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There is the pending question wether or not LLMs can get us to AGI by scaling up current paradigms. I believe that we have gone far and now towards the end of scaling compute in the pre-training phase as admitted by Sam Altman. The post-training is now where the low hanging fruit is. Wether current RL techniques are enough to produce AGI is the question.
I investigated current RLVR (RL on verifiable rewards) methods, which mostlikely is GRPO. In theory, RL could find novel solutions to problems as shown by AlphaZero. Do current techniques share this ability?
The answer to this forces us to look closer at GRPO. GRPO samples the model on answers, and then reinforces good ones and makes bad ones less likely. There is a significant difference to Alphazero here. For one, GRPO bases its possible 'moves' with output from the base model. If the base model can't produce a certain output, then RL can never develop it. In other words, GRPO is just a way of incovering latent abilities in base models. A recent paper showed exactly this. Secondly, GRPO has no internal mechanism for exploration, as opposed to Alphazero which uses MCTS. This leaves the model sensitive to getting stuck in local minima, thus inhibiting it from finding the best solutions.
What we do know however, is that reasoning models generalize surprisingly well to OOD data. Therefore, they don't merely overfit CoT data, but learn skills from the base model. One might ask: "if the base model is trained on the whole web, then surely it has seen all possible cognitive skills necessary for solving any task?", and this is a valid observation. A sufficient base model should in theory have enough latent skills that it should be able to solve about any problem if prompted enough times. RL uncovers these skills, such that you only have to prompt it once.
We should however ask ourselves the deep questions; if the LLM has exactly the same priors as Einstein, could it figure out Relativity? In other words, can models make truely novel discoveries that progress science? The question essentially reduces to; can the base model figure out relativity with Einsteins priors if sampled close to infinite times, i.e. is relativity theory a non-zero probability output. We could very well imagine it does, as models are stochastic and almost no sequence in correct english is a zero probability, even if its very low. A RL with sufficient exploration, thus one that doesn't get stuck in local minima, could then uncover this reasoning path.
I'm not saying GRPO is inherently incapable of finding global optima, I believe with enough training it could be that it develops the ability to explore many different ideas by prompting itself to think outside of the box, basically creating exploration as emergent ability.
It will be curious to see how far current methods can bring us, but as I've shown, it could be that current GRPO and RLVR gets us to AGI by simulating exploration and because novel discoveries are non-zero probability for the base model.
| r/artificial | post | r/artificial | 2025-04-23 | Z0FBQUFBQm9DbVhRM2YwTkI1d0lrUW5hYUtOVjFSX2ZfY2JubUpQcGZXaEFhUlpKZHNjemdyNm5OR3JzRV9ac0RLd0lvbDRHR1V0ZHFkMkhTblNzbXZJMkZuUXQzM0trQTlIVlV1T09GaDlLYlBIQVE5TERoU009 | Z0FBQUFBQm9DbVhRbnpQOHRjemNtdnpFVElqemNucXQxakY2bE81REhpV3hiRWstcUNaMFMweFVpalBTZDZaMlVMYnVHS1JEMTA3dkJ0YTJNR1NiSWRVcjVNbW5HTjJYdlFUQ3FkNHp5Q01zOXF1N1BnLUhOaEZhMVdrTnpjR25aZHFfSFpHWG9OM2piUTVMclNsYTg2S3ZiVU9wSFpibHpVSE5wSmtBaDNVY2t5alFXZUxkalhKNW1sbGwtNVdMOHdZeGdpOW4yQkxJeVpRankxZ0JJRE9aOXREQWJsMVRodz09 |
Underrated comment 🤣 | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRdEp2SEx0X2FzTW1TRTJ1Tm9sOTVzaHRvRzVhSXZCVGtHTE5uc3c0cmVZNFczVVZsZFQ2bTJya2xURWVLcnZHdHA1dVgxZXJlb1FDYnc1RWhMelhRdWc9PQ== | Z0FBQUFBQm9DbVhRUC1LT2RkUUxwRzNlZHN0ZXdRd1hyQzI1d2IwRUV5UXBpZXIxN2tiYncyWV8xczYwMGt3aXpFbWlJQWRtVk1BU0dROHlnWWpYclJGXzk2M3N4M1doQUl2cEVKYkpPeFVrWGZwd0JlUy1RSTNJMHdPbU54VVlNMlpWRDVEWm95akt6YmdCdDkxUjlGd1pDY0g3R0RJeWdVeHJBV1hjMnV4YUVaS2xmNGR1LVNLbDI3NFdOaVVfSzFIRFUtU2dRQXd2 |
content: https://archive.is/20250422183903/https://www.vox.com/politics/409835/trump-tariffs-trade-war-consumer-confidence-manufacturing | r/uspolitics | post | r/uspolitics | 2025-04-23 | Z0FBQUFBQm9DbVhRME5vN3JQLU4xQWVaY1lQSC1uUFdvQk9hbDlFOTg5OTZOMExlbDE5TnREeEJGYXJlVEZVT20teEl5SFg2RG9LWF83eU1GZll5LTVGVldEdF9ubGRTa1E9PQ== | Z0FBQUFBQm9DbVhRQW1BUHhUXzlEYzg4Zlh6TGRibEg0YWZrZUtNRGZkMTlZdTYyMUJhZTFaZU5oaklpcTFzbU1OcEZrT0lNU2xnLWY2c3ZLZGx0YnlYWm1sWVJfcERmNEw1Zk96VVNlbTZ5eDUxMkhsYU01ZVVXRTBybHp1Vl9YM29TMXVNTDF6Ym0tdjA2b0FVSnBtMEcxYklyYmxMd3FYZENMWXhtRm9KQ2VWc3FIMWlWaFZzOV9ZMV9qVE80MFZEMFpOVXVpQk1kdWxPaXdvTWpOXzRNRkV0akZXazQ4dz09 |
Just trying to be realistic here. It’s been years since the market was good. It’s been 3 years since 2022.
I know it hasn’t been super long but seriously do we see an end in sight? Because I don’t. The market is still shit, people are still getting laid off, job stability is still at an all time low.
Where’s the silver lining? Because I don’t see one.
Are these jobs permanently gone? Let’s be real with ourselves. Manufacturing jobs were outsourced a few decades ago in the US and literally never came back.
Now I know this sub can be a little racist sometimes towards outsourced engineers, but here’s a news flash: you are competing against everyone. You’re telling me there’s no good engineers in India that don’t speak fluent English? Please.
American engineers aren’t special. Companies have figured out during the remote years that outsourcing is still easier than ever.
Now do I think all of us will get outsourced? No. But will it become manufacturing? Maybe the extremely complex things like computer chips are manufactured in first world countries like Korea/taiwan. And everything else is in 3rd world.
What is the average joe in the US going to do?
I haven’t even brought up AI, that can be a whole other post. All I have to say is chatGPT is not replacing us anytime soon but I will admit it’s scary how good it can be. Is it perfect? Nope. But it’s still really good. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-23 | Z0FBQUFBQm9DbVhRQ0ZxbHU2cVJIMS1IcDBsMzluQzZMWjk4YW16OGRkS2tCTnlIU0J5bFFaNHZyM3RodS0xell6cldYS090Q1B3NWhUNlBzR3NKcVByQVQyNHVHeGs4eWhMUmpOZnF3WFVfWjFBb3d1dnpRMTQ9 | Z0FBQUFBQm9DbVhRMlRtM3ZVem5ta1BZYTBZOWZpelJLX2Q1M1owaUdkd3VDSndkN1RuNWlCVUgxT0hwa05hV2t2bm4zU1lGVXdfRnFzUW81dTNtQkxFS0JhOU9pMnkyX0pFLVJoT1ppRl9TMWJCUWVSX0hqN2J0dUFCVkNaME9xRmhyYnNhTGVPUjdGMnFqdWR0Xzc0T1hlRkt1NWsySVB0b2tTaEZkNWxPcVdGVVRNV001VHRwT2lTeVlLQTh3X2YyT2tMNlEtSkpwVHNyVWdhWk9NSUZqVFZkck5uQkJDQT09 |
Seems like you done staked everything, mate. Nothing to pay with | r/polkadot | comment | r/Polkadot | 2025-04-23 | Z0FBQUFBQm9DbVhRYnhYaThwbkhLeGhEVTd4Y1FmelFLOHNZTmxFMk5vRkFkYTNSWUxxdS1za1JGVVl6WnZZN3M2aGlXU2dka1U3QXROanRvVS1ndk9xaV9tdFVQTHdmYVE9PQ== | Z0FBQUFBQm9DbVhRVFBLZ25saTNSNWZuVU1tLS1HOENHaGVUYjdsR0hmZUJmQVBtUzNaWEpSMmdtdTVKb1duQmo3UDNMRXlYQ08zRlJSTVdyTUhjX3M4RURxOWFZMXluNTllbHotZlVfOGZHMGJNYmlMNFc0dlc3MjZHTDl1d1cxWGNmM2RiTW5uMm5TNllEZGtMM3N3alhacEFhU3BhM3d3VGpFeVJvVUdNUU54NGZoU0hUNXU4d2dHY21lSEV6SGxIR3NET01VdmpqREhzOTBSLVhWbUNHaUhEQXVwNFBoQT09 |
Keep protesting this clown. He should pay for the damage he has done to the American people. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRTlZFLUdSOUtyT2E3V1A5MmxWTFVxaEZBMG5FTzFxOWJIN0x3b3NkYy1mUnRYZ3pmSDdvWk1XSlp3RnVuMmczYm5jcGpldUwyU0o0MllzM2M0NTlVTmhZTkN1U3JWM3dWQTNsZmRmZ3dhelU9 | Z0FBQUFBQm9DbVhRa2t1X2x5MkRXLXZBS2o0X0tIdjJkaUlnbG1KMEo1S3JhdzZ2b20tOURNaFRGVTBPdUxwRUh5TmlLd1VobVRfUzl0aXN4Y2JTZzNDSjVwOGFHTzRZTXJWN3lOdDU4MjNhN0JBQm9seTJlMUFWUXpTTjQ5TE0xREhvVm00ekR4UWNqZjNDNDZQVjh6VVd1M2FYQUljRXhiNjVYSU0yc25kYUtKVjF3cnlWQU9XXzZqVHlYR0lmRm9aSHlLdDJGSnVPRGdxZ2dRaWVrbWRoR2NKZld3c0VHQT09 |
I’ve had to sever relationships with a few friends, and a few family members. It’s a shame to lose friends and family, but it’s better for my mental health. Hang in there. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRT1JhemdOOHZCbmQzYzJyTVR2aDRaV1Q1YVFqbHROV05Tb0RrTV9uaDN4YUV0N3JVcWVrWUp6Q2duTkNKZU90WUkxYTFKQnI0eFNxcHRvYjIwRkZmWWc9PQ== | Z0FBQUFBQm9DbVhRYy1yN1M3WmxTT1prSFlONTN0M001OWtCN2lKT2lYSW8zMEhJZFhLWjk0V0IwTVB5R3hoQ2M2WGFiMm1IajR0dlM3MkxNRTY5Zk1UdnpHaUtIc01LcE8zcjg5QVQ3bDNTbEVzX0hqRHczVGtjM0JoeU5BVDFPbDE5bG05a3BaRmRaYWVoWmVnS2dqS3pBaE5lRGo1UktkRW1UWUVDWl9qSkhDWUtUakZUazVUdVFMUVJNXzMzenduZ0JtVkZKSlVFTFdRVHdRdDNicG9KNm1aeG5hUnIydz09 |
This comment is as useless as if I said, "I can think of 20 solutions" without writing any of them. If you know that many attack vectors then please list the main ones since what you think is a problem, someone else might see a solution. And if we can help contribute knowledge that could result in a highly secure product that helps increase adoption, then it's worth the effort.
Yes, I understand the main goal is sound fungible money, but if there is little to no adoption then you can't do anything with it since almost no one will accept it. So I think it's pretty clear that a secondary goal is to increase adoption. That way the system can be actually used for payments in as many places as possible. And for now we only have two options:
\- for every day payment: hot wallet in mobile device (this is even more risky than a hardware wallet card that I posted),
\- for high security/savings: trezor/ledger which you need to write down the seedphrase + it's only usable on PC + it's not as easy to carry as a card = sub-optimal user experience. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRMWpUSElOcnN3blRGaExKdlladVVrRzBsbktwMGVCejhQdEI1amNXeW93T1ZPR09hVzhSZXhSRXAxdUVNUW95ekRYM3VMMFJyLXNFVnVqLWRXXzdNXzBaVXJfRE9rcDNCbkpUTmdKeHdSLW89 | Z0FBQUFBQm9DbVhRRnd0X3VzY0NrUWZsVjZzS3o4X095bmw2eXVJdUFIbEc0UktPNTR2bmx6VTFGNDZNRU5QYV9pNS1aVGlrUFVJS3M5MDdQSmx4Z2kteWIyMjREajlETkVlMkZlYllsMzRsekZ4N2t1NVlYUTJOYmt5OEF4QlJQUW5xQkVrUTdNYWN3ckNYT2xScVR5c0FBcEFGYzRqakZaRU9kLUgtd0pSY3pGeEgtTTZXcHV5RXBKSDcyejlhX1Z0Q203Zkh3TFN3X3dSMWcxTE93eTdpcW1KLXFUdGg0UT09 |
Ok this works to store seedphrase, but not to to sign transactions in a way that is accesible for the average user while being secure. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRVWhlM1BzV1RULVZ4UEJ3dGp0aWRvUVRicXJEYXRac3FaR080OHFKcDVJUlNwbVc1ZnN3UzdqdFlueWRYa2c4UTJkOXozZ19CcHBuVHNFX1M2VFFEMW4yVGJVdGdhLTNURGRqVnlUYldKQjQ9 | Z0FBQUFBQm9DbVhRVTJTMzBwUTY0bVBTc192T3NfSUZOVTRQaXplNThMTlJJWGw5TlcwS0s3dWNUR0xzaFBDQUR0THh2eW9JTDgwaEVkWDhldUlCR0JwX2hiMEVOd041N1RELU5FaFQ4cXpWSWhvTldheXg4c0RXSWNQNWdCQnZNYmJxQVBhOWI5WDNiTWlLSnFBX2tIX3pEVUM1dlRKSEZCYXRJRWlXRk1HeGNNNlY0U2VQdmhYV3pJSmIySl9vM3RkWHotNFdFNUJrQ01TT1pudHM2NkxwMjZRX2piRDJjZz09 |
>Intel Corp. is poised to announce plans this week to cut more than 20% of its staff, roughly 22,000 employees, aiming to eliminate bureaucracy at the struggling chipmaker
>The cutbacks follow an effort last year to slash about 15,000 jobs — a round of layoffs announced in August.
[https://finance.yahoo.com/news/intel-cut-over-20-workforce-004251026.html](https://finance.yahoo.com/news/intel-cut-over-20-workforce-004251026.html)
What are your thoughts on this? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-23 | Z0FBQUFBQm9DbVhRUl9VMndSV2FKa2pWclZ2ZGV3cUExN2dJejVOM0lKYTJfX2RvT2FNY1RISkxSQlN2eU1uVkJIUUdsc3pjY2IyTTQybThzUF8wNm5SMks4WDFhUEFXdHpWUEJzdXB1dEozSVQ2WS04ZGgyMjA9 | Z0FBQUFBQm9DbVhRbl9XTVJNb3NMZnE2RVhIWnd2QkpZcWVqNmZHMVFRR1ZtamlFUTlYTGk1Xzh1T1ZkU0o4U1ptV0Qxc1VsaGdiZkdLbFZUUDRLc3RWYjg1U2Y2NWtVaXplUGE1Tm9HdUwtc1NKSDJQNmoyTm51aHFUeDF3dTVzaUFiSmR1X0lhc3FNRm1oWjMzd0U3UTdIUTVlZ1RKZ2I4YVozMXQ5cmctRlJPRWpabTdwSHRUOWIyZDdnMm1KdmlUaXZId1JVMGVqcHpySTZ5SG53MndTc0tlakUwSW84dz09 |
You have to unstake your tokens and take enough gas fee | r/polkadot | comment | r/Polkadot | 2025-04-23 | Z0FBQUFBQm9DbVhRSXk4NlZOWXc1eUQzQWJJVlIwTVE1VVhxYmNWMHZQNVJTa3JrdzRNS2dWUDUtb2MtNUQtNFNCcnVsQlpSOEc2ZFJ0WG9qeWxrRWFWQXJ5UHVlTUM3SGc9PQ== | Z0FBQUFBQm9DbVhRN3dzYXFBZ29JNkZGelpHbjBxT0pCczNWUHNONmMyUDMtNGVaT3Z2NGp4R01xODBtd0kyc0N0WWw1VjlWRnZsVUtiYzBUc2JPamFyRW1KWF9EU1JyQUVSYk9pUVhZNHdyWUI2dWt6QlVQUktzNlZmM19TUllsSG9KUE9fUm9ObVN6V2R0Q0ZPV01yZTJOeTB2U21mdjI3WFA0bFVBVXhBN0VTcktSdmY2cmI4STFMd2ltN29LSkdtaXN5S2dMbGxMa29mMzMtb21TSUZMN3pfMTZTdkVHQT09 |
You have .003521 free dot and the network fee is .01833 | r/polkadot | comment | r/Polkadot | 2025-04-23 | Z0FBQUFBQm9DbVhRME1QaVV0VkI2bjdESEVaSUxXQ1FzcTJTUkkwLWQ1OHFZUWZDcldtRXhLQkVhOFhEbVlodXdmWDhQU3ZXbVFpbGFGWkpwQ3ZaelJKd0V0SzE0bEJ1eXc9PQ== | Z0FBQUFBQm9DbVhRTkxESUFROFd4VU01VlZDb1FCV19ndnREWE15Z1JMbDFhUnlZRFh4dVFXa3dEWGRSWlVydUhPRnNEUVF3X3hhMDhJZENIMWdLYk44X1l5ZXQ0VHBlQkhqU2RiVFV4ZHk2Q1g1Q2djNXFaeDBtOWI4c0lXWjVSLWhyNVBtcE1WWlFXSGNvN3pnSHZ3LXVQT0s4ZEQ2cFg5bWQ3cEZwREhoM3dUTW5qOFAyc0JZdTN3dFJVOW9HVUNUakp3X3YyRWg1bmhCZWFFd2NjdVhUaVM0ZWZVN0szUT09 |
Good Terms excels at analyzing documents at scale. The platform will also auto extract timelines and do reminders. We are looking for beta testers, DM me for more info. | r/legaltech | comment | r/legaltech | 2025-04-23 | Z0FBQUFBQm9DbVhRUElQcE9VSmxlLXVMQlhHaHJJS0pxWERFWkYwQTRESURoM19nSUYwZVJnMm8tSFc2VXhqYVA1N3JDVXM5cV9YVzlwb3MtdzQ2bm9qZWdPVHlNMVdjUVE9PQ== | Z0FBQUFBQm9DbVhRdHBUSWdqV0hLT1ZpOU5ZNlB1MG10bGkxQzNxMFYtdzJhX0phdnRGd2VETklaM1RTR2c3WENHcXVTbDZSMHdDYnBvVmFjWkdpNGdYTGJwTDFkZlFZUlhXTTgtZVpfMHdMTUxhX1gzMTI0cEY0SHBlTXd4TVBhOGcxU3JZTG9KSXJrbVFBcnlZUi04UTl5M01WZklGdVA0aExPcTZta0U4X2gwZlZ0QWdObWwxNUZFMFFmelJPYmVEaXhQRnhTd2E2TzY1LTdSd1dIU1dzTEtmOWx2YVlGdz09 |
"Arrive. Blow shit up. Leave." | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRaTlrZ1gyVk80WlM4R2Zqdy1qSnpiemZVNTJVMnRUb0FsNXROZEZEd05UNExJWTdzRmg1RWN4eEp6UXB3RmF3VjBPYWNZVUFBbmpwZldjcV9VV1MzMHc9PQ== | Z0FBQUFBQm9DbVhRQWl2YndmS2YzajkzV1g0ajNWZEFqeEVsdXh0QUxxcXJaMHdCQ1ZXOEpvaWJMNHNRSWRSemNUdW5uLWZWX1JBM3dZemtGY3g5UEpCcEhET1JBaU5fcURkaXlnVG5JRjFMajdSbFBsMmRJM0dfSFlFRm45VFIxZ2dqODdybTVWemhNNHFQVnhLYWFnMzB6LWEyWDFYRGhNM0FsbG4tQU1EbkZyNVY1d0k1LVVuTjdqajhxWjRmSDkwUnVjZE1rUGxvbGN4Q2JUaVBVQkdXeFUzcmVvY3JIUT09 |
And I actively hate every single one I see. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRdFBrQzQyejVPakt4WGx2MEZWRjdtcUdqOXktYkJ0cU1fMFllTE8tVk93dTlacTJvY2RSS2pEYnByZmg2a2dVbzBpbU8wRVpuQWhXbmxsU3RxeWtBTXc9PQ== | Z0FBQUFBQm9DbVhRRDZYVU5BbElmVXIxNWlUOV9vMkpvandOZVMtWF8yQUlBNlJjY2dXbzg4Y2ExTmpuZ09LaF9kczFjZUZxTGdNTUtibmczQnBpamlNMlBranNQOVJ4cmpOV1N3WDlFNEVZeHQ0MExJeDJmcTB3Q0JnQzRTOTdydENrYWtncFlVWFRaYkF5R1E0dlZyal9oYmV5amFGdGpqZ2tPeWpkYWV6a0JCb0VXSDY3LXdQcXJ6aE9GOGIxTUZDLWI2TWFkNGRiYkJMSjhGcTJaOHl1ekxGSDdVamc5QT09 |
Buddy, we live in a world where people lose or get credit card scammed daily. Where anybody can buy a $20 NFC scanner and steal sensitive credentials in an instant. Where nefarious actors use the simplest social engineering to gain access to financial accounts—and here you are, trying to develop tech that will inevitably lull people into a lower standard of OPSEC for the sake of "adoption."
Buddy, your idea is shit, your motivation is shit, and you should take this trash to the Midnight subreddit. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRZGp5aERIYUZ2cXRNSEZveEN1bldxTDgwV3IwVkhyNk9wSUhjZ3c2MGd0cjF3WEF5NHdNWkRFbWZRTkxxcjR1Q2o2TFZrSmlnTDJmaURBY0l5X1BZLVA1RzhLOFdKd1g5c2NqUFVRbFp1TzQ9 | Z0FBQUFBQm9DbVhRRVFrNGlMdlN0eF9HbXBfYmpmZGU1ZFVSMHY0azRGQVk2OUV1T0JHR0hDaGJ3SjZTMjdYS3JKck93TXU4SnpDVVhrOHF2TFZNY0dMM3dUTnMySWo4OFk1NTVSOUV2U202eEZLYXlOWnQzYktDUEFYOU1tRjFIY1EtRGhWa3BhRHlKbmVONkIzV1lkNlBvUzZzSHdnTzhrNTNpd3BpdFJBSnJkVDJYZnZ1Y1R1SE13bW5lM1NXajktVWMzWWwzNXdRRHpmQ2oxbzQyZm5BdXJPdnI3V0M5dz09 |
damn, I just hit the max on nova everytime and it usually leaves some leftover for fees. I guess my only solution is to deposit more? | r/polkadot | comment | r/Polkadot | 2025-04-23 | Z0FBQUFBQm9DbVhRMUtJR01oOUZuTlRaLWoyLVJ0TlBfZWc1MjNDUTZGU0o2bGFPSXB5dS1fQlBhQ0J6WGg0VG5vOE0tcmRvR3BBVmRVdVBGRjQ3ZXk1SHJMRlhsQXlSWHc9PQ== | Z0FBQUFBQm9DbVhRRGFYRFZIcTF5d3htRXFUY1FESkZieEl2aG51d3NwSTZQLWJPVTZRRWlkZGhWalRIcHVISnBrdW00ZkxLdTV5RlZGZ25MR19IdUhNSHpRMkV4bDZkd1JuSXFmc05XLWxXOFVsdmswU2huRzF4NmRrQTJZalBzQk5uVjd4b2NFNWVieFFxMjlkMnc4bGxsYnZkVVlTV1Z5ZjlEZ2ozNGdvRExsaFlhTWk3NTBlSUxIQ3RGbXBQRGRONzVIYXlGNjJsLUZZNlY4S1RmNXBJQzQ0OW13WHY2QT09 |
One of the longest reports he's ever done, Steve Burke talks to companies, personalities and policymakers to map out the damage done by volatile tarrifs and other changes to the personal computer market. | r/hardware | post | r/hardware | 2025-04-23 | Z0FBQUFBQm9DbVhRQjNiYllqMjM5RGNVWTVOZlJNRGs2OTA4N0lrSHpRd0t6Mmh4VWhZRzI5bGVRa1BKXzIyMkM1Y2FWQnU1Wm9uZTVnTTlNUFVjTnlHcmJlanpOT2dJTUE9PQ== | Z0FBQUFBQm9DbVhRaFRNMEVJMGhkanpPeVUxci12czMxUjVsVGdXdFZ6eXA4UW5EX2JkWi03bXNuakx5NkJJa1ltVU5EZFFGY201dmFCbmNCOENpdXQ2aVd2YnQ4NHYyam5TWFlLRGtBUkhYOHhMNUhhSThmSGRwXzdQVnFxVVpaRDRqMnNNZWZoMEpoMEJFTnk5b0plemxZRzZac0lUcjRMRUNobEtpMFlNaGhMODRQMkQyRVBQNGhKLTFSSFg1LW00V2VPVHhJM0x3bjBORnJfVm9vdVFYVTJrZjdmaVE5UT09 |
Lately, there’s been a lot of noise around the VRAM capacities of Nvidia’s upcoming 50 series GPUs—particularly the 8GB models. The moment specs leaked or were announced, critics flooded the discourse with the usual lines: “8GB isn’t enough in 2025,” or “This card is already obsolete.” It’s become almost a reflex at this point, and while there’s some merit to the concern, a lot of this criticism feels detached from how the majority of people actually game.
The root of the backlash comes from benchmarking culture. Every GPU release gets tested against the most graphically demanding, VRAM-hungry titles out there—Cyberpunk 2077, Alan Wake 2, Hogwarts Legacy maxed out with ray tracing. But let’s be honest: these aren’t the games most people are playing day to day. Look at Steam’s most-played list and you'll see games like Counter-Strike 2, Dota 2, PUBG, and Rust at the top. These games are hugely popular, competitive, and optimized to run well on a wide range of hardware—most of them don’t even come close to needing more than 8GB of VRAM at 1080p or 1440p.
Of course, more VRAM is always better, especially for future-proofing. But pretending 8GB is some catastrophic limitation for the majority of gamers right now is more alarmist than helpful. Not everyone is trying to run photogrammetry mods in Starfield or max out path tracing in Cyberpunk. There’s a difference between enthusiast benchmarks and real-world usage—and the latter still has plenty of room to breathe with 8GB cards.
TL;DR: context matters. The VRAM wars are real, but let’s stop pretending the average player is always trying to play the most demanding game at ultra settings. Sometimes, good enough is good enough.
| r/hardware | post | r/hardware | 2025-04-23 | Z0FBQUFBQm9DbVhRN2haVklvTWdNeURsUV9SdmVyS25QcGxoSklVdmtubUYtd1pDQUF1SkRObXJ2OUlkbUl0VnFVZ0pRM2dTWGlVTnM4MmljR2VaUFhvbm1Hdm9IdXg5THc9PQ== | Z0FBQUFBQm9DbVhRVE5kZzcwUVlxcXVldzVGa05YTEk0ZDBoQmlvcjB0ckxjSTdyOWZPSHBRTlZic2ZRV0ZOZGNHMUJiaHl5Zm92Qzl5Y1pYQ3BuWDVkWU5CUkcteGVzbmY1Yy1pX2xLZVk2LTJuZUJEbk8xSW9oYzJ0cUJBVFJFYVdZcGNzMmUteTdOZEpueEtwSWVsUkJwb2JtX2l4VFBSZzh5anhoTXVHd3g1YUUwdmtpZHpyMUY3MDBQSDJ4ZF9mQzc3b1ZhUWk2YVZJUy1KendHbG9qTGpESkoyY0FhQT09 |
For quick data browsing, I use HiediSQL, for the rest, dbeaver. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRbEJIYllkZ1pZeHZxd3k1SExHcEcwZGdMaUlTS2tTZXh5SDI1SHV4S2wwRXVMOGVjTkdvczFETmZ1V1hDRXdvbVVKaHFnb3VHN1BMRzNkR3Q0WFBkaXc9PQ== | Z0FBQUFBQm9DbVhRZFo2aXNlNHZCSjhXU2FLNDBYaUpfam5PLWZ3eUxFSHpLZHo1WjhYU0VEanh1QWdwbmZmeXZzdlZTN2VPZVN2MTgyVk53anp5SDdNSWwzZFJyYlM4ODBzT21WYTVDMGFFVHdDU1lmNUlWV3VxQ0JlQzZRd0VYUUpfS2NSaTVxbm1uZDRRa3dYaEE0amZFN0Y0NHNtR0NRTWc2MHNmVHd4Mk1Ka0J4RGltUkd2QlhXQngzQUthUmk1Y00wZ3pSTktQ |
Hi!! I’m 20, female, and I have a background in customer service, techinal advisor, tech support engineering, and quality assurance ++ undergraduate of IT specialized in cybersecurity. I’ve always been passionate about technology especially solving issues and helping users and now I’m working on an AWS certification to deepen my knowledge in IT. I only got this because I heard that it's a good cert so why not try it as well, right?
I'm not really into coding, but I love working with tech and understanding how things work. I’m also interested in cybersecurity, although I’m not quite sure how to break into that field yet.
Could you recommend any specific jobs or skills I should focus on that could help me grow in IT and eventually land a high-paying role? I’d really appreciate any guidance or advice. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRZzV1OEp1b3htUmhzRGFBLWlrbFFtUE9xSjBTOUF2Nmw1NUl1aVdYT2xXbmk4enRoVnEwOTNzakRPR0ZfdG13Y3Y0Q3VzeUtaa2RyZk5PNEVuRHVVOEt3Nk41T1N5N25vVTlPYzN0UVViSzg9 | Z0FBQUFBQm9DbVhRbW04aDZNcjFLRkxWTFFMank0dlgtN2ZPdWJnSFRFWnVIMnNTZVV5ZXg1WjdHWDlLNG1uSTg2N0FTdEVPelRzWmZITjNJS0lYUF9ubF9raGRzdTRRQ2RabkxMOGdUVWlDbnJfczN0ZGFZRHdya2tid1JqeGRZancwNHRIczY1cmxRenlUMjZxZlhmTmQ4RmhoekpRN3BzWUJnNlVEYTc4RU1uNG1iQWpuOWZDQkdTT18zTlBwQmx0cWZSZTNRTmY5 |
Disclaimer: TL/DR at the bottom. Here I go:
I have been in the helpdesk for 18 years. I loved the challenge, the rush, the super hero feeling of solving a hard problem. There were tough and even traumatizing moments, but I enjoyed the challenge of the job. I started as pc tech, and moved up until I was hired as a supervisor of a helpdesk, in all but title( I was involved in hiring, do hours, coaching, and the performance appraisals). When I became a supervisor, I did more clerical work, than actual tech work. Still I would guide my teammates, help them think through problems, and solve escalations.
Where I failed:
- As I went up the ladder, I ignored the need to get re-certified, or even get trained. After all, I counted on experience ahead of certs. So all my certs expired.
- Also, as scripting and automation became the drivers in industry, I relied on others to do the scripts, test them, and document them. That way all the rest of the team( including me, especially me) would need to do is run the scripts and be done with it. So i never learned Powershell scripting, nor Bash. I can figure it out if I need to, but I would definitely fail in a job interview if asked specifics.
- Additionally, thinking that I had “made it” by being the supervisor, I thought i would get a job right away, and anywhere I tried. After all, my linkedin kept getting spammed by head hunters left and right.
- Lastly, I allowed myself to get burned out. I would take the job home, work till late at night, then go back to work exhausted. I could not take a vacation without thinking the sky would fall if I did.
Due to family reasons I left my job as supervisor, and became a field systems administrator. It paid better, it allowed me to work from home, and I didn’t have to stay confined to an office. 6 months into the job, however, I was fired. I tried going above and beyond with a client, and got so involved that I skipped procedures and ended up getting fired, for the first time in my life.
Because I had a lot of money saved, I decided to take a break, go to therapy, heal and maybe get new certs. During this time, i realized I could not concentrate in the readings towards my certs. I kept getting flash backs from the more traumatizing moments of the work, and from when I got fired. Therapy helped a bit. Still going, and still getting flashbacks and moments of anxiety, but I keep trying to learn security, scripting, and project management, just in case.
I want back:
It has been 1.5 years, without steady work. The money is gone. All I have done in my professional career has been technical support related. No more head hunters, no more job interview request. No job interviews at all. It seems like nobody wants me, and I do not know what to do to make myself more attractive with such a long gap ( to support my family, I do gig work, like Uber, but that’s it).
Question:
If you were in my situation. What would you do? How would you get back in the IT support? If it’s an issue of certs what certs should I be focusing on?
TLDR: After 18 years of helpdesk support, got burned out, then I got fired, took time to heal, struggling but still healing. It’s been a year and a half, I want back in, but nobody seems to want me. What can I do?
Edit: English is not my first language. Sorry for any grammatical or pacing errors.
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRMEpIelJHTWhmTXEtNklZVjVIdllPRmZ3WVlOd2ExR3UtMFBrMTlaZHBKWjkxVlFRMmJBTHJNeHk0NnBVQ3c5ZDZpT21NYWRhUk1ac1I0cEJTcUZVaW04SDI1cEY2R2d6OEVMWXpBN045bVE9 | Z0FBQUFBQm9DbVhRUnQ5Z08ySW1xbEhSZG0tQTFjblZFaFF2WmNkbUF2UW52RDBvZFotY3BhVHpWeXdsSndJMlBDWkdfM3ZOTFQyellISlllSzRlVF9DREFEdEotdFBLUGhXSnFwQm01aGhySjhJMHpyVTV2OE4tT0JRUDdncTdaVTJhOGZlWEsyMko3eUJvQVpKZjRGcm4wYVFUazhWN3d3U3FmVW55al90ak12QzNScF9WTjFMT1gzUzBWazR5VURWY3ZBV2pJdmhGZWhPYlktck1Ia1JCTWNEMkdlU0l0QT09 |
If that surprises you just know windows vista server is still getting updates until january 2026 | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRbEpaNUgyYzNoalhLWEk2R3Q1TWZCaGZ5Z25pUE5ZUEZoVk95cWZfZ0xwUzhoa3hMX2tVLXFTWl9OWmNkZjJDLXRoajBPdHAyMlQ5azZoa1B5d1JxSkE9PQ== | Z0FBQUFBQm9DbVhRN2dkNFVZNVlyRUYxZDhNc2tzR0xUN2xoMlNtVEhHV3djYmVaTVBOYnNkSWNPN0o5WEkyYnFjN2ZRcFJwN3hqRVpPbVRJM043TDUtVC1oNGo3QUlWVllFck1xTWxUa215b0JJclk4a3BJTnpNZFRXRm5xaG1WRGlkdGZic1g4bGd2YTBLWjU0SHVsUXZCSFVXS3VhQVFPbVQ5UHg2dDFIY1VCeXpaemNwZkZNLUcwRGxKNGNGN2NFbTJ2bTRWMl9SRGFDdENRZmhCa2w3WC1sZGtUYTFjZz09 |
The solution would be a bit of a thicker card that has a button, then if you want to authorize any tx you need to press the button in the device just as a Trezor hardware wallet does and input a PIN in the receiving device. NFC would just be able to request signing and without approval, nothing happens. And it could have separate spending account for NFC, and the savings account that is more secure not accesible by NFC.
Also no, the idea is good, and motivation is good. Unless you give further technical arguments for the previous updated idea, instead of crappy insults. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRQmRUTS1fUXhaa0VpVERpajEyMDJVZEczMVpyM2FiV01zUEJTMXJHNGw4SE1xcjE1QVctZk5uTHZmcmdiTWdYclMzN3JJSEphUUsyTkJBRTVCbjlxSHdmVDdoc0dYQ1Z3U01DUkxtNjF4UHM9 | Z0FBQUFBQm9DbVhRUEFCeFNWUWptU1lBUzh0S1BUclVoU2tqVzlwN1daOTdBakpRTEx0S3RKTFJIRFhSdmNLajRPZHI4akFRWXFOb0htWlU1cDBEeS1wVE9fZlhuc29YZ2xNOXpoWmhxTC1iQVVJbUhVckplbzdfQy1WeWQ5QzJVSllUamRWZDA4SWFCTkxvZ3U1d0lmOFZhbHRhaUtlZFR1dTRkYzF0d0tkNElYR0QwdU13WEhhb0lYbWU5NEhkckp4dTZFbzRlWWN5bDBNeTI0ZktYVVFkWEJUaG5wR2xudz09 |
I doubt Musk returning to Tesla will help anything at this point. He’s clearly not the genius people made him out to be. A 71% drop in one quarter is devastating… I feel the brand damage has been done. There are better and more deserving EV companies out there. Let’s move on from the Musk myth and bring in some real change. Although I fear it’s Tesla or nothing with this corrupt administration so the EV credits and subsidies to jumpstart the industry will be gone. Another facet of Felonomics. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRNlJMQkUwR0U0Z09keXVFYU44ckxueENRNENDS0txelM0N3FUTkp4N1QxMkNkTVJURUVKa3A2Q1g5Y08tYndRYUlJNHBBQktxRnVJVGNvQThjbTdEd2c9PQ== | Z0FBQUFBQm9DbVhRYTdKdWJOR2s1VFFpOWo2eENkaUc4TS1VQmNEdEVWZklESE94M0x6UmtRclhfZ1ZjZG1iX0lWajh1b1h2LWZ0LXYzTkFzRmxMUG9zNHVENTBTdUJlQmlJV1ZuaTR3bHFzM2hPRjdzUXFqMEM5XzI0M0F3Y0lheTJXaEZjTXZSa25ncXhpVVpHU21scEhsSUd2MVdVNnNYWUpER2JVdjNTY0RnMUNGa19aQ2xsSUdMbmFzLWZGQmdMc3pIaWZDYXpVbzBsUlRZZkk3MVdBRVNFaDl3RjU4UT09 |
Anyone who ends a friendship because of party or politics is clearly a weak minded person who is easily brainwashed, and so probably not worth chasing. Such intolerance shows a lack of character | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRX2lSbnBLSUZvWlh1dGgxZ1NrbHYwTktIQWZYODJNQmVfMmJBMDB0WERXcU02SzN1eWl2ejl0YndFX2Y0d2lrbnQ2d2JyNTlWNlJEZVI3c0JEekZQTmJFT1RnTDFBMzBHX2xUT05DdnJKTVk9 | Z0FBQUFBQm9DbVhRb2E1bzVPX0tUREtNWFlNcFlhYXkzQ2g2emxtQTktMXBBdnJROVhNVzVGQ2RWS3NNX1BYMjV2aS1rTmRMMl9maGJqVno4TmlGTXRTODhsU2hGMlpTV0tmT0hXQmYzazVWcW5oYks1MVliRU1zbHpxSkxKZGVwaWpyUGNoTC1vZV9lT3BsaVVaRTFhREotSlg1T1l2SHBseF9RX0xaTFJpQzNsQVk1c1FqRW54WHEtYUFFOFFyMkZlOEZzU2pqcjN1UFdGQ2Nya05TM1lwSWxJOFpZMG9Ydz09 |
I've tried using the whole spread (GPT (all of them), Gemini, Anthropic's Claude) and honestly arrived at [matey.ai](http://matey.ai) since they're really cheap and built for the document analysis workflows of both attorneys and paralegals. It also felt nice being onboarded by the founders (+ execs) and knowing that they aren't planning on having high prices anytime soon. | r/legaltech | comment | r/legaltech | 2025-04-23 | Z0FBQUFBQm9DbVhRMVpNRTFUU0V1VlFwYnFHVURJYW94ZHVPX2pMdVl0bXFCaVprd2I3U3I0MUczbFczU2xveGptZWJtaEhacTk4YzR2MnpwZ2g1QTAtUmhXUS0xODI0NWpEVWVhWUI2YVFfVWFYYVpUbE12NVE9 | Z0FBQUFBQm9DbVhRcC10WFZZWlBQZFpFTS1jSWJOTWwwLXhpUnBTNnM3RFdTVzNTRjZ4eEhrWW9jUHVuZkdoY01NUmZ5dVlTTjZQMFVyMDN3S01CUXhyUWM3ZzJMdjJQeVJBTS1mMjd4ZVJnSlJJM0NKUlo2aGI2S3JIXzZQUTE4RHVBeFpES0l6cXROU2xRalctRDhKREFlMy04ekJ6aF9JNWZrSHI3czhiZnh6ZG93LXZBbWZ6MHcxMzMwZWNTdFowWmVqVDdCc3NoNVlNU2xJdDhqNmNYRzd5eVZrWkRaUT09 |
Yeah just fix it up like you did Twitter son! | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRWnFvZkZBc3ZhdDI2ZkNtYUNvcU1mUkg4ZnJBSmphMXFYdmVVTmV4NElMbjNTU0dWWDNtOXZ0RmRMMU5xMWpaNF9nWWFnTVNPNU5nTVNRenV4NUJZM3c9PQ== | Z0FBQUFBQm9DbVhRa0VyczdidzhuLXd4SWItMW5aSTEyVjFGRFZxUkhFOW1faE9rNWhBLVh0aTdwbmN1QVRSNzN2Q1JCN09CdHQ5a0dGT05PRG11SVJwWUJPaE9yTURBVjNSeHpRWkxOUGd6ak1abUoyNlJBaXBJZ2pHZHBKRUFrTGU5R21JRFNzOUlxOHcwb2xlVm03MVhGZWptTGJHQm93ZDNxUWprMWF3a1pUX1lDbzNvbEVIbTZHOUF6eS12Tng4d2tPZzMzVXdNdUlVR0hHb1NwNkx5NGhvZVpKVnJsdz09 |
What do you think about the people who have no intention of talking to “woke” nuts? | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRdDBoSWtjc0pnN3drUGFEeUhxVnFQOGdic0hCN3M2LUk2SW5DUGljbnNicER1Z2pQZDhLVERWdzVNeE5DczBOd09ET1lxRnNZamlwVDlVLWNFSGJxUmJFMGExR0tINGtqUktpSUM1QlduWnc9 | Z0FBQUFBQm9DbVhRWVNPV184dm1VSFNxWXpxUmstSG5sMnBXa1BiZGx3UnZncDlJNVBXZkFsZDhkMHhKbEVLNnMyZ3plTzlkMFM4Qk1teTQwNk92bW0xMDlRb2hjaHVJdHdDNVl6NDBfZkU2UGRkSThMMFhYZUMxaVNBNlhjdkVtRzNGWTI4Rm04dDZDck9pQk81VXdoMTZZdGlEc0JRTnNXbGR4ck9mNzdINGdlN19iUHRLZFFEWHVOenp4cmRSbU5faVdaTTRPam1qY1B5N1hXUDR1S1BZOHU5OGxmMU5Sdz09 |
I am currently in a help desk role for a school, and it was a really good start to my career, but the days can be so slow and I feel as though I am not really gaining a whole lot of experience anymore. I've been there for 6 months and I really dont see myself learning a whole lot more. I have an interview lined up for a field tech position with spectrum next week. I see a lot of people who say field tech is "behind" help desk, or that field tech isn't really a replacement for help desk. My current job in help desk will look great on a resume sure, but I am just not learning a whole lot anymore. Has anyone gone from help desk to field tech and thought it helped with your career growth? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRUmxuQVNrb1BhQjJRYmhycmRLQWQ0dGJvNXZQbWpsQ3YycG14R1VKUzdZMWdOeUg3UUh4Sy1Oc1dNektIdlBMWjdsRVFDbzBsc0h3ZUJjOGhQMFFtN1E9PQ== | Z0FBQUFBQm9DbVhRM1lJZmU2WTVvUmFINUV2V294c2hRUm9sM3BuMDZmTTJaQks4b2lCX1hqVThHUWZ2ZHVRMDNSeFN3Q3loSDc4X3o3eklrRHRIaHItWEZaaEUyVWxaX3duSW9US0pMVUg5bnZlZ3kwT2pINVd2MHZ0UVQ3Yl9VUW9OMGxwZnJMR2YtMS1SX0RTVXJTblVIaWUzemE2dHA2RDMtTmwzRC1SZ1dWcGxjMlB5M1dJLUFpY0sxeHh0OVMtWkJ5V0JvRUJhTnljeUJvbFJyOVpXbTJ1ZURfcklHdz09 |
A tool I tried recently (matey.ai) does exactly this. I was able to upload one of my (largest) cases and ask their "Timeline Builder" feature a pretty complex question and it crafted an impressive timeline of events with sources (only from what I uploaded) for every timeline event. They also have an "Ask AI Anything" feature that has gotten me results on what the OP called Pulling Key Info without losing nuances (I asked about key documents, events, people etc and even innuendos of inappropriate exchanges). | r/legaltech | comment | r/legaltech | 2025-04-23 | Z0FBQUFBQm9DbVhRcDUzLUY2UjIwYVphQktoYnNXVlFVYmd2dE5DNTdCN3VJRWN1Y0wtMHZyNXl2N3RqVmFaNENNa21CS0w4a0VsWEstOVVhZTdLQzVhdnFsT0JBeXZGNC1KbHRzUzF2WTdJa1ZQTnVMZ0llQWs9 | Z0FBQUFBQm9DbVhRSGNIVEZaLVZzRjJfXzVkajhoT2ktUF9mSXBodGxaUFZfWTFxVURWZFQtTWgxcXJkajV5MWd4ZVp3c1VRaThxU0U0YmFkMktkOGZYYmxfNzRYaXJvSnd4UWdleGF4QkVKYVZyQUh1QS1lc09QeGo2R1ZGR0liRW5yR1VhNGNjVzU5VWZyY0UxTFlXRVhab3BBWmFlY3FvSDk3d2JXY2xTWF85TzJPLVA5eGVlcFhOUjdyTVdDcklYQ0Q5WEhtRHNBcXczUG00SEZRMExueHBMU2pRczl5UT09 |
Many banks will detect your phone as rooted and not allow you to run their apps on it. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRNmpaMVMzSVVuNTNmNTV5UlhtdkFLcXRfRnRsU0pNVFZlcjl4NkNjamFEbG9tb1oxcGFmcUhaQ2VXSFRKY2ZhSGNFaTZqR0ZNbzhueHVBNkNTWnpBTVE9PQ== | Z0FBQUFBQm9DbVhRN3RSODI4cjBqSVhrVUE1Tm01TUlvdC13UjhzOU9wc050QkxuTWxQTG51SWNPSTU4RHV1TUN0SlNKa3NhWlZ2d3Fab3FDaE5yVFByQ05mTkU4amstX3JxTFBCZzRrUWVveHJMTTE1am52R2RwSDQtUUZRdDQ0WEZKZFoxWEdYS1c1eGN2SU9lSmFQV3lLWVhFMGEtQlBEdUJRWVhvQVVFVjRVYUYteEs1QnBXZUtFTTlrUXRWWmxhSWJKQlJRVW4weXowNVp4U1M4MndKUWdZS1psUmFSUT09 |
Too late. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRS0pmUkFSUlhONll2TWt6NkRCaWx4cFV2UUhpbllkYktBNGJfWXRkUkxxUGxUZFNmN1J0VUktdGk1bkRlUm0xSlBQbl8xejNTTUtQUUJmQ1lZcTZENkE9PQ== | Z0FBQUFBQm9DbVhRZkk3RzhHaFd4eVI3d0RvZDMybVdQb1l1REhETjBnZkduelVTV3Q2eUVfWS1acGxCdVdZTXFtREp1dWlseE13X2swR3AyY1VWeXc0WDBXT3Zqak9TczJMSXJxbmd0RnJwQ0o4R3VYeHJra181dVB1NmdkYzgtTUE0X25xUW8tQS1iWF8xNjFWY05rSXJlWjlFTmxTWS15S3hMQzI2X0pJZmtnQWJNdDRWT0F3eEtPQmdUY1VnSmV4UFZCeUtIZ1pwVkpZZzhMOWI1a0RkZ3Nnd2xzdlN2QT09 |
Maybe look into a Keystone Pro? | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRVlBhRDlCUmx6MzMzYmdYbkN3aFBuUnVBUnVvczdfNkVEV0pFUlBmV3VrNjFKQ0lhNWZOT3dVVThWQzVJald3bWZFRDBWWWRUc19GVjdVRVhFOEw1SVE9PQ== | Z0FBQUFBQm9DbVhRRnh1M0dNNXZ3MGF4MFF3VlJOaVkyOUhNOFFIZHhaT3BOdExseno0NEFLRm1ZalVkYVdsUjZHY1F2cW9Bd0xiTW5BUkNINDFTSEhFOWNCZ2Z3aksyOFhSamlOQkh5NGlFV01KODJWdE1yaF9VZXhPblBsRy1LNlFIaWNIdFN3TXBHNWxnVlhuVjRnWWFFT1hzYzhJb3Q5NGE0aFQxZHc2UHZfSlZpVTFuZFoyN2F2Z2Z1bEJQLWoyM294Rk1XT185amVjblpHQmg0Q3ZsQUF3OTNRSE9fdz09 |
Im 17 and ive managed to save up 1200$ and i want to invest it into crypto but im completely clueless about where to start i hope i could get some recommendations. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-23 | Z0FBQUFBQm9DbVhRdmRtT2hwNnpBaW5ZVjYxUVZuUTd5WEdMdkQzWkhlY0llNjRWYlRzZ0pUejFnM0c2WjN4TEVPSjdXaGdYYmlPbDcwWG1mU2N3aW9vMkpGQU5PNVZ3LS1SNDUxcWJIZ1pkSGtkSzNfRGdBU3M9 | Z0FBQUFBQm9DbVhROW5MODJVSHd4bVY1Qm5UWlcxcmlUbnR0T3BNM2RHdVZST1hSMU4tY0tWMnp1a3ZnQ09oNUQ4MXpMdEpGcFRPNDNmckQ5VkRyWW04MUx5UXA0QUtlN29FLW5OZ00xQ1RveDV1b3JSdUVHVk1kNnhvVEE0ZkxGdjBKSndKUElpVFFGekdrbVc1bDRXejcxZTFBaDhncDRZNVdYd0FhWW1XR1FHaTBxWVhpSTJEWGJETXNPZUF5VXhIeW9JOF9mVEl3 |
It would be nice if this summer Democrats or someone organized a democracy concert with a bunch of bands where liberals and progressives could make new friendships and become more organized. Something like Lollapalooza tour advocating for saving our democracy. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRTTFzUkcyM0NjZDBuZnp0ZHlwb2lXcldsRS1BOEpNS0pRVnk4VFpzTmVLR28xR3MzWW1NYWF4clBidUxXWTRTY2M5YVpDZWtpWEh2NDZteWxHamdHZ1E9PQ== | Z0FBQUFBQm9DbVhRQ3B5MW1jU0Uyb08yTWxhWC1MYm1fTGFoSXJ1NVZKY2k1NDFRZWQxM3oybkxHN00wMVU2YkpZeVFXa1p2SUl1OXNSZzhvVjZTM3JaOU9iaHo4WTN0TFpXVkpzN3Z2SXIzcGxzRkJvLVFKbmVfVzRreDdXMWhTRFhZRGI0RUJNelZEeXR4Q0gzNjFmVHdvdkdLM0lBZVZkVXlZNmRENUlqWjc4VklmX3I4WFBXVXpFWWFOOVJabWRNcXYyeWpJWVNGaUVFS3JidVk0ZkdzejVTV1ZYWVJndz09 |
This was made with Claude. I can tell based on the text. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRekgxc1BSYkZ0Qkh2d05nVlY5WlJUNmxMdDRQRmEybGkwWXdZN1V6VzRULVloSkpwWlBOUWFSUGxkUFh6VWw0ZGRkcV9aUUFYbVdWNFdJeUEtV0xVVUE9PQ== | Z0FBQUFBQm9DbVhRRldjSHNQWHVtX09oeXlYUWw2YjZTdGt0SFY0R1pNZXRSTzVMOG1fSktJU0RKNEZnOGRnQ0xReVhxX0tsQWhQX0E4TFMxa1dZQ213UnJ2a21PMkh0MDRSSENQLW5sQU1DaXFJdjh1eE1Uc05IRzJlQmt2elVMVXB5NzBXdXpQdWtPcTFuQTBsS2xaSkF4c0NxSHY0QVdEQWVLZWdJZHVQWXRGSzg5VVE5SGJwQXBOOEJoT0xrS0ZESHRubG9NejBqQ01rcXhfQ1B1N3dfQ1RpMXI0MkVGUT09 |
Try running a 0.5b model. If 7b doesn't fit in VRAM for whatever reason, automatic off-loading is done. Let me know if that works! | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRTkhCMGliQ19DYUF1ekVQUzVBU2VFUmZxV0FiRG8xajBNQ0x6S1czS1I3ZHRUWUc3Nk1SMnBoTV9iT091OVFFS0ptREJNWmVTZ1ZYbDd1dXZYMW9NaHc9PQ== | Z0FBQUFBQm9DbVhROG9SM2U0LVpYbVRpemdTeE9kS2NGUmxuVUd6bGRCWF90ZzlyNnQwWExtcGM0Qm1jNmJKbm5adng4ZnFrc0xIZUxnWkVFTXhSSTBSQTdkQm55c0F3anJlYlNsV3VWNkpFc3JvTDJoc1o5MnJBZ2NyN3FRb1BWS2l0dGN2aU1MWWViam1PS2t2VEhNVHRMTUF4THVVRnEyVTZhU1RLTUQxMG1WVjRPSDlfMXpLeUZUTjFKTFpLVmlMLTBXNkZWNkRT |
In a new era of financial sovereignty, Bitcoin Cash stands up and let people become their own bank using it for what they real want in the real-world. This is one of the topics discussed in the article and I hope you enjoy | r/btc | post | r/btc | 2025-04-23 | Z0FBQUFBQm9DbVhRMllmX2RpZC1LUUxBZXNtWU1XNWRxNnNRNmtzampyLWJLYU5jd0NaT1FvTGVGeGhVSEp1ZnhGYzNlQ1ZPbXV4X1VHNXhXSTlTWmlvNy1fSHRGTlVpbUE9PQ== | Z0FBQUFBQm9DbVhRcEJocFBTdktWNWU2d00yUGF1SF9GS0hmeHFNZ0RxaHNNblA0ZDJkZEJ3RWF5c2tMU1U2cUJXaktaT2hYUmtuQmpEZ0todTBWMmdhX3p3MDMzamtaakpGaTRTa3k2OXFJVnY0MFJwUG1xSm1KZU9NMjJHeVN6YmF2M3dwekdia1R0eF9GUkpObEJ4MVdoNDN6TmY3VEZSUGdZUFpuRzZnQUZxNkE5NU9LTjNOcGhBcEt1aHdlWmlvQ3BId1J1RmdS |
People like to say that all the time, but some friendships aren't feasible if you, for example, are friends with someone who is voting for someone who would strip rights.
If I were voting for a party that's actively trying to undo gay marriage, why would I expect my gay friends who still be my friend?
If I were voting for a party that wants to cut jobs for certain departments, why would I expect those people to still be my friend?
If I know what's in the package and I have friends that will be negatively affected, voting for said groups is a stab to the back. I have friends that are currently being affected by this administration. If other things under Project 2025 get approved, I'll have more friends get affected. With Project 2025 being well known and some of the stuff in the book is actually bring implimented, knowingly voting for that is betrayal.
In fact, let's take away politics. Some things aren't sonething that you can agree to disagree on. Neither you, nor anyone else has a reason to try to make people feel bad for cutting friendships. It's not about weakness. Someone stopped being friends with me for my political reasons. I moved on. Lost a friend, but I moved on. If someone is voting for something that will negatively affect me and knows of such, that's not a friend. If I do that, I'm not a good friend, or a friend at all. Shaming people for moving on from someone over political reasons isn't helpful. Let them end their friendships over that. It's not about maturity. You don't need people who don't align with you. You can keep them if you want. You can remove them if you want. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRNkRGMlQ3TG85Y2IwQmp5bWNINXZ3SERiT0RVb3FLdjBnZG92RzZ6REtweXpCUnliYVJtR2dZV25DbU1UQVVUeW5hVEVzemtBZklmWWdFa3lYcXhPQVE9PQ== | Z0FBQUFBQm9DbVhRSzdPbUU3VmtfUWdqRlM0eEpvMmJpVldEVzlnYU1RZHVQNUlwcEt6MFdiZk14d3Z4cjd1RGZfRVMycERFT211SnotOGJyN1gycV9LQkh5aFMzMllDalhVdHlJZHoxYnBqc0psMHdiMzYzSi1hOExzR3Z3Z0ZmMkFZQmI1SUJjU0x4YUJwVVpsTTlwVGxiQXVmbEZRVEZhcEI5ZXRmZXRXMHpiLUZ5VzN2QlZJcGNubkhvdW1jZEtBMHh3U2FWN3BWMGU3V21yY2ppeUFaMDg2TjJ2cE9lZz09 |
Coworker asked me about bitcoin back at the 69k peak around covid and chose that as her entry. She stressed out about it and would bring it up in a negative manner every time she saw me. She told me today she was so relieved when it went back to 69 she sold at 75. She hasn't checked the price since and cant believe I've been buying every two weeks for the last 5 years without fail. I didn't bother mentioning what the price is now. I hate I can't convince her to be comfortable with this investment, but I guess she will figure it out one day. 🤷♂️ | r/bitcoin | post | r/Bitcoin | 2025-04-23 | Z0FBQUFBQm9DbVhRRk9GenVCb213UndjcVpsTUYyRmRlT2dMLVNwemFLWFMwM29lVDNjRmJoU2ZXRG5LeEh6a2dHTGl5OGJmSUdhb3loODN0Wkl6a3pfVFRqMlJMeUgtcmc9PQ== | Z0FBQUFBQm9DbVhRNS1GSHAxSm44TllhRTJkcTJlTUlyRy1NSVRZbzhTQXlsbHN6Z2ZyRFRoWWdLZVI2SS1XVGFNOFliWWdhVTV0VmtHQkRVQmNoTng2WE1mUjZHZFhEREZ0THVNZjNaa0xpWTZBVGtuWVVjSURodlhoM0RwZmxQR1p2RUlnQzZQcHE2VWwteWU5bHdLWFJmUjFXWEhPVFoyeVh5a09PX0JGX3ZDbUk5a1N0Wkt3PQ== |
Politicians in both parties try to strip rights all the time, dumping a friend over political differences shows an ignorance to this. It’s a sign of living in an echo chamber | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhReG84elVEWVdRSnM1Nnpma2lCQU0zRWJqcXladXpjanBmM09GZmpRQ3RsVTRiQ2tlZFFKSGhjeHVBUGl3MW1uTVFPZmgyMzRMcXl2WnNPWjUybUdxTU5XbFpXRVFGMEwycC1OMzByeERMWjA9 | Z0FBQUFBQm9DbVhRUzNJdkxVU20xajd3R0FGMGk1V09CeG5fQ2lGZncyRk9tajRRekYzVHY0WmF1M1VJd2xVU2hMT0lfZE5kN1EwaGFWcnJ4MlExQnFqbmhTNEdvNngxREhjTUFhU21IT1h0TGhiMFAyQ256bi1GblJJX29mMDRLSnowMHJvTGp1aC1tNnJVT0VYZjd2cGNpMG9BcmZSNjhUY1Qxc1ZiLW5NUExOVU41dTltTWo3cFR2Nmt3dEJRZkV0VG9SZVNCeEVoa04tT2JyVUZjSDQ1WnpuTzRqMmxIQT09 |
Hey all,
I’m currently working in IT at a managed service provider (MSP), and while I’m gaining a ton of experience, I’m starting to feel like I might be underpaid for what I do.
Here’s a breakdown of my responsibilities:
* Help desk support (remote and on-site)
* Setting up and provisioning new computers
* Domain joining machines and Active Directory user/group management
* Creating and managing accounts in Microsoft 365 (M365) and AD
* Troubleshooting a wide range of tickets daily (software, hardware, networking issues)
* Office 365 administration (mailboxes, permissions, MFA, licenses, etc.)
* Printer setup and support
* Running basic cybersecurity scans
* Using RMM tools to manage clients remotely
* Onboarding new clients and employees
* Training new hires on internal processes and client tools
* Writing and maintaining documentation and SOPs
I make $23.50/hr, and while I’m thankful for the opportunity and experience, it feels like I’m wearing a lot of hats for that pay. I’m curious what others in similar roles are making and whether it’s time to start looking elsewhere or ask for a raise... or what type of roles would be the next step up?
If you’ve been in this situation, what helped you move up—certs, job hopping, focusing on a niche like cybersecurity or cloud?
Would love to hear your thoughts. Thanks! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRdGNRVGZjM2xWM1ZiWkdZRGZOYm5YS182Mlg0TVBZdHQ0ZFdoVWxaYUJMOGNzTExicmcxLUY5WDQ4MWZBc3MyMWo0TWRxRkYzMEUxdFBvNlNXUnluTGc9PQ== | Z0FBQUFBQm9DbVhRMVVxR0Y1ZDdheDdaTmxxVkRDTDlydEtCV3BkZGZ2WlZWRU90Y2pldFRDd0NodXFGOGtUNnpReFRSYjhqUXE4SGg4SkN1Y1VjQmFIQ1VZaWJBLVR0bkZpeVptWHItOHhZT0xLTU9uVi1WNEZYcU84ZmFVOGhka0otLVEwcVdCN2MxSkxGVzZTbTRCMFBial9LQktDUGp6S1pkZzh5OG55ZzEwVEp1T3AtUzNRQ1JGME5zM05PMHllM3FKbVZOc05uaGxDZzg4TWdic0xtZnp0YUJmNXh2UT09 |
Stack some sats boys. DCA is the way. One day you and your descendants will be thanking you since you bought your way to a different unit of account instead of working by the sweat of your brow. :-) | r/bitcoin | post | r/Bitcoin | 2025-04-23 | Z0FBQUFBQm9DbVhRcVN0WW9RMDVmREpZNzZySHNtOVcwSnM4UTdZVTgwOHp0a0F4eHdEV0ZXNWdnOXlLckNlUDdGZGhoemRoeHJtN09fMWc4NzN1NXZMV1piUi0xQjJPcVE9PQ== | Z0FBQUFBQm9DbVhRb2FsZWlQU3VSWXVYMkpUV0VPSHFSRFFMdVhLNzd5MTFxaTdlczFFRlhXZGNYYUo2MVdBVFctbTV3UVppa05GZXl1SHYwaUFoVnBBZ1ZYb3FUejdlcjhoN0NkUVo3ZjlTZkNFY1ZtU1V6M3BWb0tLWG5HcC1RUEhndk9RSGh3M05xdUptdTEyZGVsVlp0dXlLSW9VcXZBd0p3bVpSVjg5aFFMTk5vbjJqWkoyVS0wZDRHN05IVnRNbVlzM1Z5bnlFc0wzZUpnZ1p2aUxkbkFSQk5lbm1IZz09 |
Hi everyone, I’m looking for some advice on how to best spend my summer if I don’t land an internship.
I’m currently in a 2.5-year CS Master’s (career-change) program, about to finish my 4th semester, and graduating this December. I’ve had two internships before, but to be honest, they were pretty “light” — not much substantial experience gained.
A couple of weeks ago, I had a final round interview with a local small company. The interviewer was an alum from my school. I solved the algorithm question (with some stumbles, but within time). He told me HR would follow up with a timeline, so I thought things looked good… but this morning I got the rejection email.
I know it’s already late in the season, but I’m still actively applying for summer internships and fall co-ops. That said, I want to prepare for the possibility that I won’t secure anything for summer, and I really don’t want to waste these months before graduation.
Here’s what I’m currently thinking for my summer plan if I don’t get an offer:
1. **Grind LeetCode** — aiming to hit 400 questions by the end of summer (I’m at \~200 now).
2. **Build a microservices project** — to improve my backend/system design skills and have a solid project for my resume.
3. **Complete CodePath’s Technical Interview Prep course** — I got accepted, so I plan to fully commit to it.
4. **Consider returning to an unpaid internship at a startup** — It’s a 4-person team, no real mentorship, and I didn’t contribute much recently due to school and interviews. I could rejoin and help out, but it would mostly be self-learning.
I’d really appreciate any advice on:
* Does this sound like a solid plan to make the most of my summer?
* Would going back to that unpaid startup be worth it for the experience/resume, or should I just focus on personal growth and projects?
* Is it still realistic to aim for a fall co-op? How should I prepare from now on?
Any suggestions, reality checks, or personal experiences would be super helpful. Thanks in advance! | r/cscareerquestions | post | r/cscareerquestions | 2025-04-23 | Z0FBQUFBQm9DbVhRdmlzUW9LVFBwRl82LS11OWlVYnhseXRpcGZzbThUZ215Qm5jYUJKVDVXZWdJcmlJVXc4QTZSYncxUU91cFpjQXYyNnowS1pVMUwxRVI0dkpRSy1Oc2c9PQ== | Z0FBQUFBQm9DbVhRNFNSYUpBUmQ4UTZ6SS1jM3VIMEVwX2Fob1Nfclo3TDk4c3M0bkJvNFUxSDN6RDZxQ2pET3llUk1BX2k0aVVrZHJNSVVoZUhqUWs0OUJLTy13V1N5ampLRWRNS25GbWF4RVBral9LUUtLV1FXSjdqVS1aZkQtVE9QUkhGTmhBMC0xNUhiUW95ZXVILWRTWU14a1pqVi1HR1p2TXIzTE1Ncldhbk5QdGVHYWNzRFhaWE5vNk5zRDhlZnJMS2JKcUYwd0UtZ3hSOUk5UzFCaDJpRlFEa2syUT09 |
The active user base has transitioned to lightning transactions. I try to only use it as well. Low cost, instant clearance and not having to connect my Bitcoin to a hot wallet every time are some of the best reasons to transition. And as shown the Bitcoin base layer has sped up significantly. We have all participated in the evolution of the most efficient monetary system of all time. Congratulations!! | r/bitcoin | post | r/Bitcoin | 2025-04-23 | Z0FBQUFBQm9DbVhRT25lLXpiaUhmTUJ6d3hBQjJielhTa0dfUXZaZVNrWXd2Y1BXUjRsZXBqcC1XT1VuVDBlNkhQeXBTREJuRVc5blBCU1RiU1Fzak5nd3lNeWRnT1lSalE9PQ== | Z0FBQUFBQm9DbVhRZVl2LWVtcFFlbXJvUGt1d2V6MkZTcTE5RWN4TEN4a2xULU5SUDZQNjNoTzlNbk1YT1FtQ3U2QU00cWNMMHZ5Y0s4UE5jSVhYamJycEtGeDJnMmhxd0EyNlZ0YjVfV1VIamRYWThFbmhyMFQ3cTJILWZSUDZDdUJ5RzhELWo0Sy1SemVtZlZHMFVnbXBWb1B5UllKMVk1cnBtMXNjd1NMaHRnQ3pNUE9kRzJibTVRVldObXZVcFhZSE4wZWo1VkV6NF9RZlBiRzk2blU1VjBWeldNeDFiQT09 |
* *"IncomeSharks"* on twitter claims Ethereums big day boosts the entire crypto ecosystem - highlighting its market influence
* ETH price is $1771 - up 13% in 24 hours but down 47% YTD - lagging behind Bitcoins mere 0.56% YTD drop
* Some agree ETH drives the market ("ETH is money") - while others criticize its 2.5 year downtrend vs Bitcoin
* Market data shows Ethereum remains dominant with a $214B market cap and 280K+ ERC-20 tokens | r/ethtrader | post | r/ethtrader | 2025-04-23 | Z0FBQUFBQm9DbVhRTUZfdXVnb0VxTzl4ZE16bVNOaW5DTjlBVUNIeHppRUgtTEZOQnNFalRuVWZobC1MQUVzTXlCNGVjVlV5Wmk3Ti1mTlgwOWZJaVBzT3NXeVROeDFKajhScHFzNG9ETU5OalFtNU9vX24zVEU9 | Z0FBQUFBQm9DbVhRXzh5YlB6cWRycU8wVTg2SHZEZGd5VmdBMkN4T0ZGN3Q3NXFNcGFsd0NCUWF5RnlXRGJ2Q2pJV2dGRkhNM1JMMWVDN0twM1Z1QUxBeFU0Z3IyRi1tUDlOTDdTUnR2WldCSHYtMEVXSjV2NWo5NzdGZzZMdnZENXY3amh3Um1uX0JxTXN2eEMyYU9qamVmM2ZOdjNqUW03SUdRUU5OR3FEb2loaXBIUDQ0VkJkZEpWcUNqSktLVXV4dkMyWGN1bGUzZjNCaVkxcEhjZzlSaFh0T3doNTYwZz09 |
You should really check out subnets 20 and 45. The Rizzo team is solid! Both subnets have great utility and have been around for a while. Also this coverage of TAO that they are offering is pretty cool. Haven’t seen anyone else doing it. | r/bittensor_ | comment | r/bittensor_ | 2025-04-23 | Z0FBQUFBQm9DbVhRMVRPRGlyWVZWS2VSWFBpVmxyOVNRZmFScGVYU1VpNVhiQXJ3VllhaXF0dmx5Yk5iQmVmUnk4M2tmTGwzWDRjSTdiMW1lRWtBYnlsWEtKYS1DUnNWQ1E9PQ== | Z0FBQUFBQm9DbVhRb25ZWHltcUFENUJPRHhSeERJR1QxMVJMU1NmTzNCVjF3b20tcm4xa2JXczVReElOVVl6Q3BQQnBXUThhZlUycENTdGpHUnBrcXVPcHNrUWVJTC11NmFhTk9MOFR1WV9panhCY2QxNXU3Q1pXNVFKNDBMckhwUGFnaEJBcmNiMkQwQ2NuTGJ6dnoxblVjT01IOVZfbGhEdThQWFpWNGZSNkpnb1pGdllIZUpKT1JURzJJNUZIYm5tbkEzaWUzMmNHdzFpRWlIcGptNUFMQUxjcFVCSVNOZz09 |
Not exactly priavcy oriented, but you can hide your IP using a VPN or darknet.
Learn about Nostr: a decentralized and censorship-resistant protocol for social networking. Many clients exist. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRcUY5dVIxNGpKVHZxWGV2eFdUSm9vZGhDYWhwamNDZUpsRXNCUm5QcHdBMG96cEI0SXBuY3hKQWNkSHB3ZXBqek94bUtkVTdvNGV0YzhFNWliVWdtVXc9PQ== | Z0FBQUFBQm9DbVhRTGpOdFEwNzdWZUJJb1NIT2Yyc1Q2T3M3TmI2RTE4cmt1bmFpam5zd1Z5WVV1UFU1VDA2TVh6QjBsamQybmtQeWRMZjZLSzN1SVRhWUEta0JsRjhTekY3Rjd5bkJuV2Z6QWJ0V0RpaFA3SWpwS21MS2h0M1hzQWFmQmVDZ2NiWnZvdFRMTHpPVkN2N1JyS0lSOEVZc25SQTktRjdXU2NWVlNpNy1mUi12LWFRQjJuMFRNV0RrZ2lIY21zdVR1cWFueEdxOW5PX2dMSG9BNnFWRTJVY05TUT09 |
took them long enough tbh. wild that the next country that develops the most popular OSes after USA is South Africa | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRZXFscWxVX2tfMVp0YVhhZDVIX2FyOUhVdzNMaDl4aHFfOHFpQXEzOGxpOTRRWk5zMkJxRjVUQ29UUUluLXQ3VmFJZ09SNndaZVhWTkZNWWd6YjY4UFE9PQ== | Z0FBQUFBQm9DbVhRQWtJOW9QRXNXSHVCRFpCMlZEbGxuSnlOOEYtT1NJZlhVcnlmWkI3UnFkc1MzVWNFLWxtaDdBTmJ5cjdtdDZLMDdzRkpwQnYzRndBbnEtMFk4NVZqTVBmU3BiZEREQVhxZXl6MjJIOHdNbWRnS0czdkpxVXdrd3ViMWZUY2k2UXRWUm9WbXRyMzR5SjgyUFRuMEcxVFpjTjZ2cWltSDlMbHlocU9PWUdBOTcyR2pIUnRObDY1SU9OaldHYUw3b2lxbDFLNU4tSU1fa2JERW5NSHFkTS1JZz09 |
NFC is inherently insecure though. It can be stolen, replayed, eavesdropped. It’s vulnerable to any number of thousands of attack vectors. This is literally the least secure transaction signing method I can think of other than maybe computing the signed tx manually on paper out in the open of a public mall live-streamed to Twitch. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhReDA0S1hiQi1IVzFDYlktcjV3ZEtXOWN2UndIVUZXbF8xb0ZjSk1QN1JrOFREc185VHJ5SnRsdmVaQVhtOThoaVJRemY4SHJpZjR4Q2xWSWU4eDJ5N0EySTBRT2RzdFQwVEJnQ0F4bWttYW89 | Z0FBQUFBQm9DbVhRT2xYdW11MkRpZUJjWjAwTUs4bWRIRDloUlZ6d1pFdDkzdXBDN1hxUGhuMnRXd19KLU12TDAwZkFuMEhuRmxFYU1iM3A0dWc0dURPR1hSVUp0dGRCaEVkT2xHdmZiaDE5VjFuNVZ5MlZUOUd1Y1VoLXFMYlhTdjJzLTZMQ1ZtNEp1eVhZazRZVXlEbjUzeTlFNEM5YksySXQtaHpQRzlILUtncnZzczlQZ0ZxRDlYc0NiRzRkaU5Vb1hzYzBxb1RJNzJ3WVJsTGh5SElKMUs3blpzdHRjdz09 |
* Speed: Seconds (BTC) vs. Days/Weeks (Gold Assay).
* Cost: Free/Minimal (BTC) vs. Expensive (Gold Assay).
* Accessibility: Anyone with internet (BTC) vs. Experts/Specialized Labs (Gold).
* Trust: Trustless/Math-based (BTC) vs. Trust in Assayer/Certificates (Gold).
* Location: Anywhere (BTC) vs. Specific physical locations (Gold).
* Certainty: Cryptographic proof (BTC) vs. Risk of sophisticated fakes (Gold). | r/bitcoin | post | r/Bitcoin | 2025-04-23 | Z0FBQUFBQm9DbVhRR21naUtVYU9DLU92SlE0bTBMWnJfMTBMM01rUkFNRlNLclduZ2lNTEthQk5tWG5fcGdzQlRaQWh5MXBGbEhhY2VmZDdJOTBtS3dQTnphTmRnWVFMQkE9PQ== | Z0FBQUFBQm9DbVhRN1ViVEtnMWJzblYteWpaSU1BLXROR3NOSGVlZUFOMWUxOHhOMC1faUhiaXRGZUNGM29GNFMyY1NReDFUZU5fenh4Ym91V1lCeWlMYm9sTVc2X2YwZmtGcDZkQUhWLWRaYU1JSFVxa2RFOTFIbU03bEVIQmhUWjh2VlhKQzhZdDFRSTM3N2U3MmlaUTVjRmdWNnZQZHJ3X3dyUkk0c3M4azhWc2MyVU5SdUlNPQ== |
Making the card thicker and adding a button does nothing to mitigate the above concerns. "Limiting" the NFC functionality to only one small function is what current NFC tech is suppose to do but is circumvented all the time.
I'm not going to waste more energy arguing about some poorly thought out, OPSEC void and side project.
Good luck, and may God have mercy on your customers - If the project even gets to development. | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRVHVVMTA4V1RhTng5ZDktX3F4VExDdmtfNUR5ZVNfOW1yamJFakxHdUlsa1BhZFc3aHN6SnFIT2VMQ0hPekJkeTgwcUkwTUxQNXRPdFMyZFI5YzVtUzYtYUh6TGlYRHdjN0paejJPWEg5N0E9 | Z0FBQUFBQm9DbVhRZEYzTkVMbjRxUHNaZmxvbXFiM3BQZTk4em5VVnd4cGZIaF9DMU05X3VlMk5oZGx0QjlBNU4tdUlsTS11NUN1T0d6Vk5KbE5KR05jYmU3cWdha1NocGo1UnZ1bm5YOWdsVUNtajFPRkFpcFhPQTZBMlJnbFFqX0drSGtBXzdCUFNFck95X1ZucS1pd29nVDVEbldSQ1VaVXl5RVpleDZUNnVmZ1FIci01QUxDRUlRX3o4cktxMW5vTFdYbGZwX2REdjRSS2dKLVZsNlRoQnJtVWdsM1hyUT09 |
And they didn’t name it “Octarine”. I’m severely disappointed. | r/tech | comment | r/tech | 2025-04-23 | Z0FBQUFBQm9DbVhRRUxoY2t1dGxfb21FUEN3SkdHOS05cXFlM2VXYWUwSm1XVjV1b0hHbWJfeW1DdUZHZEFnNXJfZUkyQUNhU21vUDdfOHFuLURTOF9Jb0lPVjJSSjlPTnc9PQ== | Z0FBQUFBQm9DbVhRZ2xlclZtYXpQUmNqYkNqdVVYWjc3UW1zcjdJRXYxS3htLXJnOW9zQld2SE4wdHFDdjFJWFo4Y0IwbmFjRlZqWllNY1NZMzlmMnM0VlplSjZzZ0hfQnRYUEZ1SDlDWFlOWFZ5RUF5OEp3TDJlNUQ4QlpSbHNMN0hLTlA2T2NhV2Q5QnN5Q1Nscm1wbkxmSWZONi1rR3JrRllOZkN5dEdZUmgtQ3VSbWtRbnB3U1lGWi0xNWtLYi1RMGN2dVZTdUVHLTltQk1PQTRUTHI1anByV2xKSzZsdz09 |
Zuck made a lot of Trump-aligned gestures a few months ago, and I'm curious if there's any actual change in people's day to day lives. Has the culture shifted at all? How's work-life balance? Has compensation changed much? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-23 | Z0FBQUFBQm9DbVhRNmQ4eTBrNV9KQ09qdDJDSG93aFpNOUhzRUJtd1VEb1daMmFpc1ZUYmNNLWt4aElsWmhJZm1LZFVVdVY1SC11RlYzQU9vd2lUMDZfc3lUVkZaR0hHVnc9PQ== | Z0FBQUFBQm9DbVhRa21RTERldDlzMUFnTTZuV3c0MkZRRktXcG9BVWpURVVCT0ZKSXhRM1Uya040cXNoWVA3c2pEVFpPWEhraDh2YzhVeWhpWUR2LW5DT1FDRlE3b0NOYmdXdkt3LVNwOHFTTlNYY2NnYl81UUdMX0tTdVppZDFaQjRDY05DOHVfMFpfLTBRdzVoOGRfTXliaUFKelcwd01PeHpuMWlVbTJrSGpsXzJ4aDlNdEFsa29IQ1pIS19HM2NBenNJRFp5ZXFI |
Hey everyone,
I'm 22m and from a small village in India. Due to some family and financial struggles, I couldn’t finish my college degree. No one in my family has a stable job, so I’ve made it my goal to build a strong, meaningful career in tech—specifically as a back-end or full-stack developer.
I’ve been self-learning HTML, CSS, JavaScript, and recently started learning React for the frontend. On the backend, I’ve worked a bit with Node.js and Express, and I’m building small projects to understand full-stack development better.
I want to eventually get a remote job or freelance gigs, and maybe even move abroad if that’s possible someday.
Since I don’t have a degree or formal job experience, what should I focus on most right now?
Should I build a portfolio first or get certifications?
Are there platforms or communities where I can find freelance or junior dev work without a degree?
Any advice or stories from people who’ve made it without a degree would really help.
Thanks for reading 🙏 | r/learnprogramming | post | r/learnprogramming | 2025-04-23 | Z0FBQUFBQm9DbVhRR0dhWElvWmFJcW5CaXhJS3YySk1DT3pOSXFVcU5udVZscVhPZHVuWVdfdlViUG5LSTdyLVRyVUtueTFkOXJMMjg2X0JhYkFrZGV4V292MTVWYVhyZWc9PQ== | Z0FBQUFBQm9DbVhRQWRnY1lFQ2d0emMxcVFMenAxZFFZaV9ET2tzZ0hwTXQzYjJlNFB4NzNHQ2dGdnI4NW1Jb1h6ZnphOWZRcjhDWVBiQlFNR2xXc25yU3VUbVE1TXVrTHlsR3hjblhfVGZKdVdfd3ZBX3lGM1VlWmFDYjVTbkp2cDdhVVBaVnlJUElyTmZoUmtQblpSbkdMY3Q2SzM5VXRiU3dOYk5scnp6MXpRUjNua2JVcDhpemx3ZGRUM3F0MElLVGVyZVZSMjZ3QnljWkpvTlEydEUxTDk3MXprdUYzQT09 |
Hi all, first of all, thanks for taking the time to have a little read of this. Now to the point - Is it normal to be unsure which direction to go?
Originally I started with wanting to get into networking (networking engineer potentially) because i have spent the last 10 years working in telecommunications (from cable monkey, to surveyor for new fibreoptic installations, to managing installs, fault finding & other network issues) and wanted to understand the "what is a network, why do I do what I do & how does it all work" part of it - the knowing how it works and why things do what they do in order to achieve results tickles my brain a certain way. I know Telecommunications & networking are vastly different in the technical sense - but that's what started my interest in beginning this journey.
As I am delving deeper in my study, I get excited when learning new things about the "you do X to achieve Y, and this both coincides to achieve Z" and just the general *how it all just does what it does.*
But...
I keep finding that as i am studying one part, I'll learn about something else, or read something that I'm like, *that looks interesting* then deviate into that. for example; I'll learn about something in cybersecurity, then get interested in that, and start studying something cybersecurity related because it sounded interesting. Then I'll learn about software development and love the idea of creating anything you want by writing out code. Then I'll learn about "blue team" & "red team" cybersecurity which (if i understand the just of it correctly) is 1 group trying to hack into something, while the other team tries to defend it.
At the moment, learning Python has captured my interest the most because well - I like problem solving, creating new things & the logic behind it (from what i can see thus far. I can already hear people laughing at me for this comment).
Anyways.. Enough of the dribble - I am mostly just wanting to know if it is normal to bounce around like this. How did you know what you wanted to do? Did you bounce around until something stuck? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRZFF3VkNpWnJMVmpMN3h3UWRVeUdnd2VhdXlmbU05VHo4cFZKb05ObUFFY0V2MEowMm9maUZkOVhudGNRY2N2XzV0QV9IQkN1aWFoRFNDVDNRODNCZlE9PQ== | Z0FBQUFBQm9DbVhReGJTaGxQczh2YlBPcUUtWFBGUDRwcXVxZXZzNWJHMk03cVNkZlZIUW84bk9ydnhodlgyU3ozTFdQSXg2cFFEQUptNGZKR0Z6eHNIQXJEN0lMQXViYUpjZzZwNVZGNmVyc0p6VzRwaXgxenJSVG13ZUViZDUwVkFuMGttckFfdzY1MFVKaWhzUnljZlVlV1RZWjJGSG5TaVgtcC1jMGlieGxKY2ZJczBsODY1YnRlTkU1N3otbWFxVUlDVGE4eGtFTkNwZ1FBV2R5VHFGYU9kSmc3SEplZz09 |
OP didn't finish their post but the document analysis and something other than a "do it all" rings true to me. [Matey.ai](http://Matey.ai) looks cool but a buddy of mine says it's mainly for criminal defense. What do you know about the document analysis u/Inevitable_Pear8274 ? | r/legaltech | comment | r/legaltech | 2025-04-23 | Z0FBQUFBQm9DbVhRZ3pOSDFDeXUyUXhQNVNfN3M2Qk4yZGdkbVRDelhURXlwejl6cmN6UzBpTjJVWkdZSHdfcW5FLWR4N29yVFV3UFpHclN6cVM4YzRPZDVBQk1NdEdwZVE9PQ== | Z0FBQUFBQm9DbVhRbVJ4X3NTMUNYbmxBdVpZdGtFdlpwMkhiX08tWUtfQ2gycTdOdlk5TzMtRGVEdnM4SkFYSXRJSEViblZleXZGNUpLbDBFbC1mWkY5UnhKU1padG8xMzF1Ty1jaHkwemJrbzBYQURSNHFETEdWc0poOVh1d0M2MVRvdHNXSXRVVjRmWGlUT0lGY2FQc2V5TVE2SGRGZmxEb2pFY01tYkh0d010ZmVqM2xRbl9idG1JSDBabWxwM3QzX3VUN001US1ja09FWXB5LW5sOTJGdkdCU2xoVXFtQT09 |
I can’t even begin to express how much rage and frustration I’m feeling right now.
I’ve been unemployed for over 8 months. I've made it to final rounds only to be told I was “great but not the top choice.” First-round interviews feel like lip service before I get ghosted. The silence, the rejection — it's genuinely messing with my head. I’m starting to question my sanity and whether I pursued the wrong career altogether. I've done tons of mock interviews, feel like I have a good grasp on technicals, done tons of modeling tests and passed to next rounds, had my resume reviewed by MDs, top MBA grads, experienced professionals, family you name it I felt like I've done it all.
I come from a finance background — think investment banking, corporate development, and private equity — but nothing is sticking. I’m bleeding through savings and considering whether it’s too late to pivot. Would getting a CPA and switching to accounting make more sense? What industry do I switch to? I only have a few months left and I'm starting to panic.
I’ve started working on my QuickBooks ProAdvisor certification and wondering… can I realistically make money as a freelance bookkeeper with my background? I’ve worked with small businesses in the past and I’m not above going back to basics to rebuild.
I just don’t know what’s next. I’m open to side hustles, contract work, temp jobs — anything I can do to use my skills to survive. I feel stuck, I’m out of energy, and I don’t want to give up.
**How can I make myself marketable again?**
**What would you do in my shoes?**
Any advice is appreciated. I’m truly at a crossroads and could use a real lifeline right now... | r/careerguidance | post | r/careerguidance | 2025-04-23 | Z0FBQUFBQm9DbVhRd0dRUzZDa3BrSC1sczlMdDUzRWdYbWQ3VWNFc0hIZHlZYVUxaDR6UkpCVnRId3dySW5KQjhBNVBEVXZfUnN4azJiOVp4Yk1vVlhSdTBtRjRsX29uUUE9PQ== | Z0FBQUFBQm9DbVhRNjJ3UW0wQkdpWWR4U1ZNNXVnMVJZd0R0WFViTmlxZDhZSXNHUEZjRUx1N0hiNi1NY0R4c2YybXVkaTJySjNfWlE4OTh5RWR2ZXdWVy1zMnRVRWkxcEphZ1BMdldrZUZBNTNWSjJxTXFFLVVvVzg1ZTRXbHV3bVptaG01OWphV3R2MWdCeld2ME1jcUhCcjdzNG5KYzdoTkRyeWVuMXZpdDFaVFNzWUJ1Tk1peWFCMWhGLXdRVkZHeDhmQmlWdG1UdC1iRERCdlQtazFjN1FoZGtTaGVpZz09 |
OpenSpace is quite nice. Its Canadian too. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRNzEzY0szSkh4czlCU0JaYzc3bVl3QVZYY2xCQ3ZBUzVFa0RoVmJmY3l6WmpuaDdNTHJHYmk4NFpHbDR4S2FwbEF5a0dPNTJMcTdRS3lvWlM2bmNnVzFCakdTbFdRZWs1bGFQV3lUY09OV0U9 | Z0FBQUFBQm9DbVhRUHZJdEplWWhQU0czaFZNcVJab29rd0FHVTY4QkRfWXBnR3p4UDNnTndpNEhjS0ZoalJ5bWhwQWRtOTUtTzhIQVlTTWRkZXRtMDctbzktSHpiTTVsZ0RRWUdjdzdYZ1BKT1JIRHRhUEdYQk5xZGlnTlVUekN0ZmRjV1N6ZVNWMFBnQTljZEZkN3AtNEY3SnNpWGFxcEo3QmxHMWxnVzVxckNYVFNUM3BGSlRvZkwxR3ptNlJJUG4xemYwUUl0a2pZT21FcDhpWTI3ZjM3SnVIOUd6YnBSdz09 |
The GPU will have nothing to do with whether or not a model is better or worse as long as the same batch size fits on both. | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRS2NJYXgzMFFDX0Jqbkhsa1JFWjN3bWpZWm12Q3ctRmF4WTRMZ2ZQcTMwSVFmTWlRLTRGRGZkWWFXWjU5bTQxQnpIMmdFQkVyTFM0cllVWGxZa2lZRnc9PQ== | Z0FBQUFBQm9DbVhRMGV5QmdqZlZNWUhNa0hKdFZxcmNYdFpkM3ptMS01MWR5czRWbjVnYTJleDJVWlVsWFpsSnJ3bFpnOEhhR3FPLURJRV9EOWs0VWFraGd1ZVktZ0d1ck9VZ3puV21YSlR2NkxkbDlWYzdXcTYwVDYxUVVaaDlrWExpNlg4YUZtYnhGencxT1dPbkc2em02bnY5YlJJa2kwRldwZEJqT01QMXYyU19uMm5VZGNuZFBnWm1sWC0zN0o4alpKTjZXQ185 |
can anyone help me navigate the bittensor app? i have some TAO staked on there but i have a few questions :) | r/bittensor_ | post | r/bittensor_ | 2025-04-23 | Z0FBQUFBQm9DbVhRcmF6MzdIdWQ3RGV3SmpjbnFRVl9lT29yX0tjVmVNNkhJNWpScnpWVEY2Q0draUdWQXhmMWRZYWFtVWdhLTR6MWVVMml6bW1OVDgzcXQxendxQmlIZWtnTTRfaTUzTlNlaGJCN096ZGI4ZWM9 | Z0FBQUFBQm9DbVhRQjJ3QmJvVFE1MzVGVkp6ckJtekpHcXo3RzFfLWIwbmNrUmNyeUhnQkVrTWlUSE9ja04xa1VIVVYyRzZaZ1dveVJZcGQxQ1JSUU5BajNPUkVWTm5SRUg4VHh3QUpyNHJCX2MzcURYZGNLRWhpdUhocm9SWWVrRkNuekt3aVFPZ194UVh3ckNyMzJmZ2lmQ2FKRTJJUzdMYjRZZ1NuMDRQbDBYaXVyTTBYc0E4PQ== |
Hi! I've just released on github my first 'useful' (I hope) Rust project. It's a simple web app and API that lets you share secrets with others.
Secrets are stored encrypted and only can be accesed/decrypted with the right passphrase.
If you want to take a look, its on github \[here\]([https://github.com/edvm/secrets-on-premises](https://github.com/edvm/secrets-on-premises)):
ps: Again, it's my first Rust project, so feedback and suggestions are more than welcome :) | r/opensource | post | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhReFl6azB4d1lZcjNNM29FMmFYeEFDMzUzN1FreGN4aWFtT2YtLWpVUFZyNS1XeTNId1JzZVZWenloMm8wT1ppUnhOeHNydF9FakM1bUdqSWZ0bkZzRXc9PQ== | Z0FBQUFBQm9DbVhRbl9oSkdZZWpLWGtZZGM2SVlablkzemdhVFpva2lQcTdRRmc2LXNUcHdmU093d0h6NDQydW9jZEloZG1vSzNCRkh3V2VzSmE0ZFpmT25fOG5TUFJFVEpaUFBraGtKSEprNFRmOEJjcEFfYnVtS2xMRHF6ZkVUZE1RLVNCTVZIeFBKRHhwWjkxMkp1b29KcGRKdnhjR2MtWnY1OVFqa2Q1SVQ3SkdYQS1peUFEZHN1NzhYLWltZEdzX3NzTVQ1UWdaX1FKUmZXbzZLcTNybmlkMnpsMkRCQT09 |
It's already happening. AI is hallucinating package names for code libraries. Some people are finding which ones are commonly recurring and making malware using those names.
It's a particularly stupid vulnerability that I have literally no sympathy for | r/tech | comment | r/tech | 2025-04-23 | Z0FBQUFBQm9DbVhRRVp0TVIwN2hab2F0Q0xaYVNpVU9RdGpFNkcwa3E2TUJyVWdNWWwwcnBiRnBEOWpPS1dQVFBtTWZucHJJT2dqSkNIU1hhcjZhVXhGb1JORTVKYXdFa2c9PQ== | Z0FBQUFBQm9DbVhRTml4Q3dzSGcwNTFvZlB3dk01TjBKc0tYWXpCQnpOMHd3c3ktQlgyQXpqYVZxVy1wMXZRNXNHcWlITzBHWTZJTjBxc3JOcnFCdXQ3VVBEeG4zMTNacVhtbDBXX2JIQjlYc2pmZF9VT0l6WlFXTEh5UkxpUm40SGctdWdNSXZiYzdSVmVoQ2NTTHgwOE4wa2Q0NFlkbXVnMUhnM2laa2RHLUU0WC1hS0UwTk91VTVsc29qOFkwenU5LTI2UmN4LWtNMzNROFd2UnI0ZVEyS3o5VDhGOEhoZz09 |
I love Venice. Here is a solid review: https://runtheprompts.com/resources/venice-ai-info/unfiltered-ai-chatbot-venice-review/ | r/bittensor_ | comment | r/bittensor_ | 2025-04-23 | Z0FBQUFBQm9DbVhRYTRxTmRkVmF5YXJ0UHJRV2hqYTZ3TGhyQ3RVSWhWYVZ0RUNtRXpBdVI1UWttei1pWHIxaGNfZE00b3ZyNDVHcGxvVUJodnY5ZmU4YXlsdU1aV3IzSEE9PQ== | Z0FBQUFBQm9DbVhRbEpCcWkxdDFTLTNVRzZqdTNaLXk0V0xYNm1CbDB1MldERUVaSmlIRF84b05qcXhlb0ZtN29sQlNQMDdDS0lXbzlwZldCQ3M3SFVHQk5NSFFocC1jRWRJc3VTdFNnTVBfUWFxZ0sxWWpGTzhldi1UdXBEZ1pxRWhpdExNY3pCd1o1dVFKb2drODlIdHRKLWJqV1ZvdFZ3ZVBZc25PWmg5NkRuWnJjbG0yYzdyV0JjWk44eE9tcTFhM1R6bTFqazc5VUNRd21RaF85eF9fX2JzQTlOazhwQT09 |
Traded my Model 3 for a Chevy Blazer EV. Love my new SUV. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRUlpDVzRCQ1Qxbm9xSkFYbTM5N3RTdmFQWU1EQWJfd1E0VzJpVVdGRmRVVDlsSEpPSWl1MWttUFhQX2k0SHQzVG5pdGFFZDdLTG5aeU1MbVNNUWoyT2lQOG41cTVaZ2JYa2RudDJsS1drenM9 | Z0FBQUFBQm9DbVhRbmkxWlpKZ0pUTzM2RUctU2xpaDlhQXF4c1dmQWx2aGVQaDJXQUgxREd1Z0RyZG1FcjYxTUh5dExGS0RucHo5dEQ5VlJpMDJMZmZMb05kVlRqSWhhaldMZ3RKYm00VHhMVVVtSDQzYnhOcWdESXI1TGV0RzJhU0Rjb2tmVzdzZDg0MGl5dTN1enhEUEljdHNacU9rMkVVQWg0WmlxcklPS3RraWVQZEo4QmU5MGtsVE1HcmRvRDVHLVFGM3dnTTV5QXZUZjVDcUMyOFVJQUpZMTJ2NW5pUT09 |
Looking for an elegant solution for writing a book/website.
Would like it to be a local text based editor with hierarchal notes. Drag and drop images and ability to layout a simple page.
Ability to upload pages directly to web server. Website to have a customizable template for reading the story complete with a synced table of contents based on the note names and hierarchy.
I have a multi-year chronological story to tell. It should be an easy ask. Have not found an elegant solution.
Suggestions? Thank you. | r/webdev | post | r/webdev | 2025-04-23 | Z0FBQUFBQm9DbVhRcElEMy0yeXk1SXpFd1RWUVlNcGRBM192NnZOV0ltUU9nV3A1ZmVCMXVycHdTc0R5T01weHhDVXZ2U0htVXRxWDgxMmZJc0duTThick1UT1ZkcWgwU0E9PQ== | Z0FBQUFBQm9DbVhRazl3TS1jTUpSeEVuVzItVGN1R2x2MzhSTmZMeUVzSllTN0pXc0RsTi1XV05xV2xWVVJFUlZvc3o5bUpfZlJrVGVGTTJtaktJbHU1RTFkYnRibnJ4eFdjOHJIUFkxZnFlYlMwekRXby1uTDFjT0VrN2xSOXpNdGsxZTVBLU5iZmI2UjFnX3piREJpNERVeGU5Q3pjMFFONWZaY0gwTmZkUkp0TS1maFJfVzZNPQ== |
Let’s be real — this is the oldest move in the book. Drop headline tariffs, spook countries, wait for them to scramble with trade offers, then walk it back with some "amazing deal" PR. Zero intention to follow through fully — just using the panic as leverage.
Think about it:
* In 2018–2019, the China tariffs shook the markets, but eventually he softened some of them after trade negotiations.
* Now in 2025, P of USA announces sweeping tariffs, market dips, futures red, panic everywhere.
* Behind closed doors? Countries are offering concessions. Corporations are pressuring foreign governments to play ball.
* Once Big T feels he’s squeezed out the “deal” he wants (or optics that *look* like it), he’ll scale them back.
And what happens then? The market *rips* back. SPY normalizes. Sectors like tech, autos, retail — all breathe a sigh of relief. VIX crushes. Everyone pretends it never happened (Does any one remember the tariff play in 2018 and how it all was washed away by 2019?) **In 2018-2019: SPY dropped into bear market due to tariffs but rebounded and made 31.49% as feds lowered rates and tariffs were subsequently dropped.**
**TLDR: Panic - bluff - deal - rebound!** | r/wallstreetbets | post | r/wallstreetbets | 2025-04-23 | Z0FBQUFBQm9DbVhRUUt0cmhkdzZIakI5ZGFlX3o2dDA2S3pyR1U5dkViR1RtaE9tMU1XOGs5QlZyc09lYzJpcktndEZicFppRUowMmx4MDFNQl9xVWVabVlzaW12ajlWalhSS2Iwa0xJQkNiNDlIbk00T1FRWTg9 | Z0FBQUFBQm9DbVhRenlZLWFLdFdONWlsc1ZlcTAzYU1tdlpUYmVVU1JwdF9Fckp2N2ZxYWpLdUZKT1JwSzJaWWNpZWwwRjhTMVJEeS1sV2hVaGFYRzVGVzlScmFxUDhvbXJfLU9ycGtsekFBeWpGaHhNUjhzNGM0eWQwZHQzeTVYbDNvQXhsOTJwUHA1ZzVMaVZaM3ZvLUNxLUlrM3FTclRQRDhBRWhRaHhlVVF3Mm5BeW13SHRIYy13OWpMOWNxYzNPSk9LSHdiam4wSGhTRm0tN1BaaGtkR3Joa0N6b0E3QT09 |
I just finished Neetcode’s *Algorithms and Data Structures for Beginners* course and am now starting the *Advanced Algorithms* course. While I understand the base algorithms and core DSA concepts, I struggle when problems introduce variations or twists on them.
For example, I might know how to apply BFS/DFS or sliding window in standard cases, but if the problem modifies the approach slightly (like adding a new constraint or combining techniques), I get stuck overthinking or fail to recognize the pattern.
* **Should I focus on studying one topic in depth before moving to another?**
* **Are there strategies to better adapt to problem variations?**
* **Would drilling more problems help, or is there a better way to break down these "twisted" problems?**
Any advice from those who’ve overcome this hurdle would be greatly appreciated! | r/learnprogramming | post | r/learnprogramming | 2025-04-23 | Z0FBQUFBQm9DbVhRZS14MGhDdDNfMzVEdFZLVnJMVmFtMW9WU0NWTm8xLVZUcXRGTzNNYWJVR2VVanpONFdpRDRRaDFXNW5hWnlra2VnRWlMMHBUUzhCQ3NyT1FPU3YzX3c9PQ== | Z0FBQUFBQm9DbVhRbWExeUV0ODR1ZlE4QzVjNDVpd1MzaGV0OUJrbVRSRXMxdXJTZnJyLUNWdkR6VG0tRGUzd1N4eFVyRTJGMGttYVZSVlJjeElBQ3gxYm92eU1lSWwyb0lCSWNhbzRzS1NpZDNqOUdWWFhWY3pMRVF2aEgtZzFIMWYtVGtWMEZqNWlXNmNwVVB4NE5CSHZRQVNBSm14dmtsUW9PalY2bFNoUC1xQnpGLUFxaWZOM3ZEQjRiZk5QVXNtLW03SFVPdkF6MXVkbU52MFlZTFNTTzVDdWF0Ymtadz09 |
Oh boohoo ya big baby!! 🤣 | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhROE1PQmFTOEdBQWQ3YTR0VEs4c2tBQlVpR194T0Rrbm42cWxGN1pSck5HZVowTzBNeHhzR2UyYnBBcmF2Vk43dDZic0p1czM5UzltdHB0cWxmSkdzZEE9PQ== | Z0FBQUFBQm9DbVhRUmFuNk8yZGpXdHZuZnhyVXVqTF9hNzBjb2l2TlpQV09US3RLX0hPMnVoeGJEejRESnR0VnQ3OFp5S0FUX2lqR0FXQmcyaGx4enR1TThQTEg1Vk5KRVJzV216MkFqYzVRdzVVQ3J5TEh4UW9NeENTbzQzakJfem8xaWNrc3c2a2JveXV3OUFrQmdNZzM1eEZLMDhmQ1FtOFlWNEdubWJlM3NfaEdkZDVsZnQyR0VKZEhraVQ5clpOeVpHekFLRGk2dGgzVzZsVS1zajh2aUhxdXl6RFRJdz09 |
I am trying to code a simulation on just general survival:
1. **Creatures:**
* **Species**: Each creature belongs to a species (e.g., red or blue) with unique characteristics like speed and sight range.
* **Gender**: Creatures are either male or female, and reproduction is based on these genders.
* **Traits**: Creatures have traits such as speed (how fast they move), sight (how far they can see), and age (how long they live).
* **Life Cycle**: Creatures age over time, and if they are not fed or hydrated, they will die. They can reproduce when they are healthy enough (sufficient energy).
* **Newborns**: When creatures are born, they are indicated as newborns (with a glowing outline), and they won't die until they reach a certain age.
2. **Food:**
* Creatures consume food (green circles), which regenerates after being eaten.
* They seek food within their sight range.
3. **Water (Lakes):**
* There are lakes (blue circles) where creatures can drink. If a creature touches the lake, it hydrates, which prevents it from dying of thirst.
* Creatures avoid entering the lake; they only drink from its edge.
4. **Movement and Behavior:**
* Creatures wander around looking for food. If no food is nearby, they wander randomly until they find some.
* If there are no food sources, they will move to the edges of their sight range and explore the map.
* They move towards food or mates when detected within their sight.
* If creatures encounter each other, they may mate (if both are ready) and produce offspring.
5. **Reproduction:**
* Creatures will mate when their energy is sufficient and if they aren't on cooldown (from previous mating).
* The offspring are born near the parents, and they inherit some traits with slight mutations (like speed and sight).
6. **Population Counter:**
* The number of creatures in the simulation is displayed at the top left of the canvas, constantly updated as creatures are born and die.
7. **Death:**
* Creatures die when their energy or hydration drops too low, or if they age beyond their maximum lifespan (which is set to 2 minutes in simulation time).
* Newborns have a protected period where they cannot die until they reach a certain age.
# Visuals:
* **Creatures** are drawn as colored circles.
* **Food** appears as small green circles.
* **Lakes** are represented as blue circles.
* **Newborns** are indicated with a yellow outline to distinguish them from adults.
# How It Works:
* The simulation continuously updates every frame.
* Creatures move, look for food or water, age, and mate in a dynamic environment.
* The population is updated regularly, showing how the creatures are surviving or dying over time.(used AI to write this portion I got lazy lol)
But it this weird thing happens where it just freaks out, I thought I might be because of the Max speed cap but I changed it and it didn't change anything, and I have zero clue what it could be, please help
[https://pastebin.com/x1KXZ0mA](https://pastebin.com/x1KXZ0mA) | r/learnprogramming | post | r/learnprogramming | 2025-04-23 | Z0FBQUFBQm9DbVhRTzQ0OUJidC1jQ1JjSGF2UTN5RnZiWEpUOHIyUnVlN0FQa3lodHpIUXc5LXNSMXJUdTQ4UmdkS05kZUx5VkNodVJUcm9BdDNOdHJhaF91c2pyOGdfSG9tSHpNbnVCWURnU2V0dlZKeTlTSk09 | Z0FBQUFBQm9DbVhRaUpLRUxHU0FoWDBnc01Hc3dvRVFWUDFBWEd4QTVNVHIxRjdrMDRnUHRmWGNWNDhzRzlYbTJxaHFoZlBsZHVRakNQaExKUTZtQjZrbWI5Y1Q1blloWWdHSVRmQWN2Q0ttM3hNcW1VVW1KXy00Z1hJWGpPeDdKNmZnUy13NlA3ZUZvNVhaTlBmSTYzNGZpSTM4OFdPWExQdWhIVm9fOEVveW1DZGN5VjFjdVg0PQ== |
Recognize that while it’s not great to assume one is right about something just because they feel it strongly, rejecting donald trump and everything he has made socially acceptable is objectively correct. And therefore anyone who in the big 2025 still supports today’s regressive conservative party is simply objectively wrong. It’s an engrained acceptance of their own lesser evils in the face of losing their entire ideology. It’s also a result of the failures of the progressive party which snuffed out far left radical ideas that would take from the wealthy and spread more evenly amongst the average and poor. The only people who think they don’t stand to benefit from equality are the people who hoard wealth and influence because they already have everything that is being propositioned to also give to the “poor.” That’s the difference between liberal and conservative, really. If they can’t get past their own narrow minds to see that the ideas that they’re coveting are harmful, that’s not your or any progressive, liberal etc’s fault. Something is wrong inside them. Be it selfishness, willful ignorance, or just plain stupidity. You most likely cannot change them single handedly with words so in order to protect your peace you have to let them find out on their own. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhROGxyWm1OZGRFM1RFbmt6THlYZGFJUVZYVUV1MWE1SF9NenFPaVlLajVvZnRIRl9ELWwtU2lxSVZralNDQmU3X2Q5TWkyeEYzbkxSUnRZdWExV01lRXlzbEVBdzgzbU1MemNFbi1qLU9Ec0U9 | Z0FBQUFBQm9DbVhRRElkZ0owQUJFcER4THc2Mks3Z1ZKekg4dk5sVHJCdGtGeVhFaGQ2aUVXVUZfcWRaOTlEb2RlRXJfYlF5RXlCRTJFVXA3S0tuR1lkTHF5NzBBTFdsLTd6S1R5dFU3Uk4wQXRiNllNZVBwNkE3RGtIV285dUN0bXpIcE5IVWZHcXN2eEZ4R0VGdVBrTlBpZUlScDhXMkxLckdMVXFXRUNnZ1pqWUlIVzdiMkhBZktWTkd5Nk5hTW9MZHFFQ19naGVaSHUtOUFXakdUUjFzb04wTmxZTl9tdz09 |
A FOSS option: chartdb is an interesting one but only runs in a docker container and web ui. [https://chartdb.io/](https://chartdb.io/)
I use dbeaver for 95% of the things I do but this makes them pretty. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRUklUbkxHY2pIV3Y1WGxCVVB4TFp0MjhhYjBqcmJ3Z3ZPeFBRY0VQdU9nYmtiZW5TTjc2bkFLOG1MTmY3OHRNZ2R1N195LUNGMmlENzdNVjl2U2pUaEE9PQ== | Z0FBQUFBQm9DbVhRMTNCb3ZSc1ZDeE1zV0kzZmRqcTk0MzhTZWlqYkQ5MWRYc3ZaMWwxNkpZc3NyS0x3cGZWa0prUGpHTWNjd002emd6cU1fZDdfOTN3NDlwb1hqcVdPcndlRUc1YU9WRWFFUTZ0c1hIRHljQTh3c0dCaVdlbGl1U2ZiUHZWSzR0VFZxd2pYZ1NTcU9WdGhrd3hwSVJEcUltUnBjeXd6UUhEZDRQbE9aelZRdW84ZFRsLUo5b2w2R21tWHNBdnRzQ2Jf |
Hey everyone,
After years of symbolic AI exploration, I’m proud to release CUP-Framework, a compact, modular and analytically invertible neural brain architecture — available for:
Python (via Cython .pyd)
C# / .NET (as .dll)
Unity3D (with native float4x4 support)
Each brain is mathematically defined, fully invertible (with tanh + atanh + real matrix inversion), and can be trained in Python and deployed in real-time in Unity or C#.
---
✅ Features
CUP (2-layer) / CUP++ (3-layer) / CUP++++ (normalized)
Forward() and Inverse() are analytical
Save() / Load() supported
Cross-platform compatible: Windows, Linux, Unity, Blazor, etc.
Python training → .bin export → Unity/NET integration
---
🔗 Links
GitHub: github.com/conanfred/CUP-Framework
Release v1.0.0: Direct link
---
🔐 License
Free for research, academic and student use.
Commercial use requires a license. Contact: [email protected]
Happy to get feedback, collab ideas, or test results if you try it! | r/deeplearning | post | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRNTg0LUZXRUZBbW8xNGlZUGZiMnV6NG5zbkJNVHVtcWRyZGt3MFRObUxLbmRHY0hmak5jblFwREJ5X2FiamZ1RkR5b3pXRklwS3paQnNDUGM1MXpVcUE9PQ== | Z0FBQUFBQm9DbVhRR1NOenp5TGE4enlxdTRLb1ZSaDB6UkdsMnRQMHlFWnJ6OE1qcnAxelZBQVVwWUhULWZvZDNqWWhqZEI3b2JiMmQ2U1VlZDBjU0QwZHoyZzAtRUZDSUQzZ184ank0eWJaS095azgtZ1B1ZE80b0h0Q3NTakduOERXVm9ldWFJN1JBbDBHa1VIT2N4NzR2d0pJejJKOUFQNWl3N0RQYkhabHROYU1QLVk3OElSd1lmcWZROGJmYnd4LUJLVDNkWlVDVV8tYjNmNno3TnBiSnhYQzRwQ2Z3Zz09 |
I am new to webdev, but intermediate level python developer. I am planning to make a social media like app using python and flask. Made good progress so bought the domain name two days ago.
Registering domain name cost me 13usd/annual. And web hosting cost me around 13.5usd/annual. 5gb ssd storage, 100gb bandwidth/month 1gb ram.
My target area is my own country. I bought that web hosting service from a local company. They said that local users will receive super fast speed. Because all internet providers of my country are directly linked to each other so users will get speed boast. I don't know if my site will load from other country. | r/webdev | post | r/webdev | 2025-04-23 | Z0FBQUFBQm9DbVhRVnBiSHZDLTVsQ3huejM0NmRoZkVrRi1OellxOEcwMHBPaVFfN3hKc2dNVWNiTHdpRUJUZGFiZkZVem11OElhU1MxdGhaMW5PeXkyV1MzR3Ayb29XT3c9PQ== | Z0FBQUFBQm9DbVhRdW1PeFRkMnJhNmFwOTZRbzc2TVdMLTNHR1pLRnp6MmktX2Q5YnBVZ2RmLVVxbDdnblhNNVJIcEFzd2lrVlFnXzBoZUpHZmJ1Umc3dDRSdDJvRTNUNlQ5Z25qLW9kTF92VTBWUVZVdG5uQkFITzRNYlRJVGpYWkpJQ2JKTkViRko2RG9BS3lKdktYRTUwWnlfaW5vVGlTblFXMVFFMUtsZkZGeURRQzhFem11X2tHYnA1RGs1ai03aGNvOHlOeEgwaHFzT3JXdzN2bkxCLW1DV05WcGV1dz09 |
Looks like Cantor Fitzgerald, Lutnicks firm is starting a Microstrategy 2.0
https://blockchain.news/flashnews/cantor-approaches-3-billion-crypto-venture-with-softbank-and-tether | r/wallstreetbets | post | r/wallstreetbets | 2025-04-23 | Z0FBQUFBQm9DbVhRWDc2VERDM2lBYWduUjRNb0x2WGJtMEEtcXg2NXBKd1N2aFFwN3RFUjdSYkNId3hLOU41U1h5YXZ1VzNibWV0YnhyNmp6dk9iclFLeEFLOUQ2cW1uQ3c9PQ== | Z0FBQUFBQm9DbVhRclEwcTktQktROVRidmJ0ZE1yZzVuRnlfOXowckJhT01rR3NSeEROSFEyanNuUVRqY3FwaTBHeDFIYW1jUkk0OUZxWmNpWTJZXzVVQmNVRXZZUDV1VW93dFpzdkZzVFVPT1Z3ajNzN0RxVmNzbExEUmhOelc3M2FtNU5idkMxRzhOVWtmOFR5bUxja2F2TlFGYjJZU1gyNXNfQWJlSktGOEFCSk5lbmgyV3pnPQ== |
I need some advice. I've been aggressively applying for senior-level tech positions (stuff like automation engineer, solutions architect, and M365 Administrator roles) for the past few months, but I'm getting absolutely zero callbacks from direct applications.
My resume highlights my 10+ years of IT experience and my advanced skills in areas like troubleshooting complex technical issues and designing and implementing end-to-end automation solutions. For example, I've engineered solutions using Power Automate flows integrating with Microsoft Forms to completely optimize a process for shared mailbox provisioning, which streamlined creation and significantly improved efficiency, and I've also automated the correction of employee records on a company's vendor website using a Power Automate workflow and browser automation. I have expertise in Microsoft 365 services, including Exchange Online, Teams, SharePoint, OneDrive, and I'm studying for Power Platform certifications to put that on my resume, and I'm proficient in implementing security measures like MFA and conditional access policies.
Despite this experience, the only recruiters reaching out to me are consistently for 100% onsite Tier 1 or Tier 2 desktop support roles within the government. I'm actively trying to transition out of government support and into a more challenging and appropriately compensated role in the private sector or a different area of tech. My most recent contract with a federal agency shifted my role to a function I was very overqualified for, and it recently ended abruptly due to budget cuts. The new agency taking over offered me a position with significantly lower responsibility and much lower pay – something I really can't afford to take, so now I've got a bit of urgency to find something new before my savings run out, and I'm afraid if I accept that role in the meantime it will just cement me into more junior level roles that I'll have a harder time moving out of.
So, I'm wondering if anyone has any insights into what I might be doing wrong? Could it be my resume formatting? The way I'm describing my experience? The types of roles I'm targeting? Are there specific keywords or areas I should be focusing on more? Any advice on how to break out of this cycle of being offered only entry-level government support roles would be really appreciated. I'm open to any suggestions!
Thanks in advance for your help. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRMTF1Q0lwT083ampsMjRvajlBT05JNERWYmRHOEoxbmZjYmc2ZmI5NXo1LW1QSDFrWkdGTjlNN3R1SXJRQjBBMmcwdmljNEk0eXhwM1JpLXdPQ29lSjhPUlRucmtORC1WalE0ZGRaYU4ySGM9 | Z0FBQUFBQm9DbVhRcjYtTDRWQnRsZm1ycHVhN000ZUxWcUV2b25fQ1RWa0VXZkhCUEZwY0ZCTURDS1RDYlotR1R1Sjl2aGFLMFFjMUpfcnJ6YWZPeXNReVd6WmxtSk9LMEFyS193NzRlMVl0MDZWa2FjcFZMRjNFd25LVUlnZTVrN3dMX2xCWFpVTFQyM3hRelBRdTZRMElJYzJpRWxPNEVnNFV6ZExwRWFjZ3NxZ0t6YzdTTXdVMmhyby0yR2dzQXU0b3FFSlY4ODg2RnFmX1JqeXNqNnkyckxtNHFVeUFGUT09 |
Edit: it’s actually 80MB i added chunked indexing and smarter media handling since the last build. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRMjZLRjZNdUlsNV9OS3RNWWFRa0sxVWxvVWliMzNOeEo2bjMzazBTMFBBclNuMmZMVElfNHM1OGE2YjlUOUdPckFnVWJfRVFPc1FBWWZwWDV5MVBJMkE9PQ== | Z0FBQUFBQm9DbVhROWlMNDh6aGVPenNFaGs5STdmWGxLNkxBa3J4amx4eS1xVlYwQmtVbXo3UGZ5d2VqMUM0cTAzczREVTB2cVNMZXd6TVBjUldZTWsyNzIwSGFjcHlDRWhHakNlYTVQQ1dnazVmNjdlUjR6Zy1YSEhuSFhxaF8wWWhIYU84MHk3MWtzMXdvRlRYZ1k2V090WHdPNGpKd0RZdHVobXdFOTh4Rjd4UTJVOW5LcGdYWFJtN0tRSFU3VmNtQk5ob0FnX1BzaV9TeGlldzNLZ0hDUzQ2REdRWXd1Zz09 |
so out of these 3 options, which degree/field would be more in demand for 2029 and beyond
computer science
cybersecurity
information systems
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-23 | Z0FBQUFBQm9DbVhRS1QwWC1CX3RXbFpoMjY5Z1lWMTM5ZmhKMVIxM0ZYTHVIMEg2YjR0RWVKbHRDRmJteFU2WjhyZU9EbUhZTnlaYjh1ZmRXc3dKQTlsdkJieDRVdjBWZ2c9PQ== | Z0FBQUFBQm9DbVhRM3I1SXI0bkp1MjlsMGhpb2RkOXl5VXhMM2hFSmw4WWVsb0d2YUlDaWpZZDBEaTNjc2V0b2xMbU5Kdng2M0pUcS1qcE9zakhtM1dmbTNqSWNjN2JqUlEyRnJQUlVkV1diSFZiX0t2aWlHOWt2UHI1WnBQLW5CSWVFdmdadk8yMTlkVWpQSGRNeDFBdE1OOXhnYlJLdzZaY2tvQUk3eUttbGRxTXJTSGNYR3o4RkpEYW9ER1VORldUVlloWjktMWw2 |
[https://firo.org/guide/privacy-coin-comparison.html#mimblewimble](https://firo.org/guide/privacy-coin-comparison.html#mimblewimble)
While it's a nice tech, it's worse in terms of privacy (especially when assuming an adversary keeping a keen eye on every tx on the network). | r/monero | comment | r/Monero | 2025-04-23 | Z0FBQUFBQm9DbVhRWW50c1B6RzFJQ29XNDdkRTlvZUR3NHB4SXRqTF80U2Y1Y1V5M1JCcEVkdnlZMnhjN2RyV0NvVUpEOEoxSjZLazcwWEw0ODgtUE0wbEtuOWpTU1g0OVE9PQ== | Z0FBQUFBQm9DbVhRb190WEc3a3dUV3VhRTloRzVERmZNQVhvNnFCbXhqOHFwdk1UWjJkX3dpUExsRmMtREVNY3MzZDM0eGlsVjd2QjRKT2tmQU9HRTc4b3hwQkpfM0hPVU5sd0szOWtZMHplOVNXYXZ4c0hLWEc3SFBQVzJ1Zl96V1JBbXJXeUVCendtOVNpQWVySW5Ha3JhWGFGZ0dfNlVhNV9JdTFVWjB4UHIwSFlqSk5tOEpNdk1VY2EyR09lUkJuQldjYVFjNU1k |
FP4 Quantization affects | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRczBwZWUtOEQzTmxGSklQY1lmY25ja0pWOHZndXRaMlR3SkZfRzlpRzJtRE44M1FjWlA1VVd2Z2FTb1dJQkZ4YVJJV3ZOSlNXOHJEYXZ4X29nbGtzWlE9PQ== | Z0FBQUFBQm9DbVhRSWx4YTQ1ZktsX0NTcVYxcUt4RUZQcmZXTlk1bUJtVUtoVmliUmM2RllKb3F6ZHRyUjc1VGpvUURmdmpuNnpBREhGLU91TmdFY3R0M1ZoVC1icHlyRXhwa2tsRGVteVJVR2RyOU9WOS1lNFdnTGxidFRJYVoxNDd4WkJvU2hJVEVOdmFJSEtVZ0kyT0NPbWhSamE0amlmcWFZakkzeVppOHEtTmVaa00tY290ZHVKZ3ZZLTBxTlFnQURObl9jZTlE |
That's only if you're running it in that mode. | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRQnQ2emlSelkzMVRxeV82b05sRlVFbGlIRnI4dXNkRTB0TWxieXlPenVJaU5YV0piRnM2VTg3VnJhR3ZyUWVtNDdSUHMtNWF1b213UHlqR3JPeFVpdVE9PQ== | Z0FBQUFBQm9DbVhROWlUaWFrYUdGaHpPUDM4T1RJSEpjWUhZUjhsWGZWVjBLMnZ5eHNFZmRqWHdPT2ptWDdOaTNERXMxQUNBNWlybmZPcTVmQ1Vhd1l5aXFNMlhvZU56VGZocWl3Z0ZyZnJwNTFzcHJXX2tTUW9HOW95bWVoZTlFZG5NS1FyZUJNbERXVWI1R0dSc3oxUFdkb2RTZXNxd2lkRFN0OEpJeUhQOFZQd3d3SV9WZjZsNlBlRjh1YkdGSDhuenZHc3dKRXhx |
I vote super duper blue | r/tech | comment | r/tech | 2025-04-23 | Z0FBQUFBQm9DbVhRRXdGQTZrRWY0UEE1RE82Z0xHREFoTjlacGRuWWFLbVM1X2pkTUVoVTh4akFnSG9fSDJBcS1PYm52TEZUWmg0RUVtNFNJX2JobEo2OWVxYUVwR1hSemgtZjBrdmpFSzYzZlVKUEROVE1mazQ9 | Z0FBQUFBQm9DbVhReGRzV2cxdXo4MldSbVV6RXlZMTgxWU9zdWl1dDVWNEdaNHdoZlBZMl90UFg5QnFhcVZ2QzUwNmxMaHY2UFczSTJ4VjRMSHJZeld1NXpBN1hnMEFXTVoza2l3NU12eGJ6czlla3ZvOFhOZHc4RVd2d1RfUXl4Y0hQM2VKUmdQVHV4bG53T0NkQ0xCMTIzYVJfZnc1cmd2WjN5emN1b3N4TEhPZE9TUWQ1bGpHTTRVdF9kYWxDNWpaQ3pXRGFOaGpqVmJUTlpCYzBLelJ0QmtHblpKRDBpQT09 |
To me this makes no sense. I mean, it sounds like legit free yield on BCH, locked 100% safely, yes. But why does the badger token have any price if it's airdropped to the locked BCH owners? they would dump it upon receiving it, and its price has to trend to zero (like the yield for locking). The bagholders are the uneducated investors that buy the badger token just because it might be popular. They are the yield. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-23 | Z0FBQUFBQm9DbVhRRlRXT0RqcWNlWVFHek9zd0M1X3BvNmhGSmhuTTBoQWx5ZHVzY1BsVFYtZjdIaWM5YnBnQWVaMkFWbnl5ZHpBU0VVOFNZemFTaGI3YXR5RXBXR1FkRkE9PQ== | Z0FBQUFBQm9DbVhRWHhNc1lTV1NVbGExYklVcndodlYzTHZuU3ozTXVHc255NHVhVVhxakxiNlk2LXRZempoUkR4d2s2ZnJoeGRfV1hheW1zdlZWN2YxNXJkYVhrRXdoczlScWJMNDZWdUdZZ1F5dUFFMDQzdjcyRklWTnNSZUpZWGIxdHkxTUFROURlQzhuS0paQmYxeUJjYkdZUHFTVGphNDZzWGdOXzB5WjJlWGZfUnpKMDA0aXNrcTVyTVlpSGY4TGwzU01rUWpQSS1PLU5EMkp1dWJacjN0ZU5NZmdlRlFGc0JzNElDN1hrdEpMTWR0eXg1WT0= |
I'm not fucking around anymore. I can't "agree to disagree." We are beyond that now.
So yeah. I've lost contact witb family over this. | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRNVNVOGIyRDFjbmR6TnJ3T2xBRVJTVzE4QXhfRjFHcWQyV3lGNEQ3cWZSdWY2V0Q3ZUc3cUJEVGRScEtHalA1eU1GdDVzcGpISlplTGZkdFlReGFlTnFMU0JEZTRLOXl1ZHU5Y0pGU1dUQ0k9 | Z0FBQUFBQm9DbVhRZlRkdGVreUl6Qk1IZjBsVGRqSi1OSHlrWkNlUU82LUJ2LXI0WFVpRXFVc1VDMlFVWkRZOWdJbU43aVA2Z1loQnN3VjJBZ2RlYlBnRTU0YXBnajRmZERETElpb2hkOTV3NWd1UGhnT3ctOC1aaUkxbUxQSXNYQWg4SUhoeEpZSFhsSExFQXY0YXlCUFlqRGxYNmk1am9mWGtDdDA3STZFSHNvVW1iVm45UDNrWHZIa3pnV1lyU2hGa0tndzlyV1cxZ09XMHFTY0Vnd3JVOWxTbkw0cE5XZz09 |
Any pointers on a 4-member vPC between two Nexus 56128p and a pair of Dell switches running Sonic and whatever their form of MC-LAG is? We get the links and port-channel to come up fine but STP seemingly randomly blocks VLANs. Nexus running rpvst and Dell supposedly running something equivalent. BTW I manage the Nexus and someone else manages the new Dell switches for their fancy server clustering stuff.
Any pointers? Sonic seems new enough to not have a lot of help out there, plus the searches are noisy with Sonic wall and hedgehogs. | r/networking | post | r/networking | 2025-04-23 | Z0FBQUFBQm9DbVhRdXBsbFdGQVFGNlRhZC1WTVE0N2I2eXJMemlXdE5Tc0N4R2hGZlNkQWRaa2ZoOWZPVENmRkV5dGEtYVRZNk9nY0tIZ0M3X0Jfb1lDMzJ1QWhWRE95VXc9PQ== | Z0FBQUFBQm9DbVhRekFWd0t3X1dEbER0MEM0bDYtV0czQV9EWEZuWWdLNmtjY0s1dW1hNUdpUUlRMloyMzItNGRKWEtZQW1PcEFUYzBVem9VMWJsTWh3SEJRQWVvNlo0RkRSTWRqMVNjTVVrdGRIMnlIakY3cVdXR3FheXlFekh2czdwOHc4ckUyVGllZVBwblBBZWx4Z2JXbko3WGg1WDhHM1FrTjY4cV95VVRnNmFTLTVCbklKS09DTDRQTkZqaHBPMkxXZHRIVTRZ |
That's one of the reasons I am inclined to buy 50 series instead of 3060 for a cheap card. I opened the post to check if there is any feature in 5070 that is not in 5060 ti and could affect the model quality. | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhRdnljcHVZQjFiQWVBUmdHNnFKc2F4ajh0djVJVlpsdnozbV9oWWR5SGlscU9Hd09EYjNkeTFRWHlWWURyXy1nQkhTM05jQXZtWHBYZS1SVDY1dmwyMlE9PQ== | Z0FBQUFBQm9DbVhRbV9yUm1KNkRZbDBaS3VvQXp3YnVFdkcweElVc2FvWXc1UnBzeDl5N2QyUVluN29TM3pOQzhOem9oNzJKWTQ4VGtpRkMzSHQzNVdiTkxYSlNSXzJ4dzhUUWJyU3hkWU5pT21xRU9FVzJYanZwNFBrYzVDdWttNEs4STFQVl9TbzhQY2hLRk1WWDB2R05YYTdSdk8ySU9NdkprTHdrVUpJOFVmLUVnUWtNcXZmTndMcXpSZE9nc0FyWDNYX0czbHNC |
I have a question.
On computer related posts, I always see someone saying "The Linux user always having to bring up how great Linux is every 10 seconds."
Now, I'm an intelligence guy who moved to the IT/Security field a few years back. I just don't get it. I have a Ubuntu Cinnamon laptop but my primary PC is my windows system. Started using it a year ago.
I use the Ubuntu system just daily stuff (email, web, word processing, YouTube), rarely if ever touching the terminal window.
It works flawlessly and it's lightning fast. My windows computer (the monster it is) sometimes struggles to open Microsoft word properly.
Why all the hate on Linux? Honestly, it doesn't need the terminal at all for the main distros unless you get fancy. Honestly, I'd feel better giving my mom (who is computer illiterate) a Linux system than a windows because I can't see how she could mess it up. | r/linux | post | r/linux | 2025-04-23 | Z0FBQUFBQm9DbVhRVWdzSmVuVkdKMXhoWURWRzdPQndvQjRxTXFmdEdlSko4M1NLZGlaWFYwVzRoN080c2o5d3lPTXFxdEhQalFYcmdRVHRfOVc4Zmp0a1gyV1IxWEVxYlE9PQ== | Z0FBQUFBQm9DbVhRWXA4VnR6WEVMRTBLdU1yR2wxZW5GX1J5bXJpLXZXYmhhcDhYT25MLTFsTmJkelpTbm1kTXV1YXVpUnlGeFJSVDd1cVRxVklHbEVhcWZNckVwcGx3VmFfa0dDdjZMZlpiOTR5V0sxZkU4d2drbllxcUtadG1RQ2I1T1hSRkxRUUNtcWJPX1ZEWEFHcDJFbE9YTm5fbWtRPT0= |
If you are using ollama, and you have CUDA installed, I remeber there is a parameter called num\_cpu\_layers, which control the number of model’s initial layers are run on the CPU. Maybe you can try to set this number to 0 | r/deeplearning | comment | r/deeplearning | 2025-04-23 | Z0FBQUFBQm9DbVhROGhsXzdWMFI2R2FQNFhwcVhrR3dKZUxSUlN0SjRtU0NTbU5GVkViRVhnOUI3RmVUYVlkMEtwVWdGdTVKdFZMUzNWSGNXcUZ2RDItQmxqazBQMjVLQkE9PQ== | Z0FBQUFBQm9DbVhRclRVRUxkRE4wTF9tT3VEbVVDVnVsWThNMEp5N1R0MmxzamJfR19ZcG1DbkUyNzdQS3RjaGNSWGJMRzRxUzI0SzNLSUpPbnkwbFJTZmE2cEx5Q2Nmb0E1cWQzNjF6Rjhma0s5VXNzZmhmNlBQQnNZZFJiUmxPd1FGSGZLZHBQS0NEdWF2emtHa0VXNW1DbExuWk11QjFUdGpzWDlJRjJhQUx1cnRnWF9TdjV6LXVsZjM0OUNOUUpGRlBLdW1FS1A1 |
Hi.
I think another way is, you can turn off the auto staking rewards and wait until you gather enough rewards for the fees.
I don't remember if you will need also free Dots as fees to transfer your rewards. | r/polkadot | comment | r/Polkadot | 2025-04-23 | Z0FBQUFBQm9DbVhRbEZyam5DencxVnNUNWVINjlKWlQ4bjlwNHl1OTItT2J0Vm9sNHBMNU5Tdjdqck52V0ZXWE5mZ19pV0l0V3lOckVnMlV2Wko0Ums2TE9RN3YwQWFaOEE9PQ== | Z0FBQUFBQm9DbVhRd2ZhUHhOc19hOHo5YjYzSVBfbWhTcmwzRmtQNlRLQ3RlQnhkVlJ1a29CcjRVbG1FZWZjbURPTWpEbHZ6UUNZWVc5ZW9fTTdWRlZWbU80T3pyZHZPRU1ORmUtSkQteGROenF5RUxTcER5VHJLSjVVYlpXdE1td2FUNXozYkJxZHlZcGRIS292ZmZtTnFPLUhhWXJyQ0Z4TS1pUEhYR0duRlhfT2RkbzdIeUctMElFdktiUWk0aUV0N1g5RFVhNS00SWFQc3UtMVJES2RkX3dIYmV4LXUzdz09 |
1. Films made with AI can win **Oscars**, Academy says.\[1\]
2. Norma Kamali is transforming the future of fashion with AI.\[2\]
3. A new, open source text-to-speech model called Dia has arrived to challenge **ElevenLabs**, **OpenAI** and more.\[3\]
4. **Biostate** AI and Weill Cornell Medicine Collaborate to Develop AI Models for Personalized Leukemia Care.\[4\]
Sources:
\[1\] [https://www.bbc.com/news/articles/cqx4y1lrz2vo](https://www.bbc.com/news/articles/cqx4y1lrz2vo)
\[2\] [https://news.mit.edu/2025/norma-kamali-transforming-future-fashion-ai-0422](https://news.mit.edu/2025/norma-kamali-transforming-future-fashion-ai-0422)
\[3\] [https://venturebeat.com/ai/a-new-open-source-text-to-speech-model-called-dia-has-arrived-to-challenge-elevenlabs-openai-and-more/](https://venturebeat.com/ai/a-new-open-source-text-to-speech-model-called-dia-has-arrived-to-challenge-elevenlabs-openai-and-more/)
\[4\] [https://www.businesswire.com/news/home/20250422686955/en/Biostate-AI-and-Weill-Cornell-Medicine-Collaborate-to-Develop-AI-Models-for-Personalized-Leukemia-Care](https://www.businesswire.com/news/home/20250422686955/en/Biostate-AI-and-Weill-Cornell-Medicine-Collaborate-to-Develop-AI-Models-for-Personalized-Leukemia-Care) | r/artificial | post | r/artificial | 2025-04-23 | Z0FBQUFBQm9DbVhRdnNrdGlZVUlsZTY4eWszcnJQMDdxVkh4SkFndk95YW8zR3FYNjNGaWdDNk1MRnJfN2toLXg4MXB6a253U3hidVlnZ2tjTGQ2RXdfOHMtc05ZaW42WExsbHJHRUw4WDFRX3JQSVM5UGI1alU9 | Z0FBQUFBQm9DbVhRSWxUZFpDa0RxM2tBUFJZcWFBUjZXMG9xM0JGVU1vWmxYYW5QRWZNMGtqRkxvbU9vb0lyWE52eEx1akRxTFZYcVBvc05aaTc5cWVzeU9CS0pfblJpQmg2NlRJTm9Ga0N4Y21XNTV6ZE0xSjdGOFFmNURiY2JKbERaVTMxQkxqclV0VnRmZGd4dFJFMkFfRThMLVVnVGxYU1kzSWNmQzVkYjFPMXdUTHQ0VmpXT3F1UzU5b0pIeUFZSktpOGhsUVBt |
I'm currently in first grade of high school. We're still learning HTML and CSS but I learned everything about it already so I wanted to start learning js. So is there any website or app where I can learn it. Of course I won't mind if it'd be free.(Sorry for any mistakes in the text if I've made any. I'm from Poland) | r/learnprogramming | post | r/learnprogramming | 2025-04-23 | Z0FBQUFBQm9DbVhRbmdZd29TVHg5Uml2T2Fka1hKTTFHbWxMOHZOdUI1OG9DWTNyeUk5VWk2UWpKT0Z4RzZKaUdobkNZWHdYeklKYmh3TUlESTJkTkJpOXVVd0EwNnBuQVE9PQ== | Z0FBQUFBQm9DbVhRbGRzZmVwSlZSV29rLXVTN29wNUZTR0U4LUJyTE50MGpDN25JQXZySXZ4S3FNU0U5U3dsajR0Q0xfd0tzbHdRbnJyVmI0Qk5GLV9laUlGUm03a1RVb2YyaDlaSFZIeTRxdXRDSU5xSnJPQk1LTDhBWC03cVczclhxcFlfeUI2V2ZEaTJtR1U5TjhfQmx4VHVGekQ4cnZzWVRSYlFFVFdZZTh4MlAwUnVOVW9TMDNJUHFvdVdHRC1rNS1BdUJDX09O |
25 year relationship flies down the drain kerplunk! | r/liberal | comment | r/Liberal | 2025-04-23 | Z0FBQUFBQm9DbVhRUnZmRWZnX2ZKM1oybVpWZlExSEpoMGVwVk5kZmNtT3NaTFVIUVpYMDd0U21mdWNrR2lJQlkyZk5DVE03RFlwX181U1JraERCc2NzX2dqRjJyekJCVVE9PQ== | Z0FBQUFBQm9DbVhRYjB2UlBVaHI4WmV5X0FSSnEtVXpiOWhWck95QzgydmV3clREcUx6WVdUQXlrWXVSc0lNbkRvbnBwazBhN1c5V19xT25DSElhRzJTU0d4Q0JFRDk3Ykh0YVVYR2N4S1ZJLVhmX25DWVhUVUFUVmstWVA1YXFLQzFJOUZZbHJIVXFSYkxYc2pRQUluNndfQTlwWGl0SkJvS0hJR2dIYVBuSjRVRmNETUdTa2dJN19mZHFaOFp4M0tkU1F5OGhORzdOYXU4ZWJwbG1sOVhaSjlzbmwycW40QT09 |
Thats the same reason we have MS Office, Windows etc. and thats the reason we dont want it. | r/opensource | comment | r/opensource | 2025-04-23 | Z0FBQUFBQm9DbVhRMF9LWWxJWFk1ekc2ZnBWMEJMQjR1OENvYzZ3X2RSNkxET1V2RUJISTROdDhVX09ZVnhOcThYR1p5SFg2M3BBZEZIX1pEOWc1NW5DSmxMaEszVDlSRXc9PQ== | Z0FBQUFBQm9DbVhRX2lCTXVfQ01XakVkc3ROYV9UdGRVeEprejY1WG5WemhUOEpOQTVGRUpjN25pd0RaZ1N3UDY5RFBJWTJJNGdOM0FPS2RSWUp4bVVoRWh1dktDQnZlUXJySlJpS3NuVHlnR1drM3ZRX1Jma2JMeGMzc3M4Tk9JUENBTjNsYUlRc1hIX2syR2FKMmVtVXR4dEdrVFZqTUVHMVhHd3IzMHpDU2xCcFVRMmFfNFBGMEEwbFByMkw5YnB6M3N4ZGlJSDFGNWtuWUhTMmhtcTM0U3FteDYxelZ3Zz09 |
Currently in my first SWE job. I'm a career switcher and ex-military, so this isn't my first job overall.
My main goal is to get promoted, and I know that I can't do that without the support of my manager. However, I get the feeling that my manager either doesn't care/ doesn't want me to get promoted, or maybe my manager is fine and I'm simply not at the required level yet.
Usually when we talk/ have 1 on 1s, it's almost always terse, and he seems almost angry/ annoyed to be there. I am a very calm person who is easy to get along with, so I'm almost positive that it isn't my attitude causing this.
He will also call me out publically in front of the team/ grill me on technical details in meetings (he does this to others, not just me). This is odd to me, because prior to the tech industry, I followed the standard of praise in public, punish in private. Not sure if this is normal or not.
Generally speaking, I get the feeling that my manager just simply doesn't like me or want/ care about my success. I have not once felt like he was on my side, rather that he is a barrier that I would need to overcome to get to where I want to go.
Despite this, I've heard from others that he is a good manager. Maybe this is true and I'm misinterpreting things, or maybe they are afraid/ careful to speak out? This is a company known for its toxic culture, so I would keep that in mind as a possibility.
Any thoughts on this? My gut says that this guy is just going to be a barrier and there isn't much that I can do about it. But I'd like to get some thoughts from others who may have had other experiences. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-23 | Z0FBQUFBQm9DbVhRUVBmM0lMcEhxa3prTVZqOHRIcUZ3X2lPQUZ6SUktRzJZVXJsY0sxeEhHZURBNGRXWVJmQmIxLUtyNTcxODM5OE9XaEx0WDRKMVlGUGUxc2RYRElBZ2xHNTBXWEthN2Z6aUxvNm93TVpBdXM9 | Z0FBQUFBQm9DbVhRYy1abU5kNGFvSUFwYmhtdmNRSml0QmczaUdtNWJsQ1BKa0g1cW14NFVnNDRTNDVIWlBHZVNUWThOcUJUNy03Y0tWVEdkc3h3YzdldUc4RTBvMHZPaV9QS0I3NjFvc0NEWTBzSUVscDE3Wlg5LXBuNGRndzV3RXVMT3VDX0tFOTVUdDFDMHZfcEdUTmFnRnlJeFhkMUxXZ3c2TEhmQ3o5Y3ZSaGt1bkVYVzBKUmpVNmhnRG5ZbGIwWkFvay1wdnJvNWV1a0plN3lJd1lZaFJ5XzVOdjdjZz09 |
Well, in a game of bacterial whack-a-mole it's best to be the one holding the hammer (any hammer at all). | r/tech | comment | r/tech | 2025-04-23 | Z0FBQUFBQm9DbVhRLXg0SEhDajhDVENjN29BUW11Y0JudVdPdGllV3VFQ2tGZVNnblhTZTBqbjFsbkZUdDlJUDktSUphOEZFOGtmRDQ4U2FUZGozMHRxMEE1TFJLZ2JEWGc9PQ== | Z0FBQUFBQm9DbVhRcndvRDlJSTYybmsxUDRlY29PdUxlMUNPZjJRZ284eUlzVWppb1RLTnA3MGZoSXZZWDVDZHNlUmRDS1IzU2xnOHhiYTVQTnpHMTRjSENtcE9MbDhnQlh2VXlLVTZBOFR1RmFYMGM3c0x3OG5rbF9Tbl90WGstUW5waTNMVVA3VnNYNFd1elBpX0hGLUJMdGFqcUh6WU9fMll1MnI0S2ZxN0NUR25IQndkSUNmY1NxNmVNUm9aSG1Tdno5SHhuTVNRX1BucVlXbklITlNEaDh4VkdjWk1Edz09 |
Ethereum is now the most scalable blockchain system in the world with the launch of MegaETH.
MegaETH proves out Ethereum’s modular architecture:
Its Data Availability layer, EigenDA, is completely independent from Ethereum’s base chain — yet through modular design, it’s secured by ETH itself via EigenLayer. With EigenLayer, ETH now operates as a modular component: restaked to secure systems beyond Ethereum L1. Even the native asset has become extensible infrastructure.
EigenDA already exceeds the throughput of all other DA systems combined, processing over 15 MB/s today with scalability toward 1 GB/s.
MegaETH reaches 1.7 Ggas/s in testing, with parallelization enabling theoretical capacity above 50 Ggas/s — higher than any blockchain ever built. These execution gains are made possible by Ethereum’s modular architecture: by decoupling execution from consensus and data availability, MegaETH is free to optimize purely for performance. It leverages Just-in-Time (JIT) execution, transaction pre-confirmation, and a multithreaded EVM design that allows transactions to be processed in parallel across cores — all while preserving full EVM compatibility and composability.
What’s striking is that none of this comes at the expense of decentralization.
Ethereum continues to operate with over 10,000 full execution clients and more than 12,000 consensus validators actively verifying blocks. It remains the only blockchain with full client diversity on both layers — no single client dominates execution or consensus. Hardware requirements remain low, with full nodes running on sub-$200 ARM boards. This ensures that even as execution and data layers scale independently, the foundational trust assumptions of Ethereum remain intact and widely distributed through end-user verifiability (see chart on hardware requirements below).
Execution, settlement, and data availability are now distinct components — each independently scalable, yet still cryptoeconomically secured by Ethereum’s base layer. This separation allows the system to optimize globally without altering the trust assumptions of any part.
https://preview.redd.it/jw4jdukajiwe1.jpg?width=1280&format=pjpg&auto=webp&s=65f4592da1fc7cbee0ebec3eb4a9055a4ffcb9bb
https://preview.redd.it/3m4551ycjiwe1.jpg?width=1080&format=pjpg&auto=webp&s=c3a465c1663cdb98a40a60d579ac3f0fa7b0070c
https://preview.redd.it/kx361bjejiwe1.png?width=745&format=png&auto=webp&s=1014e37e8e16cf5eb806196bb4e7e5f551644c91
| r/ethtrader | post | r/ethtrader | 2025-04-23 | Z0FBQUFBQm9DbVhRV3hJTVd2S01LSXFxeDZFU3lOVUl4UjJkUzdoNWdTb0x0Z3lzZGxCTDd3YU1tVXZDV2JpVWdCY081VzQxdXUxdlhVbE5VWUdNUDdkRlJoQkoteXdSMnc9PQ== | Z0FBQUFBQm9DbVhReUQ4SE9SeksycEdxX0FVamkwOUV0MnYzOGdVb0ZLQTNxWGx3aXhTZWRvTnlNMUVjZWNxem5pWmpkdy1CZi1wNlZNUzFXSUpfYzg0R1F0T2Q4WWRtUTVCNTItZ1FMXzE4SDUxbzNHSEkwM1VESmM2aW5LTmV0MXRhT1VtaGRuTVgxM2QtR2dvQ1gwR3M5VlBTZnVQaHhUZ2ZEdDNlRk5FV2Y2RFlsX1duTE5tdmtWT3lOLWN5TzZmdUc0Mk1TZWVCdnpzaHdWb29Rd0xLOG9EdW1fZzBGUT09 |
Ethereum is now the most scalable blockchain system in the world with the launch of MegaETH.
MegaETH proves out Ethereum’s modular architecture:
Its Data Availability layer, EigenDA, is completely independent from Ethereum’s base chain — yet through modular design, it’s secured by ETH itself via EigenLayer. With EigenLayer, ETH now operates as a modular component: restaked to secure systems beyond Ethereum L1. Even the native asset has become extensible infrastructure.
EigenDA already exceeds the throughput of all other DA systems combined, processing over 15 MB/s today with scalability toward 1 GB/s.
MegaETH reaches 1.7 Ggas/s in testing, with parallelization enabling theoretical capacity above 50 Ggas/s — higher than any blockchain ever built. These execution gains are made possible by Ethereum’s modular architecture: by decoupling execution from consensus and data availability, MegaETH is free to optimize purely for performance. It leverages Just-in-Time (JIT) execution, transaction pre-confirmation, and a multithreaded EVM design that allows transactions to be processed in parallel across cores — all while preserving full EVM compatibility and composability.
What’s striking is that none of this comes at the expense of decentralization.
Ethereum continues to operate with over 10,000 full execution clients and more than 12,000 consensus validators actively verifying blocks. It remains the only blockchain with full client diversity on both layers — no single client dominates execution or consensus. Hardware requirements remain low, with full nodes running on sub-$200 ARM boards. This ensures that even as execution and data layers scale independently, the foundational trust assumptions of Ethereum remain intact and widely distributed through end-user verifiability (see chart on hardware requirements below).
Execution, settlement, and data availability are now distinct components — each independently scalable, yet still cryptoeconomically secured by Ethereum’s base layer. This separation allows the system to optimize globally without altering the trust assumptions of any part.
https://preview.redd.it/bao1n6ozjiwe1.jpg?width=1280&format=pjpg&auto=webp&s=cb93c1bb732b6694d0774ba77f8bbbedd59a5ce1
https://preview.redd.it/hu3oqdb0kiwe1.jpg?width=1080&format=pjpg&auto=webp&s=f0987e51bf099cad312370938fa9471bcd0921eb
https://preview.redd.it/4tn7ckm0kiwe1.png?width=745&format=png&auto=webp&s=c8c0043691e751217ef4c174c38ac55838425fd0
| r/cryptocurrency | post | r/CryptoCurrency | 2025-04-23 | Z0FBQUFBQm9DbVhRYU1yMWVnb2xRRWxieTZDSW5MZDl2alJ6QUNLcmtWX2R0X2ticGRFRkdkXzByNVFsSHpyanE0bHM0SmdCNWJEbUlFX012eHZlbmtMWFhoam8zWnI2bkE9PQ== | Z0FBQUFBQm9DbVhRT0VPdHJvMkxrcVI2WUpOWVh2eXpYSEhHbnNxZkFyMjdvWXFXNmpSUTJ2dzdodE5PVmdwNDhtR0Rxby1rcW5aMFNGZFI4Yks1S2FTMmZfbDZJNHpzeXAwOG5DeGpydEliLTNDbFNsa2tPdUJmd2VXRXRsbzh1aGRHc01FSnN0QjNRdFRQUTFZWjFQdHBnTlF2Vm81ZUFwTENKWllhcUptbXpKV0NFb2Zsd2FzZnVRb2ZGaFlZNmxPc3p2TXd4dG5zVFNwTkNNUnVKeWZEOVh6WE9OVVd3Zz09 |
since I’ve joined the sub and started talking on it I’m getting Random anti-Trump protest on specific cities Reddit pages some of these cities I’ve never heard of in my life
| r/trump | post | r/trump | 2025-04-23 | Z0FBQUFBQm9DbVhRR3ExMk9lRVFLZFcxTTcxWEt4MmpMLXRnemdwWGg1OVFxQW5Nd2hoR2pfZ3NzSk9xRXlyenRBSVVWQlFSY1UzVTdWNXh2UnFUam5wY3pxM29rNFNYS1E9PQ== | Z0FBQUFBQm9DbVhRd2xQeTQ0UGhINWwxV1dnT2RrS2ROSjhEbm1xZmZsMVlzaFRyZFJjd09UZFBvMktIaFFJSFVYMl93WWtDWGJNMzAwdkZmcHRfeFkzeGtVZlpGSU0tVkVWbG9EZnpXYzgwNzJ0dU96V3VGRTE2VXZrMllvb2VKOENLYngwSDdRRWwwZnY4bnBQYktsZ1J1RjREWi1lenJ0ZnFmMnRvZUJHSzR0OE5NcjNBRzlrPQ== |
For your use case, I’d go with literally getting a Google Gemini subscription.
The reason is that Gemini is exceedingly good at PDF’s. It technically converts them to images and “looks” at them. So even hand written content is picked up without issue. | r/legaltech | comment | r/legaltech | 2025-04-23 | Z0FBQUFBQm9DbVhRc01kSzY3UEVqMXVZcEt5M1BQTWJyMHlyS0xKVUJDRG5IdVBsdjM5WVVXcTNxX3VhRDByNWt6aVF0ejRiQWNyQlBzTUt4eGh4SE91cmEwVkpyNzhLLWc9PQ== | Z0FBQUFBQm9DbVhRNmJRSm93UFE5SkhaREQ3ajB3LWhxMExOUmlLeTZFalFwRXI4T1pVZDhhMlVMN2tNT0s0MjlRMkU0ZEpaMkRhSElxb0Z2alEzd0NHeEltSTJDSmtkQTZtX3NxYkhlV0JycmhyUTZJd3pBSlk2NjBtMXppTExRVlNhSlN2dWZFNXNvVjFVb1NFdVAtYndmaTJTQkN4ekR3ZS1kWHhOcmVhV1V0aUhLNkJSNG1jRTNYNDQ5a2VUZFpxdjdQRWtWdzd1SnRCRTc3cElUWTRacjk0YU9qYWhwUT09 |
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