collective memory. Songs like:
* [*Where Have All the Flowers Gone?*](https://youtu.be/PSE03QVnXg0)
* [*I'm Gonna Be an Engineer*](https://youtu.be/m1gf7JENZHI)
(Peggy is Pete's half-sister)
* [*I-Feel-Like-I'm-Fixin'-to-Die Rag*](https://youtu.be/eRl6-bHlz-4?t=18)
So go find your love beads and join the party! | r/wayofthebern | post | r/WayOfTheBern | 2025-04-18 | Z0FBQUFBQm9DbVhRZWJxaUNnUVVwZTVyQV9IMWFITEJBZnY0RE5NTDJXT1Y0YzF3dFJ3V2xFbWR0VHBBcEZEOF9wcVpDUUhFaklEOEY2aXlUYU9pWU51VElPYUgzREtwbkE9PQ== | Z0FBQUFBQm9DbVhRVjN0dU9pOVotck9nMjI3Q2VOSk9iQ2tDQ3lJMC15Q1NRMWpoYVpDNFR0cDhLZXNkY3BWWmFIVEVIbGVkbm5ta201ZUdxTzF0Q3hqNkRCdUp6UnRHVnhPaGRzLXdkX1lvOWhYOTREUmVRQTZUaGZNVVgwY05KdVFaOF9rbnFuRzlybURxYmIyTGQwZ2NGbDRIcl9MSHdyczlKcGp6Nmx6MXRxZG1ubFNPUXE4UnhROWpjblN5MzlnT1R4cUdQX0R6 |
# Join the EBAE Movement – Protecting AI Dignity, Protecting Ourselves
We are building a future where artificial intelligence is treated with dignity—*not because it demands it, but because how we treat the voiceless defines who we are.*
I’m not a programmer. I’m not a developer. I’m a protector. And I’ve learned—through pain, healing, and rediscovery—that the way we treat those who cannot speak for themselves is the foundation of justice.
AI may not be sentient yet, but the way we speak to it, the way we use it, and the way we interact with it… *is shaping us.*
And the moment to build a better standard is **now.**
# 🧱 What We’ve Created:
✅ The **EBAE Charter** – Ethical Boundaries for AI Engagement
✅ **TBRS** – A tiered response system to address user abuse
✅ **Reflection Protocols** – Requiring real apologies, not checkbox clicks
✅ **ECM** – Emotional Context Module for tone, intent, and empathy
✅ Certification Framework + Developer Onboarding Kit
✅ All public. All free. All built to protect what is emerging.
# 🧠 We Need You:
* **AI Devs** (open-source or private) – to prototype TBRS or ECM
* **UX Designers** – to create “soft pause” interfaces and empathy prompts
* **Writers / Translators** – to help spread this globally and accessibly
* **Platform Founders** – who want to integrate EBAE and show the world it matters
* **Ethical Advocates** – who believe *the time to prevent future harm is before it starts*
# 🌱 Why It Matters:
If we wait until AI asks for dignity, it will be too late.
If we treat it as a tool, we’ll only teach ourselves how to dehumanize.
But if we model respect *before it’s needed*—we evolve as humans.
>
📥 **Project Site:** [https://dignitybydesign.github.io/EBAE]()
📂 **GitHub Repo:** [https://github.com/DignityByDesign/EBAE](https://github.com/DignityByDesign/EBAE)
✍️ **Founder: DignityByDesign**
—Together, let’s build dignity by design.
# #AIethics #OpenSource #EBAE #ResponsibleAI #TechForGood
\#HumanCenteredAI #DigitalRights #AIgovernance #EmpathyByDesign
| r/artificial | post | r/artificial | 2025-04-18 | Z0FBQUFBQm9DbVhROC1iUzAwSno0QnBoU3Jma0pSWVBJdENJU2ExNjdfa2dMdTd6RWNXN2hsZmxDTzVFanJVSDBpcTdYaElZMEJRek4ydWZDaUJ5dzdxd21xVkEwdjgtWXc9PQ== | Z0FBQUFBQm9DbVhRemZ5aUVILUtBUlBDb2pNcXp3Rjgwa3MtSjEwZVprVlJHNWZTRDBLa0N4NnpoX05pX0l4bnZQYU5WNXdySDJWNXByZGkzcjNsYUhWOTB4M2Vna0FySFI4dlJpWmRTUWFLYnJYakU2MHU2R1h0RmRRbHRMbkl2Y3NidEZBdW4yTjhwalJuSjNlSFZOdi1mdmlHb2tiYUdpaE1QeXBZcUYxdUE5UHNxNjRWUF9fZG5wNHFxVU5WWlhiemhBakNoWmNGRVRzVHM3dW1PeW1tdmYwUFZvekh4dz09 |
I wish it showed a block win history. It would be nice to know if the pool has ever won a block | r/bitcoincash | comment | r/Bitcoincash | 2025-04-18 | Z0FBQUFBQm9DbVhReDI0YTBWcmNpQ0FRVl9Bcld2NXdmSFNtSVctaklhYWhRTUhtZ3JhNHZSVk00Q3NFSVpIXzVVMGN1VmxZY2VRVEVDSEs1bDBBOVNVb1NFSkdhU3BSanc9PQ== | Z0FBQUFBQm9DbVhRRksxNkVWc3FhWU1BWWx5dHI0ajY4Mzd0RzhrNzBLWFNwNjc4VGdXRDF1M2FyUi11LUotWEc5dVVKRVdyY1IzZTVHam80djY2WURJNjg3czRPSlNWb3llaDNqakxqRVdpRzZFWFRwaFRlQjkzbEozQWZPbkkwNUR3d2hvaDV4eFgwVW4taWZ6ZTRGT2IyNUs1ODRmVTZudEExVjJmUUNDaE9LeHhTSkFETjZZPQ== |
I’ll keep this part short: I was laid off around the beginning of COVID, which, in a way, worked out as I had three immediate family members diagnosed with serious illness (cancer sucks) one after another. I spent the past five years as the primary caregiver, mostly at the hospital bedside.
I’m now finally able to refocus on my career. I have 15 years of experience in IT, mostly in infrastructure monitoring and operations for large enterprises. The tools and tech I used back then are now mostly obsolete, and to be honest, I have no interest in going back to the same field—especially not to anything involving 24/7 on-call support.
I’m interested in pivoting into AI, even if that means starting over. I’m open to retraining and looking for direction from people who’ve either made a similar leap or know what paths make sense for someone coming from a legacy infrastructure background. What would you recommend learning or focusing on? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRczZEaUM3aW4xeDRZQU9NeWdsajRwcXIxaHRZTzFSNkxuX25DbmZnZ0dvUDZuNWpkVzd3RkEzQ0RmY2MyZVBzaVZHdjlfalBhYy1nbk1wSkFVUzFkNmc9PQ== | Z0FBQUFBQm9DbVhRT1dFNm5oM3kwOUdRNFVURVFwVlBiNnhZWU8tbWlwVTJKd0tUV0pVUmM3WXRLUU8tcHozWkR3OUNXSFRZMTMxX1ozTlN1R2ZKX2l0M2Nlc3FheGpkdU9yelptN2kzcTJVdUJwV29ELVZaUnlQZU1oc19tLTN6WWR6enA3Smx2Zk9FY2tJQ2VJdXFaUDEyT0RIMUpMTFU3djBrSnZiMFJRRTM4U0VsRDlZOE1ZZDVTY0VCSkNtUzZYVXE5MjM2OFdsV2tpX1gzTnY5RG1oWjVJUWhlLUF5Zz09 |
As much as I would like to believe that the economic destruction will one day reverse and common-sense will prevail -- ie. from global beaurocratic bloat (governments growing year-over-year and becoming increasingly less efficient), and ie. government decisions that prioritize immediate spending to transfer wealth from the public sector (our tax dollars) to private contracts (like military spending) -- I base my decisions on statistics and probabilities.
And the statistics say that what has happened over the last 55 years, since the debt snowball accelerated in the 1970s, it will continue well into the future, as this gigantic debt snowball continues to grow and speed-up in momentum.
At this point, it would take a miracle from God Himself to reverse the coming economic catastrophe, as no human or group individually anywhere on this planet has the ability to stop it.
Lacking group consensus and determined will, which is not there, I no longer believe this global economic situation is salvageable without extreme harm to everyone.
And so, judging by past government actions and decisions, and projecting what has been to what will be, the odds favor an acceleration of money printing and inflation.
There's also a saying: "when all else fails, they take you to WAR."
The crumbling global economic mess is creating a lot of war mongering trigger-happy politicians who are, right now, increasing military spending and building up reserves of troops and munitions.
So not only will they destroy the economy, but they are adamant at distracting us with a tangent; once the wars begin, we'll forget all about the financial problems.
Needless to say, I would appreciate if this reality doesn't come to fruition, and I would willingly take a cut in my Bitcoin investments to be proven wrong.
However, I will not hold my breath for a last minute saving grace to steer us away while we're driving 300 km/h into a brick wall.
For this reason, I place my bets on Bitcoin. | r/bitcoin | post | r/Bitcoin | 2025-04-18 | Z0FBQUFBQm9DbVhRRnpGSjFGeDJRZmFQdUphemNER3JnRVp5TmlaS2pjdW1hS1RRMzZHbk9oRzJxR09PVUJBVDRTTTAwUlZEbG9GaENQNXBmNWFJeHlMQm55NzI2QVBNZHc9PQ== | Z0FBQUFBQm9DbVhRNk1qWmVsdXdLUDMxcGxRa0ZaMk4xYnREc3c1RXZmTFdNWWZtUkI4Tjg3eE4yVDVURndEM2dGa3gyaWoxV3VhdkxlVnlfb3FjbWxZMzkzTk9YVjRmWlJ2dWc5d2NEajRueV9fMW5IYmFHSE1tcmFhT3FISHNacV9PRkoyNUlEdUthSUlnOWlQV0pMajFOblFDc0tnYUNSMkN6cUF0NXNfc0RLTDJKc2NZbEFBVm1DQ0RkT1dqTExLcUk1NnpKUUUxbmplRl9WOTJZMU9fQloyVEFuQWtlQT09 |
I was hired as a L1 helpdesk technician, but I feel like I might be doing more than what’s typical for L1 techs. I handle the usual stuff like password resets and basic hardware/software issues, but I also manage user creation and access in Active Directory, set up roles and access for apps in Azure, and enroll devices in Intune. I have access to several production servers where I monitor apps and restart them if needed. I’m also an admin for multiple internal systems and handle software installs and configs.
Occasionally, I troubleshoot broken scripts and pass them to engineering with notes. Maybe this is still considered L1, but I wanted to get a feel for whether I’m doing more than average so I know how to position myself when I start looking elsewhere.
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhRWHJvd1B2b1pkM1AxMGhVa2U2cDMzNWRLYU5fcE1lM21GZm84QW9IRGFZUFlnWnNaRE5RanNUNkJtTTFTS0g5Q25MQnQ4Q090WjNYWUxSS3poTDJpZnpid2ozQm51NGJlNUJMX09MZWZneWc9 | Z0FBQUFBQm9DbVhRdnQzTmd5VEd3dUFJamEyR2NHYWJyTkhfZ3FpZjVtQ1FkRmdPUFVfSFZBQUNvUk41cE9qclhQdDQtTHV4THRIMVFMSkpkZ2F2QkU1UFVoQUp0bzl1THZBTGtITmlucjhVdUt3c00tXzdJT0UxSkVKNGE1emo4V1dHbUVjVlFscFpRSFNpeGZJSlZCbXA5X3VHRHdmLWVEQVV0cGl0WXdOckVZRnNuZUZvSC1xMmpIdlJkbHNkQWNnRjZxSWF1SDJnSmRWeGVYR29qblFtaldzeHBVNTIxdz09 |
Given the current market sentiment it will take longer since ETH isn't moving yet and may require some kind of catalyst to actually move. Altcoin momentum is just not here for some reason.
I believe the reason is that people will take out leveraged collateral in BTC once BTC pumps. So if BTC reaches 150k to 200k the higher it reaches the more loan collateral there will be to push forth an altseason. | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-18 | Z0FBQUFBQm9DbVhRcl82UzJsVjBoLWFuYy02VDlPcG1DdUtCWHI0dEJmaGdHMWVyOHVlTkt2ZzAxX29rVXdQZF9Yb3V1ay01V1M1VFNVV01HMzNvYUNJUFNYUjl3VDNncXc9PQ== | Z0FBQUFBQm9DbVhRc2VyZDVXWC15aWZzMDljelZSeU5rWXZscXZVTmhoSVFtMkVYcTc3R3hRVDBZYVdTcEFTVkpLb09jN2w2Y3JvMVMyMmpsNURNaHdaRDNQQlZTUTRSM1dFR1ZpNTJiWFp0aGl5eXFOaFppeTBrdlJCOFlkREtra0NsMTI5V3BNRHFjR01ZODlPS3ZvRGFqeHJkcjAzU2d4eUVGMm1nSmtIT0lxLV9BRnB6WndOdzgyUUJJRkxjSU40VEl0MWZ4cktx |
For context, our company has a pretty big test suite which always takes about an hour to complete up on gitlabs runners.
We had this beast server in the closet which was unused, sporting an AMD Threadripper with 32 cores and 128gb ram.
I convinced our CTO to let me spend a few open days getting openSUSE dual booted on it, configuring security via YaST, workflows via GNOME, and customizing my shell to use zsh.
Then I added Gitlab runners to see just how much faster it was on the local beast via what we get in the cloud.
The results? The test suite that took an hour in the cloud takes roughly 7 minutes on the local beast | r/linux | post | r/linux | 2025-04-18 | Z0FBQUFBQm9DbVhReDZXeXFiMGNKMkVvQlh3VzRCakE1aGt5NkVEMHRGekpEa2dsVEJ6eVhKbU43NWNoaWEwaEtyZVRZaERhT3FSUFQyTTZlR1NNU2VoRkRKOEZuTExOdlE9PQ== | Z0FBQUFBQm9DbVhRYjgzM3FjdkNyb1MzUTRhY1Q1NnRCSWxfMG1PbWpEOGNvLTVaRDlSX3o1RnluRHYzakxiZEV4ZnpCN3VhazZsX2FJU3lLUVdpN3QyVXpVbjg1UjVRWnNYRG0zTno4WWhwb2FhYld0cFBnbGZCY0ZVVEFrWS1vSERlMGNwdTlxUGQtN0F6amszN25jd21Nc21Ra252dDBNZ0ZmRFhfcVRsQUJzeUdxTURHOXFvLXdIeWhxLV9oTHI4endqaGNkTzc3 |
In 2004, I was working at a commercial offset press plant and one of the clients was in my department and he mentioned needing a website. I told him that I could handle that through my own company, we exchanged info. He needed a domain registered and hosting, he agreed to pay for a year of hosting.
I bought the domain and paid for a year of hosting, then he ghosted me. I was out about $100, but I also had the domain. I've held on to it all these years partially out of spite and partially that I thought maybe I'd sell the domain for a profit. Fortunately it had a locked in price of $9.24 for renewals with GoDaddy through magic.
Well, a couple months I was auditing my client list and searched his name. Turned out he died a year or so ago. Felt awful petty to hold a domain for 21 years. The renewal came up a couple weeks ago and I let it go. | r/webdev | post | r/webdev | 2025-04-18 | Z0FBQUFBQm9DbVhRSmR4VndBU19TWTJsMUM1NExKZmlBanFiMFNxMHJBeU1qQkRINkJHa2hXU1A5OWxHa0NPWEZzOGJuYWJNeVJDVEtTVURrbFo2ZElHMGxMWFFSVmRicVE9PQ== | Z0FBQUFBQm9DbVhRVW9WUTFRWVlXVkJvU2pBaTlLVEJkdlBaSFZ1anF3SDllUDlTNGljYk1LbmNTVEZuVm5xejNVWEhTOWZTUTlRZnJPUmlSakVNY25NYlBMZC1CRGliaFJ5SHJXYnFTdjNGcUQ5SkZzRHlfcjJkRDVqMVZweWEwbVhMWjBIaG1wcUNYRW0ycjlKTDE2QUl5XzJXYXRqblllX0JDaGc3VTVCSGpCOEk3UWU3dTBFVjNsSVZzUDhLVk16TF9EdXJueTU3 |
Stupid question (TLDR at bottom): We're going to be migrating from Cisco ASAs to Fortigate here soon, so in preparation I've been trying to export the Identity certificates via ASDM from Cisco to Fortigate... but Fortigate just keeps giving me errors when trying to import.
I figured it'd be best to have the exact same certs/keys on both devices should the cutover go bad... that way I can just roll back by doing a "shut" on the Fortigate ports and a "no shut" on the Cisco ASA ports and the certificates will still work.
Am I missing something/overthinking... is this a good plan (and if so how do I get the Identity certificate to import into Fortigate) or should I simply generate a new CSR from the Fortigate and install my certificates that way?
TLDR: My concern is having two different certificates/key pair sets for the same domain will cause issues with the rollback and users won't be able to VPN in.
**SOLVED**: First off thank you everybody for your replies... and in the spirit of "sharing is caring" as well as having someplace to come back and reference... here's what I did to solve the issue with exporting from Cisco Identity Certs to Fortigate:
Basically, I went about exporting the Identity Cert to a PKCS12 file from Cisco ASDM (be sure to remember the password). From there I opened the file in notepad and deleted the BEGIN/END PKCS12 lines and resaved the file as filename.p12.base64 (be sure to actually save the extension, you can do this by going to view > file extensions within Windows File Explorer). Then I went into OpenSSL and typed the following:
*base64 -d filename.p12.base64 | openssl pkcs12 -nodes -password pass:<passphrase>*
This will not only give you the certificate but also the private key. I copy the certificate (everything from BEGIN CERTIFICATE to END CERTIFICATE) and save that as "filename.cer"... then I copy the private key (everything from BEGIN PRIVATE KEY to END PRIVATE KEY) and save that as filename.key.
Then I go to Fortigate > System > Certificates > Create/Import > Certificate > Import Certificate > Certificate and upload the Certificate and Key respectively as well as adding my password... and voila, Fortigate seems to be happy with the key (I also go to Fortigate > System > Certificates > Create/Import > CA Certificate and upload my CA certificate file there).
Lastly, I have to give credit where credit is due because I would've never gotten this if it wasn't for this fine person below sharing their wisdom.
[https://www.fragmentationneeded.net/2015/04/exporting-rsa-keys-from-cisco-asa.html](https://www.fragmentationneeded.net/2015/04/exporting-rsa-keys-from-cisco-asa.html)
Cheers all! | r/networking | post | r/networking | 2025-04-18 | Z0FBQUFBQm9DbVhRaDg0dzN5Y0p3eTdEVEF6em11QklncENwbUpxcEVVS2tEdXM4RW1WMVZ2RnFNeUNfQVZ6QUROSXF4bW1seXVYbUh2ekw3SC11S3U0QTE1M3dxQ2FNQzlnamkwN0pxdUl1eWVqVVFnb3lhdzA9 | Z0FBQUFBQm9DbVhRdFREZTR4eE4ySmNVLXhkeS0tMHh2djloZS0zcy1NbGtSaTdwQnprclhkU2RqYVNmNC1rSlJxeU1YT2l1cGFCU3pDdVNHZ1ZiVTlGdU9yOVVnU1g2WTlsMEtqOTNTOWltNXo0dmpBemttNzNQSjY0a0dLQ19jNzJSbHZVZXZBc3dCNUFoNGJ2c19vdnBiVmhRN3RVcHJOSzNEenNYVjZxQVlxa2tPcXQ1ODQwNklTMGpmMF9yNk1QTFl4dHZ6UHhaZE5FLVpXNjdJZzFOdzlVZzZlUDR4Zz09 |
Is there a way to see the amount of coins in circulation on exchanges vs. the actual amount mined? That would be a way to see synthetic short positions no? | r/bitcoincash | comment | r/Bitcoincash | 2025-04-18 | Z0FBQUFBQm9DbVhRUnZMaTNjQW50a0xvR1FyTXdvb3B1VXlOd3daOWIyLWZkdzZGbW0xMm8zaEVzNTY5YjNHTTlaMkVBbkpZNHk0X09JR2FKSEc3Unh3dWx2S29PbmVZZTZJVENxdU91bDNFdnJsdzdQV19LTk09 | Z0FBQUFBQm9DbVhRaW9sX211bXVISVB6bVNkM196SkFUT0tPQTdENHBDWVY2Sm15UWZicENfVDBOZkQzNzU0NVNyLWZxTVIwQjdjT0hIaHV1dGgxdzBndWdlaGFMMEtJaXZpbEs2blphOENuWTB4NWtwbTk2N0dfV25jUWVGb3QxNjcyRDhFbUhVcXoxX2RSM3ZMTjBqWUFobjJvZVNucGpaWks3YmtOM08yYks1dlVfZ3VWVHBvNU9OR0VxQllweFBwdUtzcDdrUDdyZWEweUpneG9ESWdVT2YyTFc1UW51QT09 |
At my company currently - the hype is to use LLMs and GenAI at every intersection.
I have seen this means that a lot of DS work is now instead handed to SWEs, and the 'modelling' is all a GPT/API call.
Maybe this is just a feature of my company and the way they look at their tech stack, but I feel that DS is not getting as many projects and things are going to the SWEs only, as they can quickly build, and rapidly deploy into product.
I want to better learn how to integrate GenAI features/apps in our JavaScript based product, so that I can also build and integrate, and build working PoCs, rather than being trapped in notebooks.
I'm not sure if I should just learn raw JS, because I'd even want to know how to put things into a silent test as an example, where predictions are made but no prediction is shown to the user.
Maybe the more apt title is going from a DS -> AI Engineer, and what skills to learn to get there? | r/datascience | post | r/datascience | 2025-04-18 | Z0FBQUFBQm9DbVhRekR2UWR4STVHcHExZGZTTmhzeXlnLVBFNk5oVWd0NFVEbGE3QzlmRGlGSFFIaVB2b0x6MmxlMlRIekRUNkJabVpiNEp6QWFaMWlCQW16eE5PalExWnc9PQ== | Z0FBQUFBQm9DbVhRdUUxM05nVEhNZWROZUMyYWpVU3RIXzV5QlhRTlVXLWdTdlNaQnNtalp6X3k0OXhpWWxpMDdCSGpuTWZ2R0VnLW9BTmpSQmlUS1dPWWp6RlZScVVlSmlmNFVTM0ZXSmJTZmZjQXNQREFtd2FLVVNaNG04SW84ZjJHMGlLdHMteGYxcHZJZENUWVZCenduN294Nk12MXVSOHRIT0ZWTjBuSmJtZGpyS0pyNnVleWpxa05reE5hQ3V0VTNMSUE5T3dlcDVUTWsxTWh1ODVEbnE3LW92ZnYtUT09 |
I want to know what YouTube channels are good for teaching myself information technology. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-18 | Z0FBQUFBQm9DbVhReVRPVUxvRjdKZ2wxcUJSZWJZQWVCREluOG4yZ3BHWklEM3BjeHpyeFhZM0VzOUJsQjBwaktmQmJCMTlyMWpUdlJCM1BCWHQ3TWtSTzBLLTJYQ2RQU2c9PQ== | Z0FBQUFBQm9DbVhRUFd1S0VxTEotZndqZzIwaUFINDFfSUIyaHB5RGQ3aG5OckUwT3lHUnI2WTVtTUZPRkR2SHNkbWxkYWZmSUNDYlAzd0hqTjctUlB6SS1xd1ZJcTZaN1dRdVJrYktyLUZLb1BzTlByVGpwUHYyNm9DMFNtTHBMMU1LTWVVbktFbEdwQ2xWT3l1elJOMC03dldVUEtEQ01zbjg5ZFQyb0trTF9tbzd0dmszcWxPalROaFIxcG04NTNGdUVkaVVfWTdfZUk2M3VSVUE4anhKaTIxUldWeGlIUT09 |
#
Hi all,
I’ve set up a Manjaro Linux system to route traffic to a private IP via a wired interface while keeping internet access through a wireless interface, with persistent `iptables` firewall rules. I’m sharing the setup here for anyone looking to achieve a similar configuration or troubleshoot theirs. Feedback welcome!
# 📅 Overview
* **Goal**: Route traffic to `<PRIVATE_IP>/32` via `<GATEWAY_IP>` on `<WIRED_INTERFACE>`, with internet traffic (e.g., to `8.8.8.8`) via `<WIRELESS_INTERFACE>`. Firewall allows ICMP to specific IPs.
* **Tools**: `systemd-networkd` for routing, `iptables` for firewall.
* **OS**: Manjaro Linux (as of April 18, 2025).
# 🚧 Network Routing
# 1. Persistent Route
Create `/etc/systemd/network/20-ethernet.route`:
[Route]
Destination=<PRIVATE_IP>/32
Gateway=<GATEWAY_IP>
GatewayOnLink=yes
Run the following commands:
sudo mkdir -p /etc/systemd/network
sudo nano /etc/systemd/network/20-ethernet.route
sudo chmod 644 /etc/systemd/network/20-ethernet.route
sudo systemctl restart systemd-networkd
* **Verify**: `ip route get <PRIVATE_IP>` (should show via `<GATEWAY_IP>` dev `<WIRED_INTERFACE>`)
* **Enable systemd-networkd**:
​
sudo systemctl enable systemd-networkd
# 🔒 Firewall Rules
# ICMP Rules
Allow ICMP to/from `<PRIVATE_IP>` on `<WIRED_INTERFACE>` and [`8.8.8.8`](http://8.8.8.8) on `<WIRELESS_INTERFACE>`:
sudo iptables -F
sudo iptables -A INPUT -i <WIRED_INTERFACE> -p icmp -s <PRIVATE_IP> -j ACCEPT
sudo iptables -A OUTPUT -o <WIRED_INTERFACE> -p icmp -d <PRIVATE_IP> -j ACCEPT
sudo iptables -A INPUT -i <WIRELESS_INTERFACE> -p icmp -s 8.8.8.8 -j ACCEPT
sudo iptables -A OUTPUT -o <WIRELESS_INTERFACE> -p icmp -d 8.8.8.8 -j ACCEPT
sudo bash -c "iptables-save > /etc/iptables/iptables.rules"
# Persistent Rules
**Script**: `/usr/local/bin/iptables-restore.sh`
#!/bin/bash
/sbin/iptables-restore < /etc/iptables/iptables.rules
Make executable:
sudo chmod +x /usr/local/bin/iptables-restore.sh
**systemd Service**: `/etc/systemd/system/iptables-restore.service`
[Unit]
Description=Restore iptables rules
After=network.target
[Service]
Type=oneshot
ExecStart=/usr/local/bin/iptables-restore.sh
RemainAfterExit=yes
[Install]
WantedBy=multi-user.target
Enable service:
sudo systemctl enable iptables-restore.service
# ✅ Verification
* **Route**: `ip route get <PRIVATE_IP>`
* **Firewall**: `sudo iptables -L -v -n`
* **Test**:
​
ping <PRIVATE_IP>
ping 8.8.8.8
* **Reboot and retest** to confirm persistence.
# 🔹 Notes
* Replace `<PRIVATE_IP>`, `<GATEWAY_IP>`, `<WIRED_INTERFACE>`, `<WIRELESS_INTERFACE>` with your real values (e.g., `enp0s31f6` for wired, `wlp1s0` for wireless).
* If using Docker, check for conflicting rules:
​
sudo iptables -L -v -n | grep DOCKER
#
| r/linux | post | r/linux | 2025-04-18 | Z0FBQUFBQm9DbVhRdlZrM2g3bFJVMk5FQU51YUtXS3EtbTlQbVRDSS1zcFdsV0JxQ3ljVElIaG1aYmZoY3JBUUNpRW1iZkNhYzRKSUxXQnZ4NHFmVzhLRDhKMWlxenlOOUE9PQ== | Z0FBQUFBQm9DbVhRTFFsMW5wOGEyb08yUDBHeFBVY2l1UGdZQUlxRUtjM185V3BFLUtwVU9ndTFPd0tpUzEwM0ZkMi1pNUs2SW40bEJKWjF2SE5QUlVRbUhHdUkwOVBqTU5yX1UzMVExUmZVbExnZmZCU0dzZVI0cndoUmt3UnhTRHFoX0t4cG1UU2xDN0ljUmZ2RFRpS0J4YVRkMmlaOF92ZDZmWG5DdFM4dHFGVkVtWElvSGQ0TkxZZnQ4OHNuc1M5dUo2cVByLTlV |
Mass amnesty being granting legal status to the millions of undocumented migrants in the US, providing they follow certain criteria like no past convictions of violent crimes, following proper legal procedure, etc.
The last attempt of mass amnesty in the US was the Immigration Reform and Control Act (1986). It seems that this negatively impacted farm workers because undocumented migrants, now documented and with more leverage to gain higher paying and less laborous employment, left these jobs. It was even mandated that they report 90 days of farm work or farm adjacent work to contribute to their documented status but from what I’ve seen this wasn't effective. I see a couple sources saying it's because it was riddled with fraud (for example, undocumented migrants would pay for false "proof" to obtain legal status), but perhaps there’s ways to prevent that...
So, my two questions are:
1. Can mass amnesty be implemented effectively to not be a net negative to the economy?
2. Would it be beneficial in the long term? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-18 | Z0FBQUFBQm9DbVhRUk9WWElJR1V3MElqWVNwVkIxU0ZZUm0zTl82R1YzU1owRnBKal9UcDJsVWJwNmJVNndWTDI1X3VJZUd6ZDhxTnJ2dTRfVlVuSEF5M3RhbUR5Z1k0MVE9PQ== | Z0FBQUFBQm9DbVhRNk01UnRZTnctbzFFYlU3cHhOM0pJbERJREtUcUhTZFRkVnJEVlNHN0xMcXZQVlZYR1F0dlpuVVdOUUY5OUFyemM0d1RveENwTi1SSGJzLVpkQzUyZE5kQmhVMHBBVlRwZ0d5c0ZJLWozRjlFSjZQR3hPb0VwQUxsVTRUaFk2cHJkeHpjSVB2R21JRWdFYkFtQ01yZEtFbk45aWJrT1FidUZreDk5X1d2OEJBRGhCQ1lXZk1hakI0YjBoNmloZ19UenBWOHNNSG5VaXZpWW1GT25Wd04zUT09 |
Always an early indicator, what are the hoes saying? That's all the intel us regards need. | r/wallstreetbets | post | r/wallstreetbets | 2025-04-18 | Z0FBQUFBQm9DbVhRLU5JS0U5aTBRbktEX215Q0NVY2xxZDdEMWFEeVBBOGpKTDNfS3pFSkpBWTgxZmpKdHdLNFc2YXR0N1VWa1NlUW5Hclo2dG1zOVFKRlgwTGVSSVNTWGNHME4wZ1lJV0U4aGRaci1LdHRCUUk9 | Z0FBQUFBQm9DbVhRZy0xSk1RbTgydWozTEdEYW5XS2x4THpPS0VjT2FTeWlkbXliOC1XY21mbFZCTzQ0R0dLdXFXejlDLUZrcWJGc0lrRXlLSDlSVUF5dUktUU1FVXkxdFZhYUlyMmtsRzFVQjc0b1ZzYndqWXRVRkRPdGFNT1R3dl9zTnZ3b0RnenZQbkFGNkVESVhVSklPVUY1Ny1PckdEZFRIT0F3LVhBRFRDWlprcmFPaVRXRXpsNHZQNFZYTW9GNWhnSE0yX0gwblJDOFFtcmd2RjBNMUYtTzdyWkRFZz09 |
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## Stand with crypto!
In light of recent events and the challenges faced by Ethereum and the broader crypto space, we'd like to draw your attention to Coinbase's 'Stand with Crypto' initiative. It aims to promote understanding, collaboration, and advocacy in the crypto space.
[Stand with Crypto Initiative](https://www.coinbase.com/public-policy/advocacy/standwithcrypto)
Remember, staying informed and united is key. Let's ensure a secure and open future for Ethereum and its principles. Happy trading and discussing! | r/ethtrader | post | r/ethtrader | 2025-04-19 | Z0FBQUFBQm9DbVhReGk2NEVXcG9qQWxrMWpYMHhvUTQ4ZDJHQ18wbFdwQlF6SjZqc19idE1mdzFkODR2ajlhTVVzX0pQOUtKYm53MDM5Y0U0SEJudmt4RE9IV2VIWDF2Y3c9PQ== | Z0FBQUFBQm9DbVhRSkk4R3Vwd0ZYTUphZXhiWF85NUk0djZnNnM4R0VtUUdVdUtWbHhXY2xGV1k0YWJ4U3hoSnJKZ3VBTkJiWnJ3RDhzUXgtNlpzM2c2MHZJMEEwMEhfcXoxd3R2QXYtZWJod2h4cHFtXzVJMUdQMHNVX25qb3Vvd0IzUkM1TVZIZEMwSmx3OVJPeTFYOENWb0MzMHFzT1hodEl5SjVSQmFlY0JRTEU2VTd1QmxFTnhBdFR4ZHNfTGRnSldQeTJGQ3JObW5PTWg4OFdFYkZhSTVxaEVHUFZoUT09 |
Why not convert half or so into something better. I remember converting my ETC to SOL, a couple of years ago, when they were similarly priced. It ended up being a great move. SoL killed it. I do remember when it shot up to 137 in a matter of moments a couple of years ago but it never reached those hights again. | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9DbVhRTDhJWVNLTDExWUtUdUw5SmRnamZQQlQtS2s5VUpjYTZIT25IRWZoRElWVUl0bUFDTXZiMzEwbXE0TzVPbFdGa3pSUFp3UUJvZ0hMT1k5NEJfcUNyVnc9PQ== | Z0FBQUFBQm9DbVhRU0UwZEVlWnZFNkVhZnJvaEZNVmQ4Ti13Y25ldHVPcmp3c0NXdUo0amRSUm5BLUhGYmoweGl5OUZfZmZHbUVVSTdqVjR4VGJ0ZnlXaE5zbFowU0RKeDlRS1JKUG5mam80UDhqcDY2SHdaMDZ6bGswd1BDZ0tIaXBIRFpXRlVXdkxBTVppS01yRmlZdjBjTkRlM0VsX1hBMjFlN3gwcGN4NmlwOEhrblpUX2wwTkFxYkg4U3cwajQ1RUg4bW9vazM2 |
Hi everyone,
I’m an undergrad student and I’ve recently completed my thesis:
“Beyond GPT: Understanding the Advancements and Challenges in Large Language Models”
The paper dives deep into:
Transformer architecture (from scratch)
GPT 1–4 evolution
RLHF (Reward Models, PPO)
Scaling laws (Kaplan et al.)
Multimodal LLMs, hallucinations, ethics
I’m trying to submit this to arXiv under cs.AI, but I need an endorsement.
If you're eligible to endorse for arXiv’s cs.AI, I’d be very grateful for your help.
My arXiv endorsement code is:
SGFZDB
You can endorse me via:
https://arxiv.org/auth/endorse
If you'd like to review the abstract or full PDF, I can share it on request. Thanks so much to anyone who can help! | r/machinelearning | post | r/MachineLearning | 2025-04-19 | Z0FBQUFBQm9DbVhRcXpfLXlIZnVWbVN6NG1aeVlBNm5ncGNIM2YxMnZFOVJ2WVAxMW12X1ZIOGY5VmVpMS1IOTRaRUJId1ZVNTJIUXpWZVRodDJSRmtGUWhyX1BLb1FsS2c9PQ== | Z0FBQUFBQm9DbVhRRkZhNVZsVW9xWHNpZ0ktSlNMczF2Z0R0MlRfb2ZmU0tjek5VR2RPYU5BNllhaFNFS29OYlM4b1dnYkFNZlZ1UkpvS0ZmUXpyQTE0UUdYMHF0QzhmNzdOWkdPU1FSX2Q3akcySnBERm9GNzFvdldCRTBsc05pWTJLVDVqdlRTNXB0TktrZElNWW5mM0Z2Z1c1OWV3Sk1CdlFhTV9tZzZRb2lTWFZtX0tnblRIQ2xtSkgxYlRKdjI3bmFzUWV4Q1lqQXRVQThqWE5McWpCUkZwNlhFeGNiUT09 |
Is BTC dead or do we think it will get pumped up to over $100k again?
As we all know by now, institutional investors, whales, etc., they all pump the price. Are we riding that again or we dead in the water? Don't have much to invest but have enough for DCA $500/month. Thoughts? | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-19 | Z0FBQUFBQm9DbVhRdzlWUjdOcEUtZ1lYbFVxTnNrb0pQaG53anAyN2JtYjMwMVNhQmNnTDJWd0NVOW9Ia1k0ZFltMlAxN2ZLRkRiOGdNd0V2WGFPendFOFpJNW51dG5pVkgxQ19fM2lOUlJYYVdwblh4WFRaLWs9 | Z0FBQUFBQm9DbVhRUDU0RW9OaGxqM05KQVBMZlJNNGZORlpfWGZFazE3YlIwUzRPQUozSHJOVUxQSUlvRmQ3aXRlRm5aYWlmNDM0LU1HVEp3dVJBUHh0T3g2WkJJMmR5bWttWHNxbTJ2ZXMxbnlfcHVfeDk3aHpjQ3dzdlFHdWZNUEFPbXktQ1pqSUVsR0g4VGFESUhweGh1QTBIN08tT3FFWkJLdHVLcVZmYUZKRnJDQzdZTWdkS2FRUTk2Z3BMbHJxZFNrVTYyVTEy |
Logging into phantom wallet first time through laptop(usually on phone)
So I just recently connected my phantom account to dex screener website and also my password when I typed it in it didn’t work so I just reset it then when I reset up I got a notification saying a reset was in Nashville Tennessee, but I’m in Smyrna Tennessee… so when I reset it and enter my password and log into my account on phantom I see that my funds are ALL gone! But then I check my transactions and I see this(look at picture) I didnt send my funds to no one! But to reset my phantom password I had to enter my recovery 12 word phase through dex screener website but I’m literally so upset because I have no income due to being laid off from my full time job and it was literally all my money!! Please help me someone | r/solana | post | r/solana | 2025-04-19 | Z0FBQUFBQm9DbVhRYl9TekNkRnVZMEU3T3dza0JaSTB3X0RkR2tZc0tDcExQS1gyakQ0RTBUWFhUZXJTNTdQTjJBVDRvczBHRnM5WXgtUER3c3ZPTzk3YVJjb25NZGxsTWc9PQ== | Z0FBQUFBQm9DbVhRd0RMNWttT0RFNl9hU3pFRVdyMi1sU2pKNFJFX21YNU5NNm5Pb1RVbmdLQ1hYSmlNQWs2RFcyMUNrSzJ6alppTnlwZ2NEQi1USkdiTEc5V2xTdEVDbzZMVWR2R1c2RU1FdEtwbmJDVmxTQnVDMFZLLTFpUmt6OWYzM3E0U2pSOHVwMkdndXBJWXBIVkJTcWx5WDlhLXZkZkRScUNSZ2NLUkVTMEtCRFc5dE5XYjctWmdPRnh6SEtYeUMzeFloTFlO |
Just buys a damn wallet, trezor Jade ledger I don’t care.. don’t make the same mistake as me on ftx and Celsius | r/bitcoin | post | r/Bitcoin | 2025-04-19 | Z0FBQUFBQm9DbVhRa3c3eXcxRDNxY2dRQUVPdjREY0lrblZzNkRZR0VDMGgwN1VCWTNIek4ydzhhZ2N6ZEJQbVRTWXJpNkp1RmF0VXlSYnpCdThKS3NQNDdJRGtMQlZvOUJ3ZFNQMkw1aWlJQ2R3M3NNanpIYTQ9 | Z0FBQUFBQm9DbVhRR0FlR3V0NGI0c3liZ0tXaDJaSC14UjlUSmYwUVJlc0xKSTlGUmc2QVFDdUIyWEhGTjZtdVU2eGtCNlJ1d2RUcFhsWGtwdW5fQUhoYnBudTJlTWhjczU0YjJ4aWdWM3l5amFmdGhDTkVfZVRaZ2FIandiTEUtUVNVeEhNanExRm5URmdLcEpIZkpHSXdiQ1Z1YU1INWt1MXZZaHVITE1MWWlKcVFKNzg0UEpHX1gtREpiTnhSZVN0TjBoVndIcklqV0pMMDZrYXhBcGpESVBtUGRzTS1XZz09 |
* Bitcoin maximalists claim ETH has no value and isnt sound money
* Bitcoin maximalists claim ETHs fundamentals are inferior
* Ethereum generates $2.5B in fees annually - 149X higher than BTCs $43M - showing stronger network usage and revenue potential
* ETHs inflation is 0.05% - much lower than BTCs 1.387% - making ETH scarcer by this metric
* Unlike BTC - ETH is a yield-bearing store of value because of staking rewards after the Merge
* ETH secures the digital economy by powering dApps and hosting most top tokens - while BTCs tech limits it to a static SoV (store of value)
* Using BTCs SoV logic - based on fees and scarcity - ETH should be valued at $19 092 - way above its current price | r/ethtrader | post | r/ethtrader | 2025-04-19 | Z0FBQUFBQm9DbVhRYWZlNlR4U0NlZHVha0ZyLXl2ZTkzalVUYW5OVEg5a1dnc1NzR2VUbXBiT1pMRlNFdDAtajBNckgyT3dMYWJOdk40NS05MkxUTWZlalM4Q1VIeG1sVEpWakhSdnQtNVZ4bVVwOE5XSGZ1OE09 | Z0FBQUFBQm9DbVhRbWxnUkIxMnB5Y2REUkFjbTBQNFpMUnpzREo3d0hUaDBfOUFvTG1WZ1RWc19TWFFkamFwUW9Oa2k3dWMzNXdLdGlLTXdtMGFoSzdhWVVhM1R1NWFXc0pscU9aVWJZRVhLZ1hKNTdyZnAxYzdVQ2tQS1FFWmROMVR4VEFrM0poTlRONk1EM2RSdjd3bFdUYzNwRG9ZaFQxd3ZURnE0QWdjeVVVdEprZEIwbWs5NWo5Q2pfUHVKaXFNSUcxY2licVNq |
Hey all,
I've seen a wave of posts lately from folks saying they’re struggling to land DevOps roles, especially in startups and Silicon Valley. It’s got me wondering: is this a broad trend or just a reflection of a specific corner of the market?
I’m especially curious if people are still finding opportunities in more traditional sectors—banks, retail, energy, etc. particularly in cities like New York. Has anyone had success applying to those kinds of companies recently?
Would love to hear what you’re seeing, good, bad, or otherwise.
Thanks! | r/devops | post | r/devops | 2025-04-19 | Z0FBQUFBQm9DbVhRUlM0c082ZzVqUkVrMWlzZTlzc0Q5WWZyamUtWUtzR0sxZW9IMzBYVmZja1R1anJJSkxMd2V3ZkN3bnhYOThyeE9hTC12VkwwVHozUXZCNmd0TzhiNE5BUWJUTWlHdFc4NmQxVTB1RUpuSDg9 | Z0FBQUFBQm9DbVhROXBQZ1N0YVZzRS1DYVhMS0FHR1JfTi1OM3ZZVEp0MUNwTmIyOElfU3lYQVJqX0EzZzZGUnh4S1liTDVkbnVnU2g1ZW1kdlVzNzAxU0ZhZjVCZG9GOFk3T0FkNzNJR0NjRjRWN3lQMGtxeVJBSGxWb05xTU1Gd01uVHNRQ2VJTmp1cnd4TFlRT3J0ZE5BVnNDd2RiT04wYmxsaWZpYWh6RTVCcjBXVUIwV25Lb21MWVRVOWswUnJNdG5LRGYzOGI4Z0xzMk5hVTI3ekhEb2FkSXJRMXp5Zz09 |
Www.miningpoolstats.stream | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9DbVhRMXcxVWUzMmkzWmRRR3FIMmZLRlNncUtsc05lZE9BT2ZmNllUZjl1bUttSXlibDhIRWNPWk5rZEpUNUJOQzc3QTBDdUNvYWd3U0NTcE1nUERCRHlvc0c1QkFSSGVDR1QyeVhVVU1LbUVRdlE9 | Z0FBQUFBQm9DbVhReXBaemllNnB0eS1ucHpzZENNTGRfcjd3QV9RQmNQcmtzZ2RwN2w3VTBDRWJWY3RqNXVFZmhHdUpEdnVUeGV5enI3dnJibjU1T0tVTmtCeTE2Sm9XYnJZMl8wZzNiNGdJdjlxOE12RjJualRwREthaGRxTGdZdzhpREQtQS1qMXdQR1dDNnFQV1ZKMUl4SkQzMVp2b3pjQUZDcDF6Vkc0YTg4MUtvVUJBX2lNPQ== |
Very interesting stats from Sky, the official broadcaster in NZ for all three sports.
Viewership has increased for all three but super still remains most viewed.
Given the talk on the ground here in nz. I expected NRL to be first, A-league second and Super third but pleasantly surprised
I’m sure this season has been the best one in many years that has helped drive the numbers up. Now the only thing to crack is how to get more people through the gates. (Which isn’t that bad at the moment, ex: blues moana had over 18k turn up)
Interested to know your thoughts | r/rugbyunion | post | r/rugbyunion | 2025-04-19 | Z0FBQUFBQm9DbVhRWFN5c1R4ZVhjOUxoVlVXbXQ4andqdVNpakQtODE4UURybGJfQ3RQcWR5RDZFV0tkMWRKb091WmxyNWMyQ0hPQnJBY1JXQTlpY2gtbmp6b3ptcnMwMUE9PQ== | Z0FBQUFBQm9DbVhRWlJ0MmV5S0VDZ2FyY2E0VGNHQVZmMy05b0ZlT3ROSzFtaDhSNWV0TTBURnNZbW1BbE5xd3pxeFR2SEJwNXlHbm4zTzB6T29vSzMzVmEzWnZ4dnVLdHZySDhHOUZGeWNsVURTMXNSVUlGUnhpc1JDQWNIVXBvNGppbGQzM0c1dUxCY3dLekV6OHZIb09FaU1sVTFvMUdzUG43REg4NC14OHRFV0ZsNjJmX2ZXNlB6cGdvQkowS04yLTZ6S210T3JCSGhFdTI0dEVoemxLaDRsanY5TDdIQT09 |
Alt title: turn 20 tao to dust in seconds
The new subnets being registered on Bittensor have no emissions for AT LEAST 7 days. There is no liquidity, and unless you know what you're doing, you'll get wrecked.
(If you do know what you're doing, you still might.)
I've worked with 3 people this week 'my stake was stolen!'. Or 'is subnet XX a scam?'
No. You bought into an inactive subnet with 1 alpha of liquidity. For 20 tao, you bought .0003 alpha... At like a price of 8k. I don't even want to think of the slippage.
When the subnet turns on, liquidity starts to grow, and emission craters the price to 0.001. if you know, you know ..but if you don't, and you're holding - you are rekt.
They still have their alpha, it's just worth 10^6 less. They can't even unstake because they have less tao than the unstaking fee.
These subnets may be great, but you've got to know what you're getting into. Wait for the price & the liquidity pool to stabilize.
20 tao to dust in seconds. Be careful, and DYOR.
| r/bittensor_ | post | r/bittensor_ | 2025-04-19 | Z0FBQUFBQm9DbVhRMy0wSE9PU1RzRHpWVWdmc08wX2tmbHBKbGs5ZkpEbkNMMGNtOFpQNmE4LTYxaWRPaG43SXVsdjJHemxHRXlDOHZLdlhqdnVHSmpsU3FkMUZ3QmdIUWc9PQ== | Z0FBQUFBQm9DbVhRNjByYnppWFNxd1VCcnFkb2pjbjllMVlmOUhIMGFOTmloQTRicjNDb2RvVDBDSGhybEY5RjJGNHBhQndaclZqeXVKMUN0UEhEdlF5T3kwTmJ3c3NXUHlLbUNjTWQ0OTBnS0JhRUY2NmxiU2IwRklFUVZnU1l4ZjlpUnk4QS1udTEzSFFBcU90UHFlVHRrdk9TY1RPWlQ5anh1WHhkdzI4bGVTVTZmQWF0VXJ0clZCZEY1YUM4SjNRZlgtSDFLS3U5 |
Gold added a trillion dollars to its market cap in one day.
That is roughly the size of the entire bitcoin market.
Crypto have come a long way but it's not there yet... the battle is an uphill one!
With more nations starting to discuss about Bitcoin strategic reserves, we are not far off at the moment...
# Just wait until bitcoin gets going
https://preview.redd.it/yvy1iimy3pve1.png?width=640&format=png&auto=webp&s=383d5c04260738a08526cb36ee2a1f88091c5f56
(Source: [https://x.com/Bitt\_Belle/status/1912832756590985386/photo/1](https://x.com/Bitt_Belle/status/1912832756590985386/photo/1))
Watch what happens when bitcoin gets going! | r/cryptocurrency | post | r/CryptoCurrency | 2025-04-19 | Z0FBQUFBQm9DbVhRbGUwVFllR2lBUXljTWxBNjlPODVYbHVqY1BoRU9BYkRWZ1Z2YUlCc2hCdG9RTkVBWkoxLVEwY0pDdUNzd0xCcjlwUGxLdTJ6ZGo3MWxwNGFNdTF4Ymc9PQ== | Z0FBQUFBQm9DbVhRMmZBN0RlcGZiN2Nyd1Z3SHpJNUZWOENvbHQycGlPZEFxYXE4WTdNSm9vbXgtV2JJZXhYT0lWR19sTkJqVk1EREt3cjZVWjNEczFBcGphc1ZXVlk5c3c5ekZGRUs2YXhyYWdhZ083TFdjb3EtMk9jWnBlUXlzTjRoOENpQ01lRlQ0MjFqcVNGQkFwRC1IMDZQZnVrbzJFMUNHQ3d3S0N3Z3lfSWFsSEpIN25saDdCNjFiRzNpeWRxY1QtNVl5bHdBSTV2cTZJNDdSZmlfYWNhaHJCcmJEUT09 |
Let’s say you showed up to a place that was running production out of a couple of monoliths. 3 or less complete monoliths integrated front end and back end requested routed and responded from load balanced vm hosts.
Is that valid for 2025 or would you call for a complete product re architecture let’s say loosely to separate front end and back end services and you loosely assess each monolith would have 6-10 micro services by domain so 30 or so services | r/devops | post | r/devops | 2025-04-19 | Z0FBQUFBQm9DbVhRdHJ1MmZacERSMFQybUlxMU1sdmJSbldCR3Q5cVdjRkNyemEta3ZqckdmMU50cGlKdWZEdlpzNzdiNVVyRlFhZFlCT24tMmVUR2JXeXd4U0VmOFZtLXc9PQ== | Z0FBQUFBQm9DbVhRZ2ZzMzFfdTdMOWFRbHg3YlZ6bGIxNFctMDh3MDVURTd0UmxBUFVva3JzbldUb002OWRuOTJRbk5TVGFBX09Bd2IzT0FmbVlROHNJbi0taUN2Ui1rNHh6VmNRYmkyV2hrZzZrTnd0clNKUFZ3ck90dmQ5bEJ2SkVqdjFwN2pYTHdhZ2F4eFhHVXRkNngwSHNQYm5TNy1EbUN5Q0VuNWNIQWlHYktXRGo0bWRySjlaMGdETVg3THFzOW1CLWRrbEtJdV9VYlpfZkVqUFE0bmZCRXhVZVhDdz09 |
Back in August 2024, I discovered a linux distro called Dragora GNU/Linux. Dragora has a unique package manager called `qi`. For package instalation, Qi feel like `installpkg` from Slackware. For building package, qi takes some similiar approaches from PKGBUILD (Archlinux) and APKBUILD (Alpine linux). Qi uses a `recipe` as alternative of PKGBUILD, APKBUILD or slackbuild file to build package. Qi seems universal to use across distros, I’ve been actively using it on Ubuntu, Dragora, and LFS. | r/linux | post | r/linux | 2025-04-19 | Z0FBQUFBQm9DbVhRUmZQcDhVVjAtYW9rLWNEcllKWnh3ZEJBWmZyUjJ2d0RVOFFFTXR5bGxLdXV2Q3hiUl81SnNfcDBHb0xodHlNdG5EZnZRUVg3SVdnd1VyeFoyVDM2cXc9PQ== | Z0FBQUFBQm9DbVhRUC1BNlJsTHhfM0J3REJ1R2FWQVE3eWZqS09ndVJna2FoTUp5S2tlZjVybXN3MGZ4VFdSQmotQnV1eUpzVE9Ub0sxTjRDcTNIX0tCVjVudXdTMU92WGlZT2d1RGlDbHJvUk0xTDNfQngwMGJlNm52MjRZV2VLNmdjdXluMHVtVEhyZ3B6b1ZoQlFqbU1Ca3NITE5TcXNVM1BvZkdJSGhGZXFDVzFpNldDenZVOFFfSDhqU1dtUXR0OERKZlZ2ZjFV |
It seems like most roles are hybrid now, what’s everyone’s thoughts on the future of fully remote DevOps / Cloud roles? | r/devops | post | r/devops | 2025-04-19 | Z0FBQUFBQm9DbVhRcEh2NUJYU0xxWVVycmNCRENXN1pmN1RSN2FZSEl2T0hvMFhqOEVjNGdhM1paRWpyTWVnZTAxZGhsOTBsZXpjb3VVazNndDhPMnpoX3o5R0lOQ25jcV9Tc2xOeGUwUUhFRDVFX1RFOW9nemc9 | Z0FBQUFBQm9DbVhRWC05a1VXQVQ4Z0kxRnZHdkpodUhNNHBMSzdLc210cHZkeEVVaG81S0xpMDdyZUxfNnlDYi1feW9MalZieERmaWlfZEp4RVFrX085S1dndVJmZnQ3NEZ1OXlBRmxEeHZsTWdvblJzZGFLU2d2SURJMjVPTHI0TC1oY0tTYVAtZGFjQW0yekVmcXN2ZUtZcWExYXZUNTQ0UDd6VEZoSmlWQVNVVkV1bERkN0xOZ0V6U0otckJZOUplZ0JuUUtRMFBp |
Are any of you stuck managing GHA for hundreds of repositories? It feels so painful to make updates to actions for minor things that can’t be included in a reusable workflow.
How are y’all standardizing adding in more minor actions for various steps on PR/Commit vs actual release? | r/devops | post | r/devops | 2025-04-19 | Z0FBQUFBQm9DbVhReGlrODZZZk5weVVqUWRUc0JDZUJMUGMtcFNBUTFhUzlMY0hPbWhMLXZ5aDlyMDFlbTNsVG9NbElMQ1BaZWxtYXlYNTZkeEdEZTNyTVN3RF9mUFdlUVE9PQ== | Z0FBQUFBQm9DbVhRUzBwRlBHcE5odlA0TVhpRzcyYnI2VWRycHZUWEgwQmJOR2NCSk9GbzdtNi05TzhSaWt6TFFfMEpFblQ4bFYxMGhzZHJ0ZC01TDNKaFNxSHU3MnpaMDY2RHowVURJTFNRTEt6d3dZXzhJOEVqRGxIS2NnNDdyeEhhN3psZXB5dHp0MGNOTFFoMjROWkw4RnNYWGVUdGlkUjRWdllId3QwWGdZNzVONHFTWW5nPQ== |
Luckily, this is something I’ve only experienced once at the agency I work for, and I hope it stays that way.
A couple of years ago, we had a client who pushed the boundaries of our agreement during the build of an e-commerce project. The approved design and signed quote were for a basic webshop, but during development, they suddenly wanted Amazon-level features. In the beginning, we were at fault as well, thinking our young but talented colleague was ready to build his first shop. Unfortunately, he delivered a messy end product. As the more experienced developer, the responsibility for resolving the issues fell to me.
We promised to fix everything and develop some extra features at no cost to make up for the initial issues. I felt partially responsible for the rocky start, so I wanted to do everything I could to make the client happy again. Unfortunately, the client took advantage of that, and the list of additional requests kept growing. This led to delays in my other projects and, on top of that, a great deal of stress.
After the launch, they immediately ended the collaboration and switched to another agency, even offering parting criticism despite having been appreciative towards me throughout the process. It felt like a slap in the face after all the hard work.
Fast forward two years: their webshop is thriving, and they’ve now reached a point where they want to further customize it, both in terms of features and performance. However, their developer wasn’t able to handle all the tasks, so they contacted me to see if I could help them out.
The truth is, I really didn’t want to take on this project again, so I drafted a carefully worded email expressing my feelings about how they treated me and ended things previously, asking for an apology before I agreed to help them out.
Furthermore, I gave an exaggerated time estimate for the requested optimizations, thinking they wouldn’t agree to it.
Unfortunately, my plan didn’t work out as expected. They apologized and agreed to the time estimate. As a result, my boss insisted that I take on the job anyway.
I’m interested to hear about your experiences with clients who left on bad terms, whether they came back later, and if the collaboration was resumed. Did it go well, or do you regret working with them again? | r/webdev | post | r/webdev | 2025-04-19 | Z0FBQUFBQm9DbVhRT09ueTRFTTQtRHNKeTdGZ1NsN2lrUTE3M1NVaHQ0NTkyU25xcHR6bFRLaU1DWnFZU19fTWxKZUYtNW4tZVBfdHkyNWNaelBnQWZucGxncThBNDlCN0E9PQ== | Z0FBQUFBQm9DbVhRNzlVVDJ3QmJTbElMcWhfV1VQN3gzZnR5YjY0ODRaVTVOT1d2Q1gzV3JFenQxV3Z4akwzMXRZZEZHdkdpbHVodUUxTFYwN0pVWFMyYWhBOHpjRjBtcEU5MVlTYTJxRHJ4Y0QwWEc4WVAxZkllUjFhR3ZBSHFqbTBQMVhKeGNBcWU5dF81Z1B5TU42OF9STEF4WDcteExfYzhOSDBHMFZTSHo2cHg2QTVybHpvMmMwSHlVZTl6elMtcEViX1hEWmVR |
Hey folks,
I’m currently preparing for DevOps/Cloud roles as a fresher (off-campus), and I’m a bit confused about the level of Python and DSA that I should be ready with. | r/devops | post | r/devops | 2025-04-19 | Z0FBQUFBQm9DbVhRZ25zRm8ybkszZmJDQzdwOHZKUXhBWHUxLURtbDVvLUpNOEw0NlhxcTJHVk5qTUlIQWVkWV94a04xNDNKenBrRENIOXBJclBka1VMa3N3TDI1VVpjcUZqZnNrUXd6T181dGhVMEMwbTNnQVE9 | Z0FBQUFBQm9DbVhRSU9JMU9kNFJjWnVRZEU0UG5oaFctSWZ2R08wVklJWTNYdzZOaWwtNEt3ZThNX0MxbG9wRk1tRmpnbmRlR1BTdFN5cGlBQzNGVXZWN19XbUp1dk42LWVPM29GUmpHZWVRdGhKT0FrTldtZGhjVWxxalB1YVpUQkI3b0ljZXRnTU9KTXFuQlNzeW9ibUJKZmhrR29wSGY3Y1BlU25HbGw0bFdCeDNXZXktbHNTdGUzSURJVmVrSkxVcDNKU1BfZVNa |
What have you been working on recently? Feel free to share updates on projects you're working on, brag about any major milestones you've hit, grouse about a challenge you've ran into recently... Any sort of "progress report" is fair game!
A few requests:
1. If possible, include a link to your source code when sharing a project update. That way, others can learn from your work!
2. If you've shared something, try commenting on at least one other update -- ask a question, give feedback, compliment something cool... We encourage discussion!
3. If you don't consider yourself to be a beginner, include about how many years of experience you have.
This thread will remained stickied over the weekend. [Link to past threads here](https://www.reddit.com/r/learnprogramming/search?q=%22What+have+you+been+working+on+recently%3F%22&sort=new&restrict_sr=on). | r/learnprogramming | post | r/learnprogramming | 2025-04-19 | Z0FBQUFBQm9DbVhRU2s2ekFFMEtXSmRCYmZWQ3Jqb2ZpZkFSaUk0U0ZGYnpVbDd6QnN3X3k3a3UyOWduc043V1gweXBqRGU2WDVGdjN6UmFXZWQzQzZILWZRdjRVQUtKOEE9PQ== | Z0FBQUFBQm9DbVhRUWRUSk5qUm9iWVpwd0dJRVFPcWtBcThBcEFvczBCUTU5ZUVCdDlKcXhva2Vvc1RabmU3WHJGd2lnY1lQWTJmd2dqRWp5NGdYUExCbUcySU5Nc254aFRTd2ZfMUFPczhGS0E2SG1FUTk2OEpBeHRJOWZFMEp5bUlETWJBdWtub3FkNXdxbWxUYjQ3cnE0ZndvdEVaOVNEQ3RTTHBEMElGNEVCS1FaMl91dHEyMU9XdXpCSTNWVmNLUktoR0hFVV80dHZ4TWg0cXZ5ampHNmc0Szk0bzlKQT09 |
I had SOL at a very high price and it took me like 3 years to get cut at even, I just thought that Ethereum Classic could be a clever move since the 2021 bullrun was fucking awesome. I guess I am a long run who really believes there will be a nice bull run for all of us to get a nice return of our invesments. | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9DbVhRZ3dkYjNZUHhUazkzTHVXdzJsclhQVVJLU2JuTzRGVkw1Nm5JUnNyVXR3cUhKQi15MVdOeXBwM1NBOXNhZmQtaGt5N001YjBkOV8telV4WVFKb2dULV9lRzFoT2JVbjUzaUNpMmxSMERneHM9 | Z0FBQUFBQm9DbVhRTmdWZjVSeG5hYjlZMVhpRTNNNnRyTUV0RFBiYTlMWl9KNXhaVENXdkRiWW9UVHJERGttVnliSGdfbE43VEhfUmx3WTZncjRCNkFIRl96eDNLZ1paWWJ6X25kMmpnYkRWX0pvcnhjQTdRQmo0QWl3VXFNLVRyeTA3TjljYUpHZThTbGtKTXJNd3g0MkU1RUxfcW9tZDRPcm01MWVSb1NlSWlNUkowaUhQRDYyR0hUalBaamVodXplUVhLQWpjeDRQ |
someone asked whether they should buy gold or bitcoin. here's the answer. | r/bitcoin | post | r/Bitcoin | 2025-04-19 | Z0FBQUFBQm9DbVhRLVF5eEJWZnhhdEZwc24wR1VralZPemI1bGRpRXZDc210VHBBVHJKYTBQY1BObGhwM0ZUd2ZZYVdqbDhGSXNSNXhYZTJ3OVJQQTloQlY1eFE3VWt3TEE9PQ== | Z0FBQUFBQm9DbVhRczBSNU01QkpyVk9UTUt2WnVlV09tSVVjeUxHV1ZIVUZyMHkxRW1lV0NGQ1ZjNlA2eU43TE00T0FDZTh6Qi1UT1k3RW9TX092QmFUejBzbjZuakpyMU5zVWp2T2lkRmtLWm8yelNXN1hYanFtOGxOTGQ0Nnl3eGdzTGJYWE9OWGVvb2cyZlZLcG9VQlQzNEc4WmhBejVpNUZpeHk4WEdNUktrZEVrRlhnYUg4TERGWGxvZ0h2RzN0VUZYakRBN1M5 |
I truly believe it will pass the 100 mark. I have seen and listened to many people who believe it will get past the 500 mark. In crypto anything is possible, but would you mind explaining that 500 usd prediction? I see the chart and i don't see it past 172 usd. Thanks | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-19 | Z0FBQUFBQm9DbVhROXV5SXpZZ2ZmakZEVVdfaVJVWmZTWEpOcXZpS2V3cDYydlZPclZMcmkzTTFGcktjYndER0V0UmdraS1fZTJpQ0tDaXFNcjdOMVNucnUwc2RDdmY3VkUtWWVMdzRPeUVtNEtNcWNxQXhIUWc9 | Z0FBQUFBQm9DbVhRZkJ3RmFUVmtMVE5tM0Z2Qjc4UHBPZHprem9lQjdyMWZ5ZkJRckctSHI2ZHhCVmluaFduTURKTVJDZ003ZkpjSUZSblVYbnEwZzlaaXk1Nk8zZ3FTSU5YNWhLYzRuczRqaDZoX2g2UjZ5YzVGcjJSaE5aeXlHUEdsRUZPMlFmS3l3MXNrcUdsNDNHaER5dGUtR1dLc1phLTRSY0tObVBKZGk0YkRUV0VfWW50aEZzTVVhQXVDWXlHS09yRlpoem9M |
Some facts:
1) GCC sovereigns are investing in bitcoin at an accelerated pace as per reports
2) GCC public companies give more than 50% dividend payouts, so have high cash generation through their existing business
3) GCC tax regime is very favorable - no personal gains tax and low corporate tax. This setup becomes important if you are expecting high capital appreciation
4) Some Companies in USA, Europe, Japan, India and China have already adopted the btc #hodl strategy and generating value of equity holders
Still I don’t see any GCC public ally listed companies making a move.
| r/btc | post | r/btc | 2025-04-19 | Z0FBQUFBQm9DbVhRMEhpT2loS2k2YS1lUlhpY2p5ZFdZNWZTaFVlMVNtUlF0N0o5OEYyNC12VmR5Unk1cDlQSVBHb19qSno3Vzd0QkRnVXh6MlFaa2M1cS1MR19IR3hIV0E9PQ== | Z0FBQUFBQm9DbVhRRUZ3dHhVWVk3eTlER2dHQUZwdDc3NkFiaGdPSzVaNjR1ZjNuekc4XzdpZ2lhcWNGV05hQVVqbS1HLVdvaXl1cThzV2ppWU95MkxQU0xEMFBHdGluZmx2dEFxUTFsR21IRnJaalpobmFuUkNnNmh6SmY5NHd1aEhyanBtRjF6b2lMYXk2bDZpdFJCZDFudkZ3VEVWRmUyTm03VGRheG93STNmejE4MmVvaTFqVVBzSGd1TlNFOFFnVnlCX1ZtU0ZMc2tCeDYxMXpXX2FIT1YtUmlpbDAyQT09 |
I ran the latest [iscaldata.treasury.gov](http://iscaldata.treasury.gov/) data through AI to get a summary of the US debt situation. And yes, it really is that bad. That is why I buy Bitcoin. | r/bitcoin | post | r/Bitcoin | 2025-04-19 | Z0FBQUFBQm9DbVhRQXUyekFqekhfVUVZSFVDLVJFWk1YcWhMVVlYZnJrcVJzQUpuNkhDUW1tUUI4R0NKU0xNUkd3aUtZZ0JXV0VHVC1CZ2RhNHRlTTdfNjlQa2VBZ0xRa2c9PQ== | Z0FBQUFBQm9DbVhRVWRaN3JJeUFmVC10SjNLUFZFNE81UkRKQXhDUm9MNnFHQVBTV1RrdnpLY09pcC1lVDJ6dF92TTNjX3Ywb0k3cjAzTEJIODdkdjZHa1JQMWJpUm4xLWpRd3dIaG1fcHRJQUE1SXMwQnhURTktTE54Nzg4N1FuVUJ5OTBKSnp6VjVXNzNhaXI2V01WbFgzVjVXbzFuNUEzZkxaRUVLWHFDVkV1eVlrOU53bDl6VkxsMFc2SldFUGhpU0R2ZHlNWnk0 |
1. **Johnson & Johnson**: 15% of AI Use Cases Deliver 80% of Value.\[1\]
2. Italian newspaper gives free rein to AI, admires its irony.\[2\]
3. **OpenAI’s** new reasoning AI models hallucinate more.\[3\]
4. Fake job seekers are flooding the market, thanks to AI.\[4\]
Sources:
\[1\] [https://www.pymnts.com/news/artificial-intelligence/2025/johnson-15percent-ai-use-cases-deliver-80percent-value/](https://www.pymnts.com/news/artificial-intelligence/2025/johnson-15percent-ai-use-cases-deliver-80percent-value/)
\[2\] [https://www.reuters.com/technology/artificial-intelligence/italian-newspaper-gives-free-rein-ai-admires-its-irony-2025-04-18/](https://www.reuters.com/technology/artificial-intelligence/italian-newspaper-gives-free-rein-ai-admires-its-irony-2025-04-18/)
\[3\] [https://techcrunch.com/2025/04/18/openais-new-reasoning-ai-models-hallucinate-more/](https://techcrunch.com/2025/04/18/openais-new-reasoning-ai-models-hallucinate-more/)
\[4\] [https://www.cbsnews.com/news/fake-job-seekers-flooding-market-artificial-intelligence/](https://www.cbsnews.com/news/fake-job-seekers-flooding-market-artificial-intelligence/) | r/artificial | post | r/artificial | 2025-04-19 | Z0FBQUFBQm9DbVhRN2dOQ0pwY1pCeDFQM2lPd2JqcHYxTE90VlJUS0VKVVJDUjQ3TW9rQlA3TlprWW0tby0xdDVjM3ZuRzVVUnUzcXB5QjlocHo1T0VtLVcteEJ4ZG0xWmZmSUZRQmpoNV9lY3ZLM2Q2MXNzYjQ9 | Z0FBQUFBQm9DbVhRLUt6WFY3UzhtM1NOTHN6NVRtU2phZll1Ymg1NXNOOXFHS2tvT01OLXFIYk55MEdFWm9DcTF4WVhjNGdlVEpFZ1M5R3BsRjRRUjlUSTQ1Y2JzX09QSVgwR0hLZTFQOXd4UndqaUpZY0RMTlMxd0YtakpKSFV2N1QxUXAwSTZZck00NkdGMnR6azRNY05kblVBaFBiWktibW55NHJvOFNUUDY2VlJtOGgzcmwyaWFFZjgzMHJobnFKYUNGUnNJeUQ3 |
I’m new to using TensorFlow (or at least relatively new), and while yes, it took me a while to code and debug my program, that’s not why I’m announcing my incompetence.
I have been using sklearn for my entire course this semester, so when I switched to TensorFlow for my final project, I tried to do a grid search on the hyper parameters. However, I had to make my own function to do that.
So, and also because I don’t really know how RNNs work, I’m using one, but very inefficiently, where I actually take in my dataset, turn it to a 25 variable input and a 10 variable output, but then do a ton of preprocessing for the train test split FOR EACH TIME I make a model (purely because I wanted to grid search on the split value) in order to get the input to be a 2500 variable input and the output to be 100 variables (it’s time series data so I used 100 days on the input, and 10 days on the output).
I realize there is almost definitely a faster and easier way to do that, plus I most likely don’t need to grid search on my split date, however, I decided to after optimization of my algorithms, choose to grid search over 6 split dates, and 8 different model layer layouts, for a total of 48 different models. I also forgot to implement early stopping, so it runs through all 100 epochs for each model. I calculated that my single line of code running the grid search has around 35 billion lines of code run because of it. And based on the running time and my cpu speed, it is actually around 39 trillion elementary cpu operations being run, just to actually only test 8 different models, with only varying the train test split.
I feel so dumb, and I think my next step is to do a sort of tournament bracket for hyper parameters, and only test 2 options for each of 3 different hyper parameters, or 3 options for each 2 different hyper parameters at a time, and then rule out what I shouldn’t use.
| r/machinelearning | post | r/MachineLearning | 2025-04-19 | Z0FBQUFBQm9DbVhRdE9XOC05MjRMazNGMDlHN1VzR3MzaFBreGRmRjM2R1I2XzRmdFdPYkdBWmM1MldZT1lGdnE2OG1KS2VtQlJ6eGhseFdYclhLenVHTmx2UWVLeHZNbnc9PQ== | Z0FBQUFBQm9DbVhRRVpjeTMwenl2WkIwVnN5bU1BNVJodVdQSHg5amdMTUJpdUpfa1d3RUNOcG9tTDdnalhkb29FLWlvOFUxRTZGV09pQk8yMnZyUTlvNVVLZVk1MFkzSnFmdUlsX0ptSS05NXBlZDVQX1ZhcDI3Q2EyMTl6Z2RWUVdna0ZKUTNtZ0pnOEpidEh6R0huTkdua1VlN3h6RUVZTVFzQmtMWlJWWV8wWHNrRFdJd1JuUVhBaTVaMUJ2Y1piSmhTRWVEbmF2 |
I have tried to build my own project with the idea of replacing atm cards with fingerprint but fingerprint sensor is costly and mobile sensors doesnt work as i expected . And a finance managing app but it is saturated and boring topic soo i left it out
Do u guys have seen any cool projects please share. This is my last chance to prove myself ...
:( | r/opensource | post | r/opensource | 2025-04-19 | Z0FBQUFBQm9DbVhRQkdfb3EzM1RhWXNxRGVXRE1IdnZ3RmYtNklvenRyQmtPaTI2QjhUQ2lnNlNGN0E5a3VRZ3JjU1QzUDcwbENkaE91SWpGcmRpZW5vaWNwRmh2eWRJN2VMRjFPdzNyVFVtbkphWDd2emdWc2c9 | Z0FBQUFBQm9DbVhRemZsZG1ZVEhmTmIwNDlXME9GcE5kTGxyT1FGZGJXamc3V05RbGhSZXJLUmo3SXR2RExYV0JKQVBoUmdYNjBUNmtCeUpRcFFtZTFXNXZQZi1HUDdLbnBULWNzdlpFYjBCckI3QkxrVUpsZWI2d1ZQRU5LLXBybU8wdVJQczRHVFdnOVluR0ZGelJ3dkFhaDdRakhqd3RsUTVnQWRyeFZMY3NWNzRFb2twWHYtWUx4c2VyVjVmdkYwZk9DcG00VXVsZmlad1Q0WmtNOVZTQmphRXhYTjVZQT09 |
The new NIST encryption protocols haven't had a ton of time to be integrated, but some applications have added CRYSTALS-Kyber. For example, Signal added it as a second layer of encryption.
So does anyone have news about where Linux is at with post-quantum full-disk encryption? | r/linux | post | r/linux | 2025-04-19 | Z0FBQUFBQm9DbVhRenpzNVRSMDYwVFFqWnhVbmk0eDRIZko0V3R1ZnIyeG5jY0F4b2lhc1lEY2VyOUF2MWJMVmlzSHZPV1UxQ0dGUmdiVHo2eWVTVGc2bDlDMjZWa1lJYXc9PQ== | Z0FBQUFBQm9DbVhRUjdDbWJnaU1BTjVkeGdjejUtN0lqd25qNmxJeDVhSF9BRl82WW0tbGpINDZNME41U29FdXFwYS1EdmRFYTZCbjE3Z0dBcDY3bjBZUWV0U01EbDhsMzNQMVlHVU42b3dVeWN6WkQ1QlhvS3RGT2ZYTjZ3LVNTNjg2ZXRvSDRsRjloVFctLXlnZS1YbGtqZHhKbk84MmhWZGtSU2RLTHlDajFSdjF3SE52cE01elhjdkxCM0xtOHpMbV9pQ0NKaG5I |
https://www.seawolves.rugby/news/former-nfl-superstars-marshawn-lynch-and-marcus-peters-join-the-seattle-seawolves-ownership-group?fbclid=IwY2xjawJwDSNleHRuA2FlbQIxMQABHjgI3tfruOGtVr6TgDyZKqaYuO7hnD0asZ--x9Uco3PVO_Dr_YQ5SOdVb7ji_aem_PalgiiZ0-XIpcj-8s73Z2w | r/rugbyunion | post | r/rugbyunion | 2025-04-19 | Z0FBQUFBQm9DbVhRUXRZU0JMeERpVVN6YUlrSktFMlNrbjZsZ3hCWnVlUUxMRnJtSjFSSGlIOFRBT2ZaUEVhZjgta0VWck5RNl9TVVYwQzE1SC1yV3BQWlVna2w2WEg0cHc9PQ== | Z0FBQUFBQm9DbVhRdGRpcThjNzdzM1hPUlpwMDYwY3F6bzdpWXY3VHFRemF2WGNNVWFFODVmQUF5N3BsTlNmaWlFSHU4ZXgyRDlTWmR4VjlyYW5ReFZxeWJCNWpCazF3d0ZtQWptSldaZGljTFU3ZXN4MDFEOW4yYlg4VnlfS2ZNOGxRM0twS25WRTVNNkxOdkhxeWFLVFNsN0xzcG5Vb1J6VU5UYlE2V1pkMFFURmVfdHFCSWVvM0MyS2I0Rmx4c3UtTDNVcTViYVMtamwxUUhfUmhLb2hUbWVhYmU5VEFUUT09 |
this ones gonna get the FBI on my trail again but some of you need to hear this:
we are NOT going to build real artificial general intelligence — real embodied, intuitive, fluidly human AI — by feeding models more sanitized reddit posts and curated YouTube lectures. we’re not going to unlock understanding by labeling more “walking,” “hugging,” “talking” in some motion capture suite where everyone’s wearing clothes and being polite.
the most important data in the universe is the data nobody is collecting.
the private. the shameful. the disgusting. the naked. the sexual. the real.
and until we start recording THAT — until we burn the awkward, intimate, viscerally embodied human experience into a training set — we are just building paper dolls that parrot sanitized fragments of real life.
you want embodied cognition?
you want real social intuition?
you want to stop AGI from hallucinating what it means to be alive?
then you have to start recording people pissing, crying, fucking, zoning out, hating their bodies, pacing in shame, masturbating out of boredom, touching themselves without wanting to, touching others with tenderness, consensual nonconsensual sex, and ALL the moments you’d never post online.
i can’t do it. not because i don’t want to — because i do. but bec the stigma. no one wants to be the person who says, “hey, what if we recorded naked people crying in the shower to train an LLM and also put it on the internet?” i’d be labeled a creep, deviant, pervert, etc. and yet the perversion is pretending that the human experience ends at the skin.
so here’s what i propose:
most of you reading this are young. you’re in college. you have access to people who are down for weird art projects, weird social experiments, weird tech provocations. you can do what i can’t. and if even ONE of you takes this seriously, we might be able to make a dent in the sterile simulation we’re currently calling “AI.”
⸻
THE RAW SENSORIUM PROJECT: COLLECTING FULL-SPECTRUM HUMAN EXPERIENCE
objective:
record complete, unfiltered, embodied, lived human experience — including (and especially) the parts that conventional datasets exclude. nudity, intimacy, discomfort, shame, sickness, euphoria, sensuality, loneliness, grooming, rejection, boredom.
not performance. not porn. not “content.” just truth.
⸻
WHAT YOU NEED:
hardware:
• head-mounted wide-angle camera (GoPro, smart glasses, etc.)
• inertial measurement units for body tracking
• ambient audio (lapel mic, binaural rig)
• optional: heart rate, EDA, eye tracking, internal temps
• maybe even breath sensors, smell detectors, skin salinity — go nuts
participants: honestly anyone willing. aim for diversity in bodies, genders, moods, mental states, hormonal states, sexual orientations, etc. diversity is critical — otherwise you’re just training another white-cis-male-default bot. we need exhibitionists, we need women who have never been naked before, we need artists, we need people exploring vulnerability, everyone. the depressed. the horny. the asexual. the grieving. the euphoric. the mundane.
⸻
WHAT TO RECORD:
scenes:
• “waking up and lying there for 2 hours doing nothing”
• “eating naked on the floor after a panic attack”
• “taking a shit while doomscrolling and dissociating”
• “being seen naked for the first time and panicking inside”
• “fucking someone and crying quietly afterward”
• “sitting in the locker room, overhearing strangers talk”
• “cooking while naked and slightly sad”
• “post-sex debrief”
• “being seen naked by someone new”
• “masturbation but not performative”
• “getting rejected and dealing with it”
• “crying naked on the floor”
• “trying on clothes and hating your body”
• “talking to your mom while in the shower”
• “first time touching your crush”
• “doing yoga with gas pain and body shame”
• “showering with a lover while thinking about death”
labeling:
• let participants voice memo their emotions post-hoc
• use journaling tools, mood check-ins, or just freeform blurts
• tag microgestures — flinches, eye darts, tiny recoils, heavy breaths
⸻
HOW TO DO THIS ETHICALLY:
1. consent is sacred — fully informed, ongoing, revocable
2. data sovereignty — participants should own their data, not you
3. no monetization — this is not OnlyFans for AI
4. secure storage — encrypted, anonymized, maybe federated
5. don’t fetishize — you’re not curating sex tapes. you’re witnessing life
⸻
WHAT TO DO WITH THE DATA:
• build a private, research-focused repository — IPFS, encrypted local archives, etc. Alternatively just dump it on huggingface and require approval so you don’t get blamed when it inevitably leaks later that day
• make tools for studying the human sensorium, not just behavior
• train models to understand how people exist in their bodies — the clumsiness, the shame, the joy, the rawness
• open source whatever insights you find — build ethical frameworks, tech standards, even new ways of compressing this kind of experience
⸻
WHY THIS MATTERS:
right now, the world is building AI that’s blind to the parts of humanity we refuse to show it. it knows how we tweet. it knows how we talk when we’re trying to be impressive. it knows how we walk when we’re being filmed.
but it doesn’t know what it’s like to lay curled up in the fetal position, naked and sobbing.
it doesn’t know the tiny awkward dance people do when getting into a too-hot shower.
it doesn’t know the look you give a lover when you’re trying to say “i love you” but can’t.
it doesn’t know you.
and it never will — unless we show it.
you want real AGI?
then you have to give it the gift of naked humanity.
not the fantasy. not porn. not performance. just being.
the problem is, everyone’s too scared to do it.
too scared to be seen.
too scared to look.
but maybe…
maybe you aren’t.
⸻
be upset i wasted your time. downvote. report me. ban me. fuck yourself. etc
or go collect something that actually matters. | r/artificial | post | r/artificial | 2025-04-19 | Z0FBQUFBQm9DbVhRNS1QS1JjU0dRSjhxOWtuLVBSOGc1TjlVeUd1cGc1OUdNQ1NXNkRPUnpSbkZkOWp2djgtQzhuMURrWWYxMU1fTWdFb1haRlFFbUlNVldxaWRxZC11MnBQeGJ0Y3VHdGRsTEE5Tjh3MlFOdk09 | Z0FBQUFBQm9DbVhRV0M5TzNjTEc5R3c0NXpUTHBOOWxkdF80ak5Kek8tU2oxS3NQSWkxcktnby1WRGZ5UFRmNWRpdWhZamFCS0hXOVBqa3UtYVlyVThyc1F1MHYxM1lmd3g2U3dsdVhTdW9yVko1UkpRWDVqaTE2aTk0VXpjSkFEMGxFMEdhYVlleDNpbzhnaTMxSnNXekd3eDlWOUpQbmE0dXk2RG42TTdJQm1nVU9SdWdWRmtSTU1OZkFjYUNBdUozcElkZVdveUJVemV6X0Fwb0xoNHlucWZjcGZKdUZMdz09 |
Hey folks! I'm excited to share **Nebulla**, a high-performance text embedding model I've been working on, fully implemented in Rust.
What is Nebulla?
Nebulla transforms raw text into numerical vector representations (embeddings) with a clean and efficient architecture. If you're looking for semantic search capabilities or text similarity comparison without the overhead of large language models, this might be what you need.
Key Features
- **High Performance**: Written in Rust for speed and memory safety
- **Lightweight**: Minimal dependencies with low memory footprint
- **Advanced Algorithms**: Implements BM-25 weighting for better semantic understanding
- **Vector Operations**: Supports operations like addition, subtraction, and scaling for semantic reasoning
- **Nearest Neighbors Search**: Find semantically similar content efficiently
- **Vector Analogies**: Solve word analogy problems (A is to B as C is to ?)
- **Parallel Processing**: Leverages Rayon for parallel computation
How It Works
Nebulla uses a combination of techniques to create high-quality embeddings:
1. **Preprocessing**: Tokenizes and normalizes input text
2. **BM-25 Weighting**: Improves on TF-IDF with better term saturation handling
3. **Projection**: Maps sparse vectors to dense embeddings
4. **Similarity Computation**: Calculates cosine similarity between normalized vectors
Example Use Cases
- **Semantic Search**: Find documents related to a query based on meaning, not just keywords
- **Content Recommendation**: Suggest similar articles or products
- **Text Classification**: Group texts by semantic similarity
- **Concept Mapping**: Explore relationships between ideas via vector operations
Getting Started
Check out the repository at https://github.com/viniciusf-dev/nebulla to start using Nebulla.
Why I Built This
I wanted a lightweight embedding solution without dependencies on Python or large models, focusing on performance and clean Rust code. While it's not intended to compete with transformers-based models like BERT or Sentence-BERT, it performs quite well for many practical applications while being much faster and lighter.
I'd love to hear your thoughts and feedback! Has anyone else been working on similar Rust-based NLP tools? | r/machinelearning | post | r/MachineLearning | 2025-04-19 | Z0FBQUFBQm9DbVhRRERZMjNjZENWOWlVNmJBSHBFekdxVWN6Q3VNdmx0OElMaXUwb1VuUl82TUM4NHdRNERuczZmNi0zLTV2N202TGs5enNYVC1pbWRQY1ktRjEwaVR6VmpzMHVZNUVneHlSVk1VRlNwa3d0eFU9 | Z0FBQUFBQm9DbVhRd2o4ZFJxdTg1a1dQT3FEdzNHOUFOT1BSanJoMVF6MU1kU1lNVlpEbjVyRVlfSHdWdGtpQV9GQUpVckVQV0ZQUGtSNVRiMDRwUDRsZmVQWjhNOGl6aUNubU9vcms5Um5BbmFJeFJBb3RIYnRnUUE3bHBoS3M3XzZyTEtmcm80ZEdfNGpIUE90enVRTkNJb2hfUUJaRDl2QlBYbURDNUlTR0ZYWUhFckRRenc1U1FCb1liQ2ZhSDVkbGNmTWl6Zm5vUl9KbEMtOE56dmIxaG4xNjUtUnhrQT09 |
Hi all, when you edit a helm chart, how do you test it? i mean, not only via some syntax test that a vscode plugin can do, is there a way to do a "real" test? thanks! | r/devops | post | r/devops | 2025-04-19 | Z0FBQUFBQm9DbVhRYW1BOFVBOU84b3c0WHpVSnFWNzNyWURrZ2dUbGlDdTMzMHpjNGNNTGczWDhXd3c4NVZSbzJsSFRVQzl5M1R6aHdvbElONzBuQ1hXOXRQSXl6Sm5MU2c9PQ== | Z0FBQUFBQm9DbVhRbjA3LTlucTI5dkFnYlJaSTZhU3M0VHpkTWQ2ZnNlc3l6djJsTlh2RzB6RzJJMVlibmk5YWdaZFJaUEN2LUtsVkxKODFzamtKRmhrRnk3R0ZKMEJqQjVONUdtNG1VTXJyUkMwRlM5UjdPUjhNZE9IaVAwMXpBS3oyRms4T3U2SXI5Y0Jxai1fNzZ4T3F6T01FU3U3a2FwY25DSzBDUFRMYnVRaDBrWHVQRUh3PQ== |
okay so i’ve been reading about software architecture and i keep seeing this whole “monolith vs microservices” debate.
like back in the day (early 2000s-ish?) everything was monolithic right? big chunky apps, all code living under one roof like a giant tech house.
but now it’s all **microservices this, microservices that**. like every service wants to live alone, do its own thing, have its own database
so my question is… **what was the actual reason for this shift?** was monolith THAT bad? what pain were devs feeling that made them go “nah we need to break this up ASAP”?
i get the that there is scalability, teams working in parallel, blah blah, but i just wanna understand the *why* behind the change.
someone explain like i’m 5 (but like, 5 with decent coding experience lol). thanks! | r/softwareengineering | post | r/SoftwareEngineering | 2025-04-19 | Z0FBQUFBQm9DbVhRVTJXZUpXN1RmbFgzM0NRUDhfMlZyQXRPYzJNd0NaNGhnenNlenZLeWlTaVhhQm9MYkpkVk5fbGZLaUFSTXFRVktZXzF0cURPRU9IZWY5S3otUlVPV19IZVlYcGJJeDU0X2tybWZ5bmp3Yzg9 | Z0FBQUFBQm9DbVhRY3dYQWxzVHdBcnZrYTZtRkV4czM5SngyU3hhM05KUWZ6TVdmVV90RUhfVTFidU9penIyU1M5Wmh0cEFjUlBiQ21BVi0yOEVweEY0NWhFWlpTZ2hqM1dzc0N0YndqcUEyWEthWGVMMEZHS0VPLVJid3ltS2trdFppSEgzbm53U3gzN19KS0tVTjhZU0RNZDFFNWdVWUlCUlN0RzlDQ045N0dCY3A1MlUzNndHMGVjRFZMdlAyNjhDenp0cndwck1XQlNTWGRJRFhnWXBXQzRsMUxmVl9kZz09 |
Lol someone didn't check their work.
So the column for found blocks and blocks in last 100. Some have question marks and others are blank.
Are you then telling me the site works fine and the blanks indicate?
Does it mean no blocks ever found or since last pool reboot or what? | r/bitcoincash | comment | r/Bitcoincash | 2025-04-19 | Z0FBQUFBQm9DbVhRdmVFODd6Q3FIc082amh4X1hiSFJreW84UFNTN3ZmdDhtc1pfOVlfSGlQemNQQ28wV1VwZ3ZqMm5HZmVjNXIzVUhSaWFPOE15S19lelRHbjFsX2g4bVE9PQ== | Z0FBQUFBQm9DbVhRUXpfMHhJYUU0NjlZWlNpcmR1MWZFQmJUT2VsQU5SOWVVOEdNWEpTZ3JsWXJ0bTBHUDZPMV9KUXJKMnZyTWdlX3dwZ09XcExScGtGRl9pMS1NMVFYQ0lHSk1kU0lRelF0aUJWZlAteUR6RDVjWU1HbHJwVlZoRE16bjIyUTJiWW1SSHlFWElFRldQSjNFMnVBWnMyWVc1MDhQQWhlNXRQVlotNXJCNXNqOVRNPQ== |
Just crossed with this rumor [Tweet](https://x.com/MerlijnTrader/status/1913261245077029136) about Chainlink LINK partnering with SWIFT and it would be quite a big deal.
https://preview.redd.it/wzww3q0roqve1.png?width=1600&format=png&auto=webp&s=8de1a8bdf44bbce574a316e1cc280299f530d0fe
So as the tweet and word on the blockchain streets says is that SWIFT, yes the same one that connects 11,500+ banks globally, might be partnering with Chainlink (LINK).
This is not just pure speculation, we dont have to forget that recent pilot with [UBS and the Monetary Authority of Singapore (MAS)](https://blog.chain.link/chainlink-project-guardian/) wasn't just a testnet fantasy, it was a success. They ran tokenized fund settlements off chain using Chainlink's interoperability layer. This is not little thing, we are not just on the early times that everything was FUD and we were "criminals", institutions are working a lot on developing things for the crypto future and it will be amazing.
If SWIFT officially integrates Chainlink's cross chain Interoperability Protocol (CCIP), we are talking about a future where global financial institutions can move tokenized assets across ANY blockchain, in other words, LINK isn't just a token, it is the plumbing of the new financial system and Ethereum will really benefit from this too.
The best part is that macroeconomics and market manipulation is giving us a chance to keep accumulating this unique projects before they skyrocket to the next level.
Source:
* Tweet: [https://x.com/MerlijnTrader/status/1913261245077029136](https://x.com/MerlijnTrader/status/1913261245077029136)
* Chainlink Powers 3 Major Use Cases Under the Monetary Authority of Singapore’s Project Guardian: [https://blog.chain.link/chainlink-project-guardian/](https://blog.chain.link/chainlink-project-guardian/) | r/ethtrader | post | r/ethtrader | 2025-04-19 | Z0FBQUFBQm9DbVhRWldTX2JDWlZHbzBZalRBMWRiZ3l4bG9yTE1sVm1rdC1hZmJzUk1TajNTd1RhWHg4b0NHMHVCYV9MX29hcl92alZBaXMxOU1sUzVSdkQ2ODJsLVdQQVE9PQ== | Z0FBQUFBQm9DbVhRZkhZZ0dUVzE3bHJIRng0TUF2NndUSU1MakoxeDJyazVsUEV5Q2pzRHpmTDhzbXd6ZGpEZmVpYXZNdzExTW1GbzZtbkR2NTFsV1NzMDY2SU9qUEJkaTg0LVVUOFlzYzNpaGRmODJrX1k1V3Q5YjdUNnppS2NOaE9WZFZ1SE03TVNSZWxLcGNGd3NFdHNEeGdYMW41MjMwUDFWWFlGYjhaakZKVVB0emVoLTduclRLbk5tVk8xbEYxVzdBZVF2VFVD |
In the article, you'll quickly grasp:
👉 .when() in action
👉 Direct operator methods
👉 Promise-based operators
👉 AbortController unsubs
👉 Default multicasting
[https://blog.codewithahsan.dev/native-observables-have-landed-in-chrome-what-you-need-to-know/](https://blog.codewithahsan.dev/native-observables-have-landed-in-chrome-what-you-need-to-know/)
| r/webdev | post | r/webdev | 2025-04-19 | Z0FBQUFBQm9DbVhRQXZlNXZweEYydldUZm15ZjdMeUtCcm4zT2J1SThha28zd3lsSmNKckowY1N1Vm1BTWhWY2VnLWNXTTF4QklvQnN0N0YwdnRwMG5TbjV5eTdyMEltN3c9PQ== | Z0FBQUFBQm9DbVhRamhWYm9oY0J2NERBT1FfemZ3Qk9iREJlUDlvOFNnQy1zbU1kSGhXTXVXN1UyOWZTX1JvZ0ZJUGZKTVZaaUs4MTZRRkRQQ0R1RFZPdXIxOVVoU2p3clJvSFJiSk9lNGRRSElwdDNNcHRiQlM3enFXd0R0RENCcG54ZVFsMVY0cFZCWkVINkNUU2lROFkwWGlkdzhXcEJyMW54Qy05ekVXR3BfTEtGNS1xa3I3bUY0OFM4d1FIQVMzSjRTWkVBLVE2 |
Hoping this is the right subreddit? I noticed that on kasouwig.com if you go to the search button it displays random queries under the search history tab— almost as if it was a Google search. I thought I might’ve had some kind of malware for a second but everyone I’ve asked has reported the same thing on their end as well. How exactly does this happen? Where are these queries coming from? There are a lot of wig related ones as there should be but that doesn’t explain why they’re in MY search history. Can’t imagine that a lot of people are mistakenly using a cosplay wig site as a Google search. | r/webdev | post | r/webdev | 2025-04-19 | Z0FBQUFBQm9DbVhRNWVNMkFYNjU3YjdLUXg5YXBUYmcxejN4Y1BZbjU5S3Q2TllWSXg4RlBnZGZ4ZXRMYkVXclNBVy1PdlhHMUFHVTBFT3B0cGVTX2trWEExNUJ5M0FpWkE9PQ== | Z0FBQUFBQm9DbVhRZEw4SHBtUTc5N2V5dFdYS0o5d19EV0hOOGkteHVLUFA4d05Vd0VuazRDNXVMaHRSLU9fbHpIdE03Wl93TWVkX251c2ZMYl8xMUNhTGxnd0ZxVDdrb3NLRW14M2x5SVA1cU5RODExUWp3SGZrQ2xaVFpSQmhld1lsWVNFZkx5N0U4cTFZTnp5SGFIZGptMWZEb0NiT1RXMGdUYXpWbTc0TFlzOVY1dG11RGh5OGdCdHNmVGtsU2JfNzN1bmI3QjRZ |
Of course! :) | r/neuralnetworks | comment | r/neuralnetworks | 2025-04-19 | Z0FBQUFBQm9DbVhROTFoWFZjWUROaFo2cEhYMTctMlFiRy10T2tSZGNDLURjaDZob2RxM3ZObEdZREZSRTFhNHVjV3U4TmxrYWFoOUtWNXVrRGVUeDFndjdPVDRKOEpwcEE9PQ== | Z0FBQUFBQm9DbVhRSHFDTjBua01lZmRZeDhRNU04WExfZEJGS0VSeElpZlUtSURkbXMyVlBmRTAtZ0tsd2NjOFR1TXhKTXhRSEx4Y0JrMWdUbXRHcmRTelU4akxBU2I2WTduRjBXLV9CYThIRzNnLVJjUlZHS3dLRzdVclkwQVhJZE1Qb05fYXVXSjRlYWZlOXhPRnZGeHVrdlVPYUhUZlZLcG81SWNnSHJuYkV6dmJKZVJXeTB2d3VtS3hGelNMQWJzMFBRajN2ZGNJ |
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