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So I accidentally sent 1 SOL to my old solana wallet that I don't have access to anymore when I was trying to deposit some crypto to gamble with.
Tried everything to find the seed phrase or private key and just can't seem to find it.
I'm gonna be so annoyed if SOL goes to $10,000 in the future.
Might just invest $200 to mitigate the loss.
If anyone has any tips on finding the seed phrase or private key, please help. I took a photo of it on my android phone but stupidly permanently deleted it from my phone and Google photos. | r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRcGgyd0VSQ1lkbXNxWUFxZ0V5ZDZXOHNjY2h6bWUzNnpxaEpMVkh2OTluYVpKMlFuTW5GaWQzU3o0Y1h0NmNVNm1HakV3Q0NpOXVmZExTR0hLSWt4ckE9PQ== | Z0FBQUFBQm9DbVhRRW90RUhWWG9mN1psYUYzMDhoZ2NrVkNkTG9kWGQ3WVI4X3BXNEo5S2NqZlA1WDlMcEZtTlFwVmwxXzBKLTE0RVhNOEZlVnVRbzdteE5oWmJVZG9XRTk4STFwWGZEb2p0WEpPT3hFeVlGTzk4WTZlRjhFZHZBWkpQUE42RnFyZnBZS3k2U3JEc29aMHRMZTFQM2xGc3hSUDdRMHlZanI4cDlnMzFOcnI0emk3cTFGR3Z0SmZmN3l2cjhfZW9NMEJQ |
Late answer since I am just seeing this!
I think it can work, but it's overkill. The article, rightfully so, makes a lot of assumptions and does express concerns for real usage:
"
The proposed work has a few limitations. In the current framework, there is no cooperation among the controlled agents, which leads to conservative behaviors. In certain scenarios, this can also lead to deadlocks resulting in a lower reaching rate, as observed in the numerical experiments as well. We are currently investigating methods of designing a high-level planner that can resolve such deadlocks and lead to improved performance. Similar to other NN-based control policies, the proposed method also suffers from difficulty in providing formal guarantees of correctness. In particular, it is difficult, if not impossible, to verify that the proposed algorithm can always keep the system safe via formal verification of the learned neural networks (see Appendix 1 in \[82\] on NP-completeness of NN-verification problem). This informs our future line of work on looking into methods of verification of the correctness of the control policy. Lastly, in this work, we assumed that all the agents have the same underlying dynamics for simplicity. For heterogeneous MAS where agent dynamics are different, the type of agents can be encoded in node features. In addition, edge features can be chosen so that the shared information is the same for different types of nodes. We leave the extension of our method for heterogeneous systems as future work.
"
And they're also using 130 Lidar signals at once to figure out their environment. Having a fleet of NPCs doing this is going to kill performance.
\---
For this kind of application, like I said, it's a bit overkill. It would be great in a setting where you can't control the environment and all agents are mostly similar and the behaviour is predictable (no bugs for example).
Instead, I recommend to stick with PSO / Swarm intelligence techniques, which not only work really well, but should also yield predictable, repeatable results. Also, for our fellow game developers, this would be a lot easier to implement since most of them already apply some forms of swarm intelligence, but without the formal knowledge to apply it consistently. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRWDVfSEdNREtheEhKTzNjcS02OG5zbFdXOWJqZXRBLUJZeWppcTdPdzY0cUtHbnY1d3BlVXB1dWJteFdkekEyQlA0VU1kdVNfVjNZcU9oMlVOallGenc9PQ== | Z0FBQUFBQm9DbVhRdXh4d1BmSlFpNFRCM1VvY0sxZVJDZzZKRWRobkUwYkZQYUlnMkJFbERWbWpXYUlfdDBGWVVBRFRKNi05ZWFweEItYUM1Yzl5TVp5dG56N0FzbVlOQ1lpYmNVR1gtWUd6OGZlVENKY3FYQWFzenUxelQ1RnphMjdwX3FWbDBlY01WQjlselp2OUF6YUFOdGI1UFJYTm0zVURkNlFNQTkxZVNmY2VEUGNUNy00bDFqcnA5TlJoeWZnTkVleFdRR2g5LURFcW0xSUJMclJDbkx6Z0trYXFRdz09 |
If I remember correctly Moondream released a lightweight model for gaze tracking a few months ago! | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhROENWcnR5QkJBcTZkRU55LUh3MUxwclNxQkZ0Vy0wMUxSZzR5djZlXzlEdGxzTW1SWlZrZHQyaG1ON2laQ0pSQ2VrLTJZTFJiS3NscXBHUWczX2d2dnc9PQ== | Z0FBQUFBQm9DbVhRMXZ2S01KUGNsLTJyTU8tcm5hWFJobGpEcE12OWFiYjNZQi03VUJGYW96SGFEUkxPX1RlVUl3bjMyTmJxdkNpSjFGV1djZGlPWmZoOGFxZ2pLdGJ3bVdxYjNrYjZRWXg5OHNjaENuMUZhN2VybXZWeHMzQmZ6b005XzRFQ2M5aWxlWlhIRC1ybXJqVU82RGxxS0VXWmNFc2ZxaDF6SjZlZUFmWDExWWNHMUdZaVVwSEVjMWJMSmhzSktSRWFSMWV3LXFXSWVhb3BTdEtpTjFJa2NtSmdmQT09 |
So I’m making a post. | r/worldpolitics | post | r/worldpolitics | 2025-04-20 | Z0FBQUFBQm9DbVhROVhNN25VTEhfUWRPZUgzQjBDSktneEpSenk3STdrc21CTzU3M2hLc09lLXZBYTBhakdwRjhJdm41dE1oRlkwVjdvWU81Mk5HRmZIYl90ZVh3OHR4UlZPTHYycXJma1dERWl1bVhzSENGQUE9 | Z0FBQUFBQm9DbVhReUVwNldYdkM3M0JKUE9fRGxkaHVpNDJMdXM4MUxoUjZ1XzhSX0NBenZkY2QtbGFCMExHY2cybjdpSTAwNWtfMWREX1hxakI4X2R0V2dNbWFTZGJ0aWtoSTkzUTdHTTU0LVBsMFZQbUMtYmJLTGczbGd5eVd3djQtWXFJQjlYVDM0S3RsZFBzWThwaUhMMG1QWUgwaXBqZHRRc3RBUy1sZm1hRjJGQmN5cW5hYTFVNTlveXVoTEh5eHVoR2VMdDJGN2RfLVpPR3RkNExocUkyUExwRUdnQT09 |
Thanks for this very deeply analysed perspective and view on the application and its limitations. This can be an overkill, obviously, however, the paper heavily relies on LiDAR as it is performed IRL with hardware drone swarms. Given you are operating in a game based simulation, you need not have to use lidar to gather the relative states of the neighbors, as you already have all the states of every agent in the environment.
But I still agree that this may still suffer from deadlocks, as ultimately, the controller here is a NN and as the paper rightfully says, it is hard or rather practically impossible to provide any formal guarantees on convergence because of this.
I am not from a gamedev background, so am not familiar with PSO/ Swarm intelligence techniques, I just want people to be more familiar with all the cutting edge research and approaches that are readily available out there, and given I am games enthusiast, I would love seeing such researches being more widely adopted within industries.
Lastly, you are most probably right about it being an overkill for such an application, however, I would love people sharing more interesting applications for this paper. Anyways, I plan to share more such cutting edge research from academia, maybe someday, some idea clicks, and it could potentially cause a change.
Thanks for raising such an insightful point here😊. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRa3E5NEpnRmZha0tpWmdkTy1SVVhPTm5IQ3RETVlHdU5iUnNCQTVLSW11azUzMnk2dXlMb3VrTkdqZ3VhazUzc3FQbWdRQV9WVTJTV2hWYjdRcUFBT0E9PQ== | Z0FBQUFBQm9DbVhRM1VxeXNhVFRSY08xODVMb0VpN3pFV2daWnpnSUZ3TzNaUS00c1ZSWmpaVDBBOWJXbGlZUlhjeDRJUUxJdE1ZMkZJS2ZfUkNLX05wZC1Zb1ZpWWdWYXF2dGozQmdzQTMtRlRRTldUM195cU4tOThoQ2t1b1M1X0VkbjQ1MTNRLWtRN0QxdldHTkFtSEVwZ1JfNHpITTJFVnFFclpGdmlWUWM4SlEybFJkQ3NqSWtSYlRyNWl1ZnRXUllVem1ZVjJ4LW9TVlhrS0JZSGVYdEFXVzRra29JQT09 |
I am working on the greatest spam removal tool ever. I am using Gemini to read and classify mail as important, spam, and ubimportant. It’s a PITA. | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhROENwRm9iby03a0xINi1RTkZLYURzelc0TlJNX2JLR2k4eXhGMWx4a2NRSDU5bm5Sc1VfeTFUbVktdS1lT1VzYk54YWFveHZ1ZndVUXE0R2ltQ0JXQlE9PQ== | Z0FBQUFBQm9DbVhRZ2xTM3k5b1V5Qm1FVkhPelNDTUo3U25rNlpsU1M0clNXNFdQa3dmMVNRQjNzYzNBb1FOeENNWF92WWVYOE54MmlJdFNMOGdING5FVWlNYUd2ODB5SFAxWFk2SW5HRDhFVWNmSXpvY29nX1p2a1VGcEw4SGYxck9HX29WVHNzQVVSZTE0TmRwclVNRWJ5bmpSNUdXUzRjSmVLRi0xM0xHckwxenEzWnlqdV8zVHlERFhtT1VaVkEtSlhqRlRqalNqYkF1SHZSRlBDUG5Dcmw4U2c0am9lUT09 |
I hadn’t thought of that but thanks for bringing it to my attention, i wonder if current gaze detection models take this into account | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRbmktZFlTQ2djdmNFVjRGWW83aUttTF9ZWVBPTTFJVWgxQzhoUVB3dXV4Q0tUX0RQWXNjckZnX0dpa1dqUDdncmRyOTdNVFhHb2RFMVFjSnhPWm9tdlFCcWM1Z2lzeEx3bEZqOUxCMnRRaHM9 | Z0FBQUFBQm9DbVhRY0pzTWlla01vLXdvZzE4aVhtY3k1bFZsbU1US3hkSlpRUUJLZUNGWVkwMEdSNTJqWjlSM3VLR1dHMW42WUJ3MUJSQVFIZHpKTjhNdmVPdlZSNkI1NUpzVTRtS0RSeWpGZlBQUVF4THFTUEhYb3Iyd0F6Tmt0TzN2ZjJUSjNmVW1XeFJPdEV6b1JZVm41eHl6Q09PVzJ6dWpzdjZfX3F4TWlfUHpGRHpGbWU1Q2FsOVRWNllWUUwxei1YdWQ5UDJLWnh0RUlZWC1udHl0NExQLTlRaXdaQT09 |
Yeah they did, I did take a look into using that and other vLLMs however I think even they use too much cpu usage. I imagine they’re better for gpu, but in cou I couldn’t get them to run efficiently enough for on demand detections.
Perhaps I did something wrong though, I’d ceremony give jt another shot. I’m quite interested in trying out optimising inference.
YuNet is exceptionally small however so I’m not how close the moon dream model can get. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRV21LSXBRck43a0FCcFdiQUJ6Y2JaZTJpYjNaZ3k5djItQlB0ZjZuaFFTWHZQTTBmMFFQUGJmVl9Wd3VvRDdyVmNYV2VLMGxVRTdIb0VwQzYtZC00RW5MMzFPSjZjd09WTzlBaTVIWTNMV0k9 | Z0FBQUFBQm9DbVhRMlk1bXNOVFJEOHlDOHJLZGhoVEZoZ25KcmVndkFfaW15RE9DclBRR084NktkSkVheURmNmduUzFZQmRFUkpKSzIybnRlS3BYM2oyMkNLZTk4dHBVTTBVME1oWWJvZGRHdzNiY2h3Wi1XcHA4cDJFVkhzbWozaHF0cjhHaHFpd3pCazhhQnAyeUxmNTJaSm9ucXplZ211WEZlOGIxYlBmTU9RNlpKWUtXeTFSSnhvLTFEYWk2cC1yRmY3ZFR2OG53UFl0bE5RZmpsNFF4b3FhMXNsbVhwUT09 |
So I am on a few crypto subreddit, only on r/Solana do I see daily post about people getting hacked, scammed or losing their coins in some way.
Why is that ? Is Solana unsafe somehow, is it the wallets you guys are using ? Or is it a community thing ?
| r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRSjJGSGlaWFAtYjRVaDVMeldyMURGTEVHdW1BdS1WUzdRMVBTZVFQcXdHZzMtWkhOUkhlWnBtQl96ODd1R3poMHQ2REQyT2tGby1Ib2tzUkxxSnFGd1E9PQ== | Z0FBQUFBQm9DbVhRRktOdjRpemRqSGFxek5fMVAzOTRMNW53N1dMUTNJMnNuV1R0Z0Q0OHotWnpmYjZZUUxzZjlfTTNPcy1feUVVWENwMU10cDd4d3NaUDN6QlRwaEVDeVQ1NEZKNHYxdkFyY0V6Ullya3VFUVJYYXRDbW5JMS02SXg0NlpTbFRJR2M3enIza1FHU2t0N2I4dmIya240ZlZ6NmNTUG00ZjZaYTZtREFUUlZONi1rPQ== |
This proposal suggests replacing the Ethereum Virtual Machine (EVM) with RISC-V as the virtual machine language for smart contracts. This change aims to improve the efficiency and simplicity of the execution layer, addressing scalability bottlenecks and enabling significant performance gains.
**Key Benefits:**
* Improved efficiency: Replacing the EVM with RISC-V can reduce prover cycles by 50x, addressing a major bottleneck in Ethereum's scalability.
* Simplified execution layer spec: This change can simplify the execution layer spec, making it easier to maintain and improve.
* Interoperability: Old-style EVM contracts will continue to work and be fully interoperable with new-style RISC-V contracts.
**Implementation Options:**
* Supporting two VMs (EVM and RISC-V) with equal access to facilities.
* Converting existing EVM contracts to call an EVM interpreter contract written in RISC-V.
* Creating an explicit protocol feature for virtual machine interpreters, allowing for future additions. | r/cryptocurrency | post | r/CryptoCurrency | 2025-04-20 | Z0FBQUFBQm9DbVhRSlNZSUxiTkoySWk2akh0SlZkbTd3WU9ZdEhFTS1nWkd1SlRReUVWV3NocV9KQ0JFTmt5SHBoeU1DMGtGalgxWHBSZ3gyOTZiWWRSSFBvU2szRHRwMXc9PQ== | Z0FBQUFBQm9DbVhRcUhuRFA3VW5ONVk4WUVhd1lLSWI2eHRaVUpXWEdid0Y5YkJIYXRnYjk0UlI0bUdNQlFOVnE1UXpjUXE2dWZfSTQzMWVzQ01KVktUckJ0dHoyRmVpU01JUTlYWUNfa2liYzRpdTBQNzNzbVRKY2g2MmdRUFIzUGVjRWFyc0JXNkxsZEJCa1hGX3ZLTXB4QUtsaktITVRLMmNMZ1RCbERfb3BQc2o5M0M5dW15MnVzeVJEcUkwS3ctdE1EMS02QVZtLTVTZ1JBWnZyeTgxdC1LUVBRR25Ddz09 |
It depends. Traditionally for simple classification and regression, it's diagram 1. But, sometimes people use diagram 2.
In Keras, diagram 1 is the default, but you can change it to diagram 2 using return_sequences = True.
In Pytorch, diagram 2 is the default, but you can change it to diagram 1 by only using the last output.
Your code looks like Keras, so diagram 1. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRQmZmdzQtMnhzVThjSlVJb2lvRDZEUlB5RHBta2k0ZlpZLTdxN1M5VkRBeWI4Ul85Zkk5MGdzVUl2cmlwaXpyY1dxNVlqNXJ0Tk9hbFVBNG16ZkR3X1E9PQ== | Z0FBQUFBQm9DbVhRckN5bUx1LUNETU13ek1rb2ZiUXpvTVdBSjN0eDhvdGh2SFpKbUM3YVBiRGU0cGpHZTZwWG5yOS1QdWpzOW9YUVlzQnlNTWptZTliZGNEZmR4eFZoVUZmQjFZNjZnYVdIcjRsQUhfQ29VdkVEZEJWM2xxM1NMZDhLa1dxVExyTTZ5MWVYaF9qTVFxV2Z3UmYzM3kteTk2VkphQ3dlMDQ0Rzcxc1dydzNmYUJrZkVhSENRazloQWhrWml3YTNYQ051ZW1xWFp5Tm1YMUxyVzJITmZiUlEzUT09 |
why use dart on the server ?
1- unified language for full stack as Flutter now supports almost all platforms + web
2- compiled language
3- null safety and type safe
4- a strong community with a variety of packages that server almost every scenario
I think it's time dart gets more recognition on the server, so I built wailuku, a lightweight backend framework that emulates express.js syntax. I'd be super helpful if I can get some feedback, suggestions and contributions.
thanks! | r/programming | post | r/programming | 2025-04-20 | Z0FBQUFBQm9DbVhRMjZ5UmJjTHZncnVScGVhWmdOMjhoUlJqOTh1OV9QTmFBelNEaVhNNGM0dDJuUVpJekZ6eVNmSDB2Y3JISVlEcU4wMm1kaWNmVGw4SkNQRnUzOFJHTWE0aGRTa2ZrRTYxRGVwLUJSWmZuM1U9 | Z0FBQUFBQm9DbVhRb0VYb1owMFBYUjlzSnQ0aHIzMFpHRDMyZXB5MFZ4MEFsODNUWmlPU0w2TzN0Q0R1R3NOSDFDWWhHS19RTU43SGdiSWRZVlBpSUM4alVXQXdaQjZZY00xR3pRWFdIZjR0bTFNNE52Ujd1T3dnOWEzbmhseDN1RFhsekJjdGNTc25GMld2bktGcFl5bmE5dVFYOTFsbkd5WEc1R0pPdXpHVHJnNE4yWS05a0UyeVRsaWlTQWtuamUtUG5yUV9xZnpWdmJrUHdpM0g5QUdnLVotQkpCMXVLUT09 |
Hello, i recently started trading futures with telegram calls, ive tried with 2 traders but their calls were ass, so now i tried a new trader on low ballance for start of course, and he already gave me 3/3 great calls, now he wants me to increase my balance so we can earn "real money" he takes 50% of the profit. And it all seems great but i just wanted to make sure if it really can be great as it seems before i put more money in it, please give me your experience with these kind of traders. Thanks. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-20 | Z0FBQUFBQm9DbVhROUZWNVZhYmRwZnY0eUZWRkRidVFfNXBJaVFaNHhZMkhTZE9qRG5yb01XdVZxWDJZd1ZvUkRoNm42cVR0d3F4VC1ULS14eVdBdG9Wbl9RdHlyYzYtbFhUdk82bVJHT0N1WFdFRmM5Y0xuYTA9 | Z0FBQUFBQm9DbVhRYm15a2J0MUo2dG43SXpwb3p6QjRJRW40cG1FLTE0RkgxNklic3UwbmJfVGc5TFo1QUN6Q0dDel9fR0Y0dGVaT3hKV1YzcXpZOFhhckp6emQ5ZFdMb1NYdERmZVppMEo0Y1VjbXBGX1E1YWNPMFBkSXlfOVJZRzNJTU82MDFiaGw5amNwT2JTTUVhUWY2amd0ekNVT0hhQ2ZGZHpWSUJjX29PdFozZmNEWW9ZPQ== |
I actually invested about $6,000 a few months ago but DCA $35/weekly. Going to keep that going and not stop using my kraken account. Starting to stake with my self customer so hopefully my TAO builds up. Obviously if I could see the future I would have waited to buy. Wish I had a bigger bag of TAO but hopefully in 5-7 years with my weekly DCA I’ll be a happy camper with where I’m at | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRYjJjdDNvQ3F0c2had1hFX1haZmJ2NkIzZ0FwbF9DQUZGSThJbW96UzR3ajdOVFphVGRxVjVPNVFEVDZGSHhBblZma1BtQWxUV2hrX29LWi1MbXlBX0E9PQ== | Z0FBQUFBQm9DbVhRWnVhRnhmNWhtLVEtQ3QtcUJsdnAyNWx2LURaWVRNV2Q5M0UwdE5QdzFuVWowQ0V6SjlsMVEtLS1FZHNzZVQzX0Nwbm9hTEVPeWxEOHU4SWM1WFVpZ2tuMzAwQnJYUDVCRGFad3FRR1Y1Zzg2OWtGN3hqdzlSRGhkSXN6WFd2MEJwcS1aRkI1V3d2ZGxXcFdLb1JqOFNPLUk0OFZ1VkZPNUxVcXktZEdfZmZWQXo4dkpZZ2h6d3N1d2xvSTdOcVItUVJqZHluRjV0cUdDMXdEUklyaFFkQT09 |
Can someone tell me any useful apps being built on bittensor or any to look out for in the future. Thanks bittensor fam | r/bittensor_ | post | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRQlQwQ1pBbl96LUNXUjNsSWhwRUtjc3JPMXU4YmtkM292MWxFSU9fREY0bVFIM2VYOU1zUTNjd1RxM2NEVUU0Qkt0Y2ZJbHhTeExwS1dxSEhXT0lsRk5BbGUxcGthSWFkaHZmWVBKak9GdlE9 | Z0FBQUFBQm9DbVhRWmdGc09Zek5kNXRNYmxyZTFRd0MtcUhnSlJyRU03azRpTm5TQTNXUTBzZWtrM2NDdnM3ZUNvNTJuVWZkanFYYms3bDlnbnItTDhnTDI2R0hjWm0zWG96TUg5aGYzQXVSUFNOOTdtQlc3V1FVNHNUZDdDanRqeG9JNEU3X2NoTEIyR2xyVWZrU1pENktWZ1YxUXdjdk1iSjdJV1hoelpmWFJIaFJTeTJJc3dFPQ== |
Finally got far enough in my project to open it up to the public to start using it.
There are still some ui glitches but I expect to have them sorted out soon.
Would love any feedback or requests. Thank you. | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRZFJrSU5KcEROTUJIV3VLby1pUGtFdUJTRjBtbWhMNklFYm91NVVVd1R0WWh5bUJLeGNza1JXQU1tNVFIbDBtZ2phdEpCN1pHdkZqQjI1VS1wZnBwR2c9PQ== | Z0FBQUFBQm9DbVhRa0h0UEhkWDVlV09yRGNVZXJxbzI2Nmh0RVo4U2p5OUZ5Y0VQYTdZbWV0N00tRzBNdjRMbS1FelM4UGdJVm1CblJ1eVN4UEREY1dCOHExN1RBMndVb0Z3ZExpcVZJR2tBNVE1ajNnMXA3dlhrMWFkTGxRZUs1anZWdWQ5aDNBUHhrR1ZJaGNRanozeGpmX0o1bGRLOGZxRnBSRWJvczdPcEpVWlkyaTB4SU1aZ2lXZkxMT1Bqc1pNR1RLbGFMeFJvd0w5VkxHX0tNZW5JZUpleS1DLWwxQT09 |
This sounds like a perfect chatGPT question :) | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRRkc5dklyOU5fRlNNNlRGc2g5YVRFelYySXBIVEJwOEdiVXA4dE5FT0JRYXZfWkFrdDFmR3ZFWjRlM2MwdVpiSEZqTGVmelZCRmI3TkxFY29OUVVBN1E9PQ== | Z0FBQUFBQm9DbVhRb0ZRYjg1MjNJTzQtNGJnNFQ2Z1M1WmRERTFTNFR5aVl3cng1T2lEaTZsY3RyRktrZUFKRU4yTGhtVi02R3JqNndNeTRad2F3T1ZJb3dRUFh1WVB1NmNWeDRIVG1KNFJkVDllNkVPYmV1aTkxUXI2YUJYd1M1cTlaa3pwd2plQ0p1ei0zdEdDRkp4UFpSVTN6SHI1d3FCWE9BRG5yejA2MHpmZ0lQZkVkSG1FT0RQdVVyc2trWWVvb244M3ZZTWVOdTQ1dXBVclJ3Zk5MSGVuVmhfS1A1QT09 |
Lengthy post, but intended to provide a summary/clarification of Kilmar Abrego Garcia story that’s all over the media.
🔥 Clarification point #1
Garcia was here on a "withholding of removal" status, NOT a green card (permanent resident), NOT a citizen. This is NOT a legal resident status, it simply prevents deportation to a specific country. This status CAN be revoked.
🔥 Clarification point #2
Garcia entered the country illegally, he was later given "withholding of removal" status, not surprising since Prince George County, MD (where he received his WOH status IS a sanctuary county. As previously stated, this is NOT a green card (permanent resident), NOT a path to citizenship.
🔥 Clarification point #3
Entering the country illegally, IS a crime. (8 U.S.C. § 1325). The last president obviously chose not to treat it as such.
🔥 Clarification point #4
In 2019, Garcia was arrested, along with 3 others and he spent six months in jail. He did stand trial and was confirmed to be a ranking member of the MS-13 gang.
There were two reports: one was loitering outside of home depot, the other was tied to a murder investigation (possibly associated with the other guys that he was arrested with). Ironically, the mefia says that the arrest records have since disappeared, although some reports have been posted.
Additionally the Biden / Wray FBI released him in 2022 after he was detained in TN on suspicion of human trafficking.
🔥 Clarification point #5
The administrative error (more of a technicality) appears to revolve around the point that a court in a sanctuary county granted him a “withholding of removal” status, which “protects” him from removal…
Unless it is revoked. The Justice Department argues (to which I agree), that his illegal entry and association with MS-13 null and voids that and he’s gone.
🔥 Clarification point #6
There were/are NO false accusations. The MS-13 association was confirmed by a judge (Immigration Judge Elizabeth A. Kessler) and he admits to illegally entering the county. Note: MS13, is classified as a Terrorist Organization.
🔥🔥 Extra Clarification point:
In 2021, wife filed for a protective restraining order claiming her husband punched and scratched her, ripped her shirt and left her bruised. The temporary restraining order barred him from contacting her and directed him not to harass or abuse her, according to the court filings .
| r/trump | post | r/trump | 2025-04-20 | Z0FBQUFBQm9DbVhRN085R1hLNDEtYmNlZ2hueVlHUVVPY3ZucnNUdnliRERIeE9GbjhsVnFkWXR2U2ZBelFPU2ViYXZfMUs1UTg4RFRzWU5tSHY3a2Q4dVNsQUdkQjJsWXBtQkV5bEVodzR5UkxKUjBkbmdycFU9 | Z0FBQUFBQm9DbVhRMHR4SUt4NVJ5ZUJZYWFwXzE1SHA1VFhxdExrMmxlZGRFbnJEYzNYUS11LVdqOW55U2VhRnVqeEwtb3docGZCc0dYX0VPbGZNbjEydHBNUTFWRFpJQ0NCN2k4VDZFTUVBMW9lMng0bXpMRmpxR3JleDdkcEJaOVlwaGZtS1FfM2g2OEhiN0ZwNVVIWGxuMUZxWmZUbDJMQk9iVTR0NDZqVV9sU25wYWx5ZF80PQ== |
Sent you a DM! | r/legaltech | comment | r/legaltech | 2025-04-20 | Z0FBQUFBQm9DbVhRQVFkekx5M3pkTkVvUXV3eEJILUMzQUFhbU5pQm56VEJrT0ZiS3FHcjYzNzBLMFctcXRSRVVxRzNkQ1FfMTdOa3JFU1BoTGtMV3B0SFhHeFA3NktmNHc9PQ== | Z0FBQUFBQm9DbVhRZTZobnJ1MnRNMm5zQk53QkJvOWJNRHFqbkFlODBxR19QcHdGcjdOalZUZWZxeEpfY2pYd2JxU3FhX1hXaHRTUFItemFVOVVhbFlqckFEQlk3OHBlNEFLdG9vWWI4VllFN2hNcHZtQXREOWpRMVVTV1pseFhwaUd6bkUzazk4LWRsdmlvc3I3UnFySHBxeExyNXBSNzBGWVNjbGNkbERUM1ZwRzVhanRvTjdtY2hHZVhtajFaOENuU3BlQ1dvOVZOR0RDOWRKQXZtbURBWXFMS29Yd1Ntdz09 |
Deploying AWS Bedrock via Terraform isn’t exactly plug-and-play. When I first started building with Bedrock, I assumed it would be just like any other managed AWS service, pretty quick to deploy and easy to get up and running but that wasn’t quite the case.
Infrastructure as Code isn't just about managing VMs, databases or Kubernetes clusters anymore, it is also applicable for Gen AI. So here are few things that I observed and learnt during the setup process which hopefully benefits anyone else also looking to manage their Gen AI Infrastructure on AWS via Terraform.
1. Model Access isn’t automatic, even after setting up the correct set of IAM roles and policies with Terraform, calls to Bedrock models returned 403s. It took some digging to realize that model access needs to be manually requested in the AWS Console. There were no obvious error messages to guide you.
2. Not every model is available in every region. What worked in us-east-1 failed silently in us-west-2 because the model wasn’t supported there. This isn’t well-documented up front. I had to dig around AWS Bedrock service quotas to figure this out.
3. Bedrock doesn’t offer usage caps or rate limit alerts by default. So tracking usage via CloudWatch is essential to avoid surprises. I would recommend setting up alarms on the token usage of the foundational models to avoid unexpected charges.
If you want to learn more about provisioning and managing AWS Bedrock infra via Terraform then drop a comment or DM me and I will share link to my YouTube channel where I walk through it.
| r/devops | post | r/devops | 2025-04-20 | Z0FBQUFBQm9DbVhRa0c3QlFJVnc4enc0WXQ3YnNHOEFESUg2M041OVVjM1Fwb29fX3RTdnJIZERBbmtBb0U1QnE4cC1OWFFqMl9VT3BLMUFhSERXRGRjbG5TUzRPNmFCbU9GYU1nX3dHNjAxSGp3dG9YazZxQ1E9 | Z0FBQUFBQm9DbVhRQWFYSjVjbXhlZkplb29YZmJnanhGT0g5RTBlb3c3bDdZV0plZVhuTlAzRDB1bnB2bkNGUEg2c3NmQVMxSUU4UjI3Z00zRC0xUVpJanNhZW41NUhYWGpEYmdDN3VHbEJjWlpJOGxLSWI2WV9adENTQkYwWGtSN1dHRm0xNWhaNnRkdlZmQm9OTm1acThzdjljal9Kb1NsWXpVN0c0WUdXM2trbnQzVHVpS2J4cEFXT3VOWlltdm1LNHpwOTk0VXpB |
Hi guys, so I am going back to college again to study Network Administration. What would be your recommended youtube channels to learn in depth networking lessons that will teach great fundamentals? Thank you so much for your help! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRY0c5OWhMdzBHbnByUFRMMktvODhIM3dUQ1FZTU5tT2NlbEFfQnFLZnpmbTNEYUZHWWVTMU1QS0lhelFkZVlnd2NlYVFQcWFMVWtVZHFreEdxTWpmMFE9PQ== | Z0FBQUFBQm9DbVhRandtR19KNnp4aGNZbFF6VnNBV0dIQzY0OXU2U3RhTUhBLUN2ZFl2WkVqOEc5VHY2bUxXTE5iWGppNmlYVjB5OWhfanl4VTY1NlNTVHpiaENJcERBdmV4SHFMTmZMSTBHb1FHQVctTjZITDZLQU04SlNsOVJIeFJfa09qQjF0V2o2RVhiSThjS0EzS3VQRndmT3RjaWhCWVRzUnloWlFNMzdiMjk2MFh5bVpPZ0xhd1ZTeGJDU3BNRXBLN0lLTG9mM3JqTlpsUHdvZVdmODlKQ2w1eFlGZz09 |
The signs don’t even make sense. „Hands off“ social security etc. Everything DOGE is doing is to catch fraud. Actually protesting the group that is uncovering fraud. Do they go just to have fun? Is it TDS that prevents them from spending 2 minutes researching facts? | r/trump | post | r/trump | 2025-04-20 | Z0FBQUFBQm9DbVhRdmZCTkJ2VnV1RjRRbXZxSXB1QXRlLUZrVmZxbmNKaS1ES0gzUWVqaTdBTXVoVVJyRkh3Sk1kSmN2WVg5UmNadEhKNVEydENUMnBfdklFcTJMcF9HNGJJVEtUdWlCdXRJaHJ4a25MUGtXTFU9 | Z0FBQUFBQm9DbVhRZDJEMjhWeWlmYW05OXBXcUNtUHJQWE9BbVRlUmJJWm9tb0h5NS1WVkF3UGVyVlNxYmNEY04yVVVIZkZONzkwbUlCc3Y4eUV2SU4tN2YwWkpsVFlzQWNMU0ZhQVNQSFlkRHJCQ2ZxZHhXZ3dibGVHSW1DeER2cGdBc0k1YWtXNEVaSUpLWWdvYV9xRG11YmFXYWdzUVV3c3VHTnM1aEJtemJnRGZ2N2ZEdUs1U0laM3FMUjBWeWxvSEwwSmhxV3FN |
Seen the coverage of the Gloucester away section at Saracens. But no real conversation of the benefits or issues with it.
What do we think? Good thing? Bad thing? | r/rugbyunion | post | r/rugbyunion | 2025-04-20 | Z0FBQUFBQm9DbVhRa0o1LVR4RWM2RldVTE5ma1o0WWVVWUJubUZuRElkdWExVWZmXy1sbVE5bU1MY19hQlh6VmZhZUJORzg1SzhpR25LVm1jbERoQ1djRTZwc0VjNzBjc3c9PQ== | Z0FBQUFBQm9DbVhRYktuV2dIQWtHbm1KX1IzbVV4LVR2WkVqTVNXTHFwa3Z4T25iMWFHbF9OM2haM3hhTWVfZXZpRE1IbjZIN3ZEV1JzTVpHaUVWUWNrcEczRzNxQ3B2cUVLZi1xRzlyX1UzN01mQTJVVERkdC1jYUhqd1lSY2c0ZUtGVGVVbll0d252eXdQOWhPd0k4YXhDamdjYW9oeEZVLUFGV1h1ZUZYTTNodXNNYktkVHBFPQ== |
Shitcoin | r/filecoin | comment | r/filecoin | 2025-04-20 | Z0FBQUFBQm9DbVhRZ3ZLd2pEVVMtQVdfX0pMSXRhT254b01nampobGRCTHlGZVVMUXY5RW5nSTZnaVgzVUU0b3duT2h2aDhBelJaQUFtVzdPQm90WFlFbUFEaWxVY2hhWlE9PQ== | Z0FBQUFBQm9DbVhRRm1WNlMyWVpDVXdQTmFaZXZ2Zm5HOU9rU0h0cGZ5VHFudTFhaEJsUlJUU0MyR0Z0MlpXNkh4Y1U4M1Z5cGV3QkstQnlybXl6V0FaTzB2V1dWV3BjTDU3MVNzTUk5T3R6dmhrZ0d2eEExTEVvbzBmTGw1TU5QNWFaa1prR2IyWFNWU0h3aTctT2J5ZDdydm45RTd5dlhNb2ROZjlkSWRhd3J4QUJZNXNhT2dPMGo0NklqYU4tcUdGSURxNENlOUNXUUVpS013dzE4VVgyUWw3ZTFKT3lpdz09 |
Hey devs! 👋
I've been building [`ubichain`](https://github.com/oritwoen/ubichain) – an open-source TypeScript library to interact with multiple blockchains using a consistent, minimal, and extensible API.
🪙 **Currently supported chains:**
* **Bitcoin** (P2PKH, P2SH, SegWit v0 & v1 – Taproot, testnet support)
* **Ethereum & EVM chains** (EIP-55 checksum)
* **Solana, Aptos, TRON, Base, SUI**
* Support for both **secp256k1** and **ed25519**
🔐 **Features:**
* Secure private key generation
* Address validation and formatting
* HD wallet derivation (BIP32 & SLIP-0010)
* Unified API across all chains
* Type-safe and minimal dependency design
* Works great with edge/serverless environments (tested on Cloudflare Workers)
📖 Docs & playground included in repo!
💻 GitHub: [github.com/oritwoen/ubichain](https://github.com/oritwoen/ubichain)
Would love feedback and feature suggestions. Contributions welcome\~ 🧙♂️ | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhReHdfVnRtckJMT2cwam9Vdjlld1R4SVByVi0zc29IVTF6MWlLU2FCaE1lZDVmZmNsMDlTTzBZUTRsWDlFWXJMeGxsZWx0UE1wMUEtdjN2X1BfcGQ3bUE9PQ== | Z0FBQUFBQm9DbVhRb0JvRmdMb0pEcWI4YUQ4bXlhaG5keUY2RThUN1A3WHVkcUotdkJuNjNnbkNWa0V1MUVBVzR1OGViQmozVWlDV19lS3Ntdi1OcXFqak83UC1lclFNVmZFV0pOSXNabTh4OElkdEpmYldnZVhQR3ZTVkktSlQwRmhlY095VGI1azdwRnZKWGx3SXloZ3o3VnVoLTJjWENSTXBMbFY3RF9RNElwZDZhSkFTVFF3UGdJX1VTTTRlQU1Ic0xXbnctcDhjdzZGbFg2aURrRWhGc3dpZU5FYXJ2QT09 |
I have zero issues with this picture. No one is offside. | r/rugbyleague | comment | r/rugbyleague | 2025-04-20 | Z0FBQUFBQm9DbVhRUHRLc0RkMVZQN042MkVhMmZ3S3VqSWdDN0V4UTVxTTBXQ1d1eTRQOURBZnlZNmhIQXRpSFc0VXI0ZFdDQ0dteDl4S21EdF9mSE1CeVozeDMxS01oSlE9PQ== | Z0FBQUFBQm9DbVhRZ29BSUJlZmYwUEIxM0kzc284aG9LNG1DUUh5M3RWM3c2bE5OaWlkdk9XRXdXS3dBWGE5SzhsR1pKOTgxcVRBblRoOWxpTEpCSHpXbENaM1pyN3puc09VOUtGSFJpVVl6anNRYW9NRWFUYzg0aFBNeVVyazRFSktzQUd5cDFIUnVwU2FiM3RRTzVqem5jSktYSXBBMUFwWDJtYy1XSXNHV2h2elVkX2t4aVJGeVYwTjVHSS14VXBKZHlWMGZWYVJ5NnBpZjhFQjRKcGZVSTF0RFoxUk5YUT09 |
Not sure if this is the right place, but I found Lofter1's AnyFlip Downloader tool when looking to download something from AnyFlip. I saw that a lot of people had issues understanding how to run it from command line, so I wrote a GUI for it and included a lot of automations that the base tool doesn't have.
https://github.com/TrialAndErrorOps/AnyFlip-GUI-Downloader/tree/main | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhROUxnMlFmZmJlelNxMTRGRnRwTkJmaTc2b2FfQXFoY0hKbVd1bG5mRWl3UHl5bll5eTZId21GSVltRjU5SHgtek1uLVU5Q0h3dkRqNVBJeklKTTlWMXc9PQ== | Z0FBQUFBQm9DbVhRUFJSa1FwRzc3d3RmSy1aUC1Hb1BWMjh6ZzItTkItTkZqejk4WGtyME9jRlVEMXNsbjBGVm5oVTJjbG1ETGdUMmlSWnduTHlmREZmc05aSHRZYTdWdHUzZzB0UjlZWVZ1aFhiR1ViMThldXNhaTNJSVlxYXkyNkZYcnFfWHdOQ2NkWFFwQmctLVlPNEVldWllNXIzQnE2VVJJa3dZNEItQi1lWDd0TzF3WEZJMWRqbEpvcXNEa2lKakJJbXZQY0Vt |
Spamcoin 2B supply.. | r/filecoin | comment | r/filecoin | 2025-04-20 | Z0FBQUFBQm9DbVhRM0ZvdHFndENQMEdEeXl5SC1xbWhFejlFUkRmYThLdi03WGNJOFVGcm1SUTdXRDh0YWZzVXhadFZJY2NDdXhqeTlLb2tSeVNpTnJ5UFU1MXUxMVdBcUE9PQ== | Z0FBQUFBQm9DbVhRSS0tODlpbnVObURnUFdWV0dVNjZzbW1Ma256VU40dF9WVGtSYVM0eW9YVEdTVU5nT1hjSHZ3bEVzYVVPV1pIQ1V0c05xTjZJMjVIS3Fnai1KUDZNNEVHRVFpMjIxamM2eHg3NUpwbDJWWkVzei1nYzNYRTU5V3NKMGRfUDJxWjd4SkNISXJla0liNHdBM0NQR0ZPbkU1Ymp3WTE0bkhMYXNyVXdCZEI2SXNsX0Z5M29RYmMyMUVxR3NJRk9YbkJIT2trWGxuWlRzc3A4dTM4azVqZGhVUT09 |
I've been maintaining an open source repo for over a month and i've received PR to the same issue today. Github don't seem to allow anyone assign issue to themselves. I wonder if making a note on the issue template saying 'please leave a comment if you are working on it' would be good? is there any recommended approach to this? | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRN3JUaUhPNkJ2ci1wTFVVQnpnNkNBalRVSnk2djFRajA0LVptZk9uMWE0akxkT3JBYk5BSFdfNWhhVEF4Yk5USHRNRmdmWWJNUThZY29Hd0RIaXFPNi1Zam5TSHRnYklyTXlSdi11R191TEU9 | Z0FBQUFBQm9DbVhROUJuTk1WZUdqQnpVTHB5NHNOWE5sNW9xY0xxSmJyRkd0UVFhdlk3b2xTVTc4YVBhNzJBdThKRU5nVkVQMVdPellKNzVtQ2V4SndlZDdvVGZfT1FwTVh4ZjNKdm9IWjhCOENwUlNjR00wbmxCSXBrcEowUzNLbWI2WkhCaTlVNm5fdU5OMmhrcXFnQkprd1hHQndTQ3FRRnZWU1BLS2l1Y2NZRUlnZVhTMS0xdFhhMHlqZ3lkY2hwS1ZhRXExT1FTcGd5MzNZTk5EaEtXUzFweEVjSlZUQT09 |
If they short what you don't have anymore, then you carry no risk on that short position. The risk really is that they don't give your BCH back. If they do give it back, the net price effect is zero. | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9DbVhRMzBMeW9hc2RzWDFQMlV4dUdWNlUyR1h0YUdNSndyY3o1RlJWSkY2NXZjQ3FlWnhtUTNPa09wX1FSWThLNkNuMFRKdkMzcVpKNFl2cUJmTHFkSjJtSHh0UUw2WkhPRmxHT2FBVDJadGxvUzg9 | Z0FBQUFBQm9DbVhRVTJNNmY0cldrRzVEc3JwSVRHV2hsU04xMUtuQmFtOXhrb2J4NzlRcEs3XzlVYndHOVBhVE1kaGFRYWhZLU5tc3B3SzFJT2l2WVJ0ZGpNeDczZFFoWHcydWJ4V2pOVXVIVERfMm12cW1FVC0tRXduVkZWSXU5NUxmYi1wVWdzeTl5US0tU3RjcE5PU2tyOVQ1MmZpUEpsdnFGMWlFcjhnazhuRVo4V3QyR1JNPQ== |
Too open ended. Here’s a clean example for an iOS app: https://github.com/devxoul/SwiftUITodo | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRUUhoRVRvRTJfODBkSHZ4eFR3RU1JZE1rN2oyZWJINnd4ZXUzejl5U2dXbG8tUHUtWU5VREt5YUhsLWdfMXZRNkpKeVVPdDZKWnVvWXRieERKSTFVdVE9PQ== | Z0FBQUFBQm9DbVhRN2FsQ0lsZHhodzdqNzNIbEc5MlZMYkMxaldpcHp5NGlQRkZ1R1JXSGF1VTRyOC11M0pQQ0hFTGJkVkJ3LTFJMnFUUmNZVGJ5ZlI3WkQ4eU40S2w0QkU5Q3ZrcGhQXzl5STZQWTRGa0YxYmJMNndLTW9udGEzbmZFOThDcVNsSmNIOG4yVjlqWmFqOTYtSHFyNGJrVXFNM1FuWU1lV1NTTkRUaU9ycE5WajdpbjRWUlBaRDZXbVM2QUlmWUVCTWFMY1RWcFc5eFVtMnQzSFpuYWZ1em5ldz09 |
Yes | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-20 | Z0FBQUFBQm9DbVhRMTZCeWxBY04yTTAzaGx2N0ZFLXg5bXFfazRqM0JyVmk0bDBBYTdPMHZfRFJ2cGhYbU13azZvU3J0ZHRIWnVCX2oxRTRrcEpZaGlXYWp4b2hqMTcxdEE9PQ== | Z0FBQUFBQm9DbVhRN244d050RWJJcDRLMzVKQnN4RXRYYzAycnFRV2VrNDh1T3lHR05QbENhRndHZ2p2dnhmUnJ3R2dkRmhubjMxa0F5WEZuMnFXMUd3TmhQdEp2VFU0Q2tRNkQ0WEdZTlNLamhXSlVfaGpjVDkzalFYLW1lQklkTXA3OEd0RkRZdWZ5R1pCMHU2SldhaWxoMkdHRkVWSmdmR3RLOG1iRFhVNXpqSWpZclNMVDU1Z3BaZS0ydGpnc0M0dHE1QVBkcWQxc21EeF9fZC1yVWRuVHhOaS1MSF9tdTc4ZExBQnY1dFFxaW1rX0tWM2NnUT0= |
Over the past year, I’ve been refining how I trade — mainly focusing on BTC perps and ETH options. My process usually includes price action, Twitter sentiment from specific accounts, and sometimes things like OI/funding or whale activity if the context calls for it.
I’ve tried to build a setup that brings this all together, so I’m not constantly jumping between tools. It’s helped, but lately I’ve been thinking more about *what* I actually rely on most — and if I’m missing any better signals or workflows.
So I’m curious:
What do you actually check before making a trade?
Not looking to overcomplicate things — just want to hear what others consider essential in their process. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-20 | Z0FBQUFBQm9DbVhRQjc3Zm9rQjNzNFE3a0tFbU9fRVl2MmVVWjh2X3dxQk9KX3FKS0FvS0JQc1YtbDZDM045RVJUaUluWkc0cHpqMm5BX3ZmX2hfbThmcGlzY09iSGhNMlE9PQ== | Z0FBQUFBQm9DbVhRYWF4OVl4cWVULVlfamJBWmxWbjNLc1YydzVvNFpfSmNmQWVhUGg0UGJGeW0xVkN1MHMzLWhfaFdkcU5EckJVb0ZOcVJmamlpTWhpNlNvY3J6N0J5RHloVGFFZVlqLUJMU2ROMG1fMENJM2g1dGQ5LTQ5WHhoU3h5aWxGU25JUmZtUmIxNTdSUjlXMnMwTDFPVjIzcDEzc3BRUkFtUlpDaFNaSC04UnBxZDlTR0xmWUh4RnlnSjdUZDBxY0MzNEFQdHRZYTZWY0htSWR3dnY0WlYtTGNxUT09 |
Solana or Filecoin? | r/filecoin | comment | r/filecoin | 2025-04-20 | Z0FBQUFBQm9DbVhRNFFZUmRONWNaS3JxOGFadzVjcHp5TFR1czFKbzIyVFEtMmM4Si01UktpWTlLU29LRjRqUDYtM1N1VmpKQ1VWclZpOEhsRHdlN0Z0NjhIeFZIVmpKUmc9PQ== | Z0FBQUFBQm9DbVhRY3JscWowS2p5Mi1sQ0x3TWZveGtfRDU0NFpxMm9EQUFxZG12X0ZvY3dlcG80bXI4aWxJMFpHMmlRamJnX0RPby1uaGREZG0wdTZqcFZlUlZhcUNGWE82c21tVk5Eb1dyN3MxejZsc0RqNVRsTDBPYVZ5WmRQOUozT0R4d3o1a0ltNkl2WWNsVGxSTzNhNmUtVENiSWRtUmtwZlZSUmlySTVnN0VDbTVsY3FQaWE5WXNNZHpfSE1IYWw1RUZIR1dDRUJPd0FXRmVlTDkxZlAtOTZ4UDZnUT09 |
Hello,
Long time Windows user here and casual desktop PC user in general for, ugh, two decades now. Started using a PC with Windows XP in the 2000s and stuck with it up until 7 then stuck with that till 10 and now moving to Linux, namely Ubuntu 24.04 LTS. I have changed 3 computers in the process, first was pre built, second entirely custom built by myself, the latest (not the greatest) half prebuilt and half added parts by me.
My first experience with Linux was Ubuntu and Mint about a decade ago but I could not use either long term due to lack of support for games. Recently with all the troubles brewing with Windows 10 and the controversies related to the OS becoming more and more like legalized spyware and combined with the fact I no longer prioritize gaming as much I decided to try Linux once more and was pleasantly surprised.
The good parts:
- GUI responsiveness has never felt better, with Ubuntu 24.04 LTS not only is it up to Windows level but sometimes it feels faster to use the GUI;
- gaming support for the few legacy games that I still play is good enough and I cannot stress enough how big of a change that is when in the past I could not run those programs at all;
- driver support, using an nvidia GPU is much better on Ubuntu compared to other distros given it offers a simple GUI option to switch to the latest driver tested and supported, with other distros it still takes too much work to figure out how to install proprietary drivers;
- the design of the GUI after going through the settings is absolutely amazing, I like so much the way I made it look I doubt myself why I feel this way since I never really cared much about the GUI as long as it was minimal and easy to use. Frankly I feel like I m being medicated with happy pills, can t get over how nice it is;
- this might be more of a gnome thing than Ubuntu but I absolutely support the design decisions to have a Settings App where all/most settings are concentrated, copying in a good way how Settings is arranged on mobile devices like smartphones. The same for how apps and utilities are displayed when pressing the Super key (Windows key) and A or the Show Apps Ubuntu logo button on the Dock.
- Steam worked the best out of the distros I tried like Mint Cinamon, Mate, openSuse Leap and MicroOS and Fedora Silverblue. Out of all of those the combination of RAM usage, GUI responsiveness, ease of use especially with installing video card driver and overall design of the GUI was best on Ubuntu. For me Cinamon and KDE runs much slower compared to gnome 46 as Ubuntu tweaked for their LTS version.
The bad
- the thing that gave me the most satisfaction was once again the way I could set up the desktop environment theme from the available settings without needing to use the terminal once. I cannot stress enough how the insistence of Linux old timers to depend on the terminal instead of the GUI is off putting for casual users such as myself. It is not about not wanting to ever use it to correct some esotheric issue now and then but it should never be required for general things that are expected to be done through the GUI. For example there was no option in the settings to hide the top gnome panel or bar. I had to install both gnome Tweaks and Extensions from the App Center which in itself was a hassle because neither of these 2 appeared when I searched, instead could be (found out later) selected from the suggestion of the search bar of the App Center and only after installing them did they appear as a result when searching for them. Additionally I still needed to add the Just Perfection extension all so I could untick one single box to hide the gnome top bar, panel whatever it is called in the desktop. From online searches this used to be an option for Gnome Tweaks but was later removed, regardless it should have been an option in the default Settings. Same with adjusting font size and type of font and what I am still missing a Show Desktop button or icon for the Dock.
The ugly
- remaining with the lack of GUI settings that are expected by default I could never find out how to make opened apps to 1 Highlight which icon opened in the Dock was in focus and 2. How to show preview of the multiple windows or instances of a specific opened app icon in the Dock by hovering or clicking on the icon, the closest I found was to right click on it and left click on the top most option to show opened windows, a subpar and unacceptable compromise, for me at least. The lack of a show desktop icon also took me through a multiple hours wasted saga to make a bash script I never figured out how to do using the terminal and nano commands and eventually gave up and accepted to have to use Superkey+D to toggle between minimize all opened apps and windows and restore them.
- while I lauded and praised the Settings window that brings everything into a single place, it still feels like some things are disjointed and not properly thought out. Like I mentioned Gnome Tweaks and Extensions options should have been integrated into the Settings app or window under Appearance or Display. Likewise the Update apps of which there are 2 plus the additional driver which is part of one of those and having a separate icon feels disjointed and not well implemented in the Settings where it should be placed under a single separate categry or maybe two, one with graphics driver selection and another with Updates. Additionally the "About" information regarding the hardware and software should be a dedicated category placed either first or last in the list on the left. Also still can't get over the fact that nobody cared enough to make a show desktop button/icon for the Dock or show preview of opened apps when hovering the cursor on opened apps in the Dock or have a special obvious highlight of the app icon in focus.
Overall I still think it is a huge improvement over the past and I more than likely will stay with Linux from now on. The GUI is much improved, responsiveness is amazing, gaming support even if it requires a bit of tinkering with Proton on Steam and there are a few bugs here and there, for now still good enough if it means no longer needing Windows 10 or 11 and while some GUI things still are missing some obvious polish and logical thinking, it is almost there to convince casual desktop PC users to say goodbye to Microsoft, for good this time.
PS still obssesed with how my theme is set up. If you guys wanna see, please give some instructions on how to share screenshots, I am not familiar how they are shared on reddit. | r/linux | post | r/linux | 2025-04-20 | Z0FBQUFBQm9DbVhRRHBxZERPc2p2ek9Wdk1XZFVwelJnZmZOTFRoMWFla1Q1c0JmandELWlvNUo0Zm5UQ0dSOG5yVmh5X0c0LWZLcHBzU2F2Q2pTNEwtelR1MzVmdTVjT1E9PQ== | Z0FBQUFBQm9DbVhReXVFNnhjTW1ERFlkRUp3c3dtYXFwMDRJa2RxeHMyN2lxX2ZNcFc5WUwtVGZFcVJCQ3o4bzZMSzJjTUtkWnFERE11dXBkR2FPVTRCcXFTNVVJYTBZek81MTVJMDRNUEo5anRnUzNWdmhjSnZFMDctRGtvcm56N0RwS2l1RjR2TEkxWXVKLXk2cE16NWxuZldyQzVQSU9fUEZ4azN5ZXNnN2dCODlha3ZfanA3RmtINTJmZFZEZ0pEOVVEMHBaTXNJYUp6VVVmNUIyQWJXblRBMF9RR29Ddz09 |
No shouod have done on 7th april | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRcnBJQmNTMWxuRkUybjZYV25UcE40LVFHTWV5bGxYVm9tcFpLWmNjZ2R6X2IzQV9hWV92RThXZTNiLUdVQzdSd2JocS1HTmlmMUFkU2kxejRXT19hcWc9PQ== | Z0FBQUFBQm9DbVhRRXl1bklYeDI4UFUtNXNGMUd2WFllWlZ6dHU5RGZfSHAtbUxxWVdXM1A4ZjlaTUszamZDVkxfU3kwWFBqZ1gyNE9vTGc3TllRTWdVaV9sVEJ4eXV4TUtVNXMxclRwOTZBcmVjYl9iOWVUTV9YbjVFbW5aOEdqNUZfREtwTjlRRUdsUl85S0ZHakNBcG1MRHdoZm8wUm1uWnI1NzJSdE9mX3prdjRiMmZlWV9XRzBDc1ExZVQxRmw4ZTB6elVDSVZVQUYxRElZWFllX1U4QVB3T1lKWmFlUT09 |
It’s been a hell of a long road for me. 30/M here and have been in the AV industry for 9 years now (primarily residential and commercial)-- got more into the IT side of things about 2.5 years ago at a shitty ass company, but learn the ropes and earned my stripes along the way.
I finally got hired as an AV VTC tech for one of the big government agencies and now getting ready to be making around 70k with a sign on bonus with a great company. I tried long and hard to get out of the toxic ass company I’ve been with , for atleast the past 6 months and it finally paid off when I least expected it to.
I’m beyond proud of myself— off of the sheer determination and perseverance that it took to get where I’m headed now. In the next 2-3 years I should be clearing 100k easily. And to be able to be heading down that path with no college degree is nothing short of a blessing.
All of that to say, if you’re hunting for a better opportunity, DONT GIVE UP! Something WILL shake in your favor if you keep trying and keep that hunger/hope alive.
This job is getting ready to sponsor me for a security clearance, full benefits, a sign on bonus, and any industry certs that I want to achieve in furtherance of my career — and it feels damn good, can’t even lie to you man.
Probably gonna try transitioning into cyber security a little down the road(since that’s where the even bigger bucks are), but that probably won’t be for another year or two.
Keep moving forward and keep your head held high— the only thing that can stop YOU, is YOU! Trust me when I say that, boys.
Here’s to new beginnings — for you and I both! 🍻 | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRN3hqV3dqMEZNaXdTdWxMakhwN0xQOF9jS2U0ZG1SbWpGaTZXVE1ZRUt3ZFhjU0ExQmxKc2p6Z3BQYWhYUGhpRjMyb1lRM0lfSkE1eWNGeVQzcWFHRlE9PQ== | Z0FBQUFBQm9DbVhRQjNLbE5IYmxxMnMzV29TcjJRZEI5dUJWSURCNjFCaDl2ek9mSGVFZFFlaUxPSXlrU3VTMWdpN3Mtd0dTb3RVS0NnVW9fSXJDdG1RR1hFYkdRb05WWGlad0ktSzZGakRpa2hqdmp6anNJZC1GeUFGbXhJZElFMWxJSWhZODhTbnNZZnU0UzNrN1R0cEZ3WFNDVFpON1otMFFRcVg3aVFSUHJfWS1HTmROa0lPVUIwS2JkUjNEZ0UtMTJwZGJWVGJi |
Huggingface. Every new model is an entire new code base with minimal sharing of potentially reusable components. As everyone knows, the value of a repo is proportion to the number of lines of code, so they win. | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRMGlrb0FjazV2Ni1lM015ekl2eHRlU3VzVTFtX1JUOVQyUTM5N28xYVRHblpnQzQ1SC01czF0WC1BUXhSY2pHMUZMd3RnTHRWNWI5cDJZcnB3eXc1NlE9PQ== | Z0FBQUFBQm9DbVhRM2VIT2NBbk5MQjZHMDFaNlBKSGIzTDBqWjFnZFljOC05MnB4cDQ1OHF6eVh3OV9tUTh2cy1JdW5INTlJSWk0bmJLUFhaMEVLbHhhakhKRnZ4NURmRE9Tek1EZHp3cU9kclAzRGE5a2ZacUNCcUNDaERkSWNNcVNmczlqNUhwMzRZOXBUeVg0UjFiSzVZTENIYWR2N19URkhYZ1FSSVIzU1lVakJwS0l1a3hITVlRaThfMW5pb1FmTWJXamYzVkpkX2g3cFp4S1lFdXQwMmlseVIxRDhydz09 |
Tao.app is launching a mobile app this week, they tweeted that recently (that’s where that chart is from) | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRMXZTeEI0eDJlQWhna1J0NllaS2VYVHZMaDFESDhGWmtlSkJtYzJfelpBdWt4aEtNQlNteG5FSzM1bkdFUzFkdHJGY0dNM3BhcVhfZ0ZTMHE0bHQwQnc9PQ== | Z0FBQUFBQm9DbVhRdzdieXFnQ0lFa3JYb0VILWRQRnc2MFdWV01mNU0wWDQtbWFMWFN1V0RmRks1NkMzcHpXNy1CSTg3X1RXU1pJd1J6MUtBWEthQ3RBR3NNNkNaUVd4VjRXNk5qM2ppWGU4VFN2ajRfcDVud0hJbURtSDlvUHpfUksxZ21jYlpiZ0RLS3JKWk9VT0ZQYjJuRUhnVEk2SkxSNjN6TE9PRXQtNGNXV1pBbFJ6OWQxbzBGSVNKdnc1cFlLS3hFT3pEOGVpeDZMSnVrYnpkV3d0Rng4aU9semFfUT09 |
i am very out of the loop as i took a few years off, in fact i've never done anything on Solana ever. for all i know, it doesn't even have to be dapps. i just want to make some money as a solo dev. i've already created a personal solana bot but i'm pretty sure there's no monetizing that with all the free bots out there and the saturation, however the majority of crypto users still can't code so who knows. i only need to make $1000/month profit to never leave my room again. | r/solana | post | r/solana | 2025-04-20 | Z0FBQUFBQm9DbVhRaktpd2lGYVRDMjhyOFMxV1NyTFZfT1djdEdMTUlDRmppY3lULVl4ZF9PWHBkc080Vm5uWVhXU2xHTXpDbjljN1hfVzF2WGw4bWNlVjAxWWZzV1oyM2c9PQ== | Z0FBQUFBQm9DbVhRa2JzeklHZ0VRdGp0VzVCM3BKaDRpRnhhLU9wU21DTUROZzBTQUxydndXT0IxUXYyai1kN3pIS0FRMnRLckI2blAzTEMxUk5KOGxQUGRMamljVFJBWHU2ZFo0eDQwR09tYWFpTERDbnVOSUhodXd4R2g0OXVKN3VTZkhnek5FRmZPeTVuWks1WWYySlBaajZNcnhJM3VIejEtR1pRN2lYWWhVeDJYM2RoalVyeG16OWdsTkNqN3JqUDV4QUNOVVpzSEl6cHc3SUsyNW1CWTBvSlIzand1dz09 |
* ETH is at the bottom of an accumulation zone - there could be a price reversal based on the Stochastic RSI indicator signaling oversold conditions
* The chart shows ETHs price history from late 2022 to 2025 - with two marked accumulation zones and a projected upward move
* This could be a critical setup for 2025 - missing it might be a significant mistake for traders
* Investors are predicting a potential new high in 2025 if institutional adoption accelerates | r/ethtrader | post | r/ethtrader | 2025-04-20 | Z0FBQUFBQm9DbVhRTnZRM19rS1FRbXVpNjBaaXQ5VURBLTczX3VnSTFHeUpHR1pNX010OFZoY0s5WmNnQ1NSVzRkN21aaGlyRnYyU3VaNG1QTFJhMV9wQzk0R0otM2UybFc3ZkNaV2pJVkc5OXlkWXpGaTYtZmM9 | Z0FBQUFBQm9DbVhRQ3ZNa1V6aEZYTjM1dnUzMEg0S0dBWTZ4UDZqanEzMklERnNKN2pOSmNLVm85dFhack5yaFIxY0Qtck9pblVrQXk2V2JWTTVlNS1CbHdYQTFaZkxneTBaaWtaaERVc2ZPOFhxWXFmazMtdVhXLVpMeUVkMzZ3dXdscGwwYy00Y3Y1YTZCNGtxTEFjUk1aaHlLZUQ3Q3J0SndicTFkeTZMaXphLXVrTlhPZ0JlUWZLTVB6NW1WQ1VWaWVTSHlvZWxUc0xTOEVtclVwV0p4bGxRSlJuQjhNZz09 |
Subnet 19: [https://corcel.io/](https://corcel.io/) LLM & image generation
Subnet 34: [https://bitmindid.com/](https://bitmindid.com/) App & browser extension for AI image detection
Subnet 17: [https://404.xyz/](https://404.xyz/) 3DModel generation
Subnet 46: [https://app.goneural.ai/](https://app.goneural.ai/) (Warning The Subnet owners told me to buy their ERC20 Token instead do not buy their Alpha Token!!!!!!) But pretty cool App too
Subnet 56: [https://gradients.io/](https://gradients.io/) (Train AI on your own data no coding required)
Subnet 64: [https://chutes.ai/](https://chutes.ai/) AI Model Inference
Subnet 21: Voice LLM pretty cool to train on other languages doing japanese right now
Subnet 11: Kinda weird kinky AI agents for people who feel like talking to a bot...
There are many others that don't have an app but their results are already very promissing, Score and others...
Enjoy | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhReEozb19rVVNNUElTcURsd0xFcFdwT01ObFoxQ1FlaTc4ZUFZc3FSNE4waXNOcHMxbHdyWmN2TnhKa19SVTV3aFhmeDliRlNnVVpnM0NnWVF4R3didHc9PQ== | Z0FBQUFBQm9DbVhRVXZPNUtnODFIOG9yNmRqR19tNHl2dW9wMTlZUGtvdlctdzNyNTQxcnpvNUtlV3BDOWNXdV9KODBSeFh4ODZDMXZyUmFxeS02NTFwYXBKOGhKWWlBeEJZaVoxdHlLU3hxQ1MtdHRGSzRsWTBCTEFzRHJ2UHd2WHU0Um9mU1k5UEZZTnFlRWtySlc1Z015LW12T3BXMlVKMUFqbE90Y05GRjBRNEFiWHFudlhZPQ== |
obviously hard to tell, i think we def have a summer run for SNs / Dtao as more and more Tao will move from root eventually, we are now at around 6.08% in SNs vs 65.42% on root. i doubt all root stalkers will move over , but staking % will keep dropping in root and lets say 20% more over , that will be enough for a huge run. Long term it is “supposed” to balance out to 1:1 (as a “normal” liquidity pool, but if SN speculation keeps up (as i think it will), we will never get that low against … time will tell
oh, and obviously emissions in Dtao / SN are gonna get higher. they are pretty good already (Dtao % for staking in SN), i am holding though the dips as i am more interested in the emissions than the prices for now. the more people come over the less emissions (as more people to share with), so early bird …
remember !!! do NoT Ape into brand new SNs !!! saw a couple of people losing their pants in one trade , so u homework and go for the Top 10 (safest) to get started - remember the risk ! | r/bittensor_ | comment | r/bittensor_ | 2025-04-20 | Z0FBQUFBQm9DbVhRd19qc1FveGhTblR0eURJRWRaNFdxYkszRTZxYko2cWNkVGZHbnBJb1lJYmlwVm9EeGJYX1hPLU1IN2lOVzcwcnFKMVF2Zko3YmdaclNIOHM1Qy05c0E9PQ== | Z0FBQUFBQm9DbVhRLU40WE9SY3plczlDV3kzTVY0YjRENjAtM0pJbURLZmdjaV9kbDNlbEI4LTh6SExZNzd6SkdrRWdQTUQtUUt6TzU4YXNveGktV3Z3eW5ZZTloQ2s2WlRhdUdhYkVCNXVFWlRVaVRpSEV2bzNRbWV3cjcxdEhwTXFseGVJQTNoOUFMdE5NTFNLSkdmSlpESmZPRDVmWUdaT1NINU1aWVUxM1g2TnlOMHUyUW5mdUM5ZlZSUVl6MEVWbTR3VHRaU20zWFRtb2xEMnZqeTUzUzExNVZ4RElGQT09 |
I have been working for several months on a personal project that I just published.
It is an Actor System for C++ with bindings for Python, Go, and C.
It is written in C++ 17 for portability, with minimal use of templates to facilitate interoperability with other languages.
It is still in an early stage, but I think it provides the basics of the Actor Model:
1. Value semantics based on Immer.
2. Serialization (json, yaml, and messagepack).
3. Scheduler, Threadpool, Promises, Actors with mailboxes and messages (sequential for writers, concurrent for readers).
4. Network transparency based on ZMQ.
It has been tested on Ubuntu >= 20.04, MacOS >= 15.3 (for both x86\_64 and arm64) and Windows 11.
Please take a look, experiment, and if you like it or find it interesting, give it a star.
Thank you in advance! | r/programming | post | r/programming | 2025-04-20 | Z0FBQUFBQm9DbVhRY0o3N19KY25wbmpfTnRFemRrMTVZWTFDM1RxVGE5WHROOGNVbkhlay1uMm56TEIxOVBfZUNyS0ZBbGh1Ry1teEprS0tROFdNRHYtSVR5bVdkbERJU3c9PQ== | Z0FBQUFBQm9DbVhROWZTaTBubUZscjhHX2ZIVWV1YXRac09BOWMyNTllZHdYQTFValloMUVHaVh5ZVN0VWhnZmVaV2o2Ty1BWnBQdGw0TWZHR0JCb1dFYVZhRjJJQ0JjNTFvb0F1MkdkRm9OR0hWNXo2ZmF4RHVadmNfT2lzcXJxTzMxZG40T3lEamRxWlA4Rm9SbXVmd1VNeDJOOEctdk1ZUjllOGx1Sk90eENuVGNsbmhPMGgycW40a1Jlb29BdmxVMWl6OUU4dWNPUk9kalJlTm9aWmthYTlHWWFyVDdYUT09 |
🙄🙄🙄 | r/bitcoincash | comment | r/Bitcoincash | 2025-04-20 | Z0FBQUFBQm9DbVhRMDBPOGladlVTVm1RTTlwT1I0WlVXQzJ6SzlybldYTzRoZWJ0dDdnYzJyb3A0LUJLY2t6QWpFM3VrNzhIQ0QxV3hTWTFuU01aWE9WX3dZbDJCSDNwVmVkN3VYSlpRN0ItMWhIckZUY3BIUGM9 | Z0FBQUFBQm9DbVhRMm1ZYTJIRlBMT3pucFpsRlRqVlJtcExqRzg1QWpEMUNYcTh1WmJfNWpiZnJ5alFRZE1FT1BabllDOWhfYVpGeUZMSkZHNXhSdndzakVzWXJVRkNOalZ5WTBFaDdiTlNuQlBZeTBtY2xncjdMekVnT05kaVMxcFpSUE4ydk9kVnRaV2JTNWpwbnU3N3Y1YTR1X2N2SW84ckp5M09qRmZqMV9vbjB0OFhyOFc4PQ== |
I have worked in IT for over 7 years now, and my current employer is treating the IT Team terribly. I am so tired of the BS and just wanting a change. I live in a rural area with very few IT / Low Voltage jobs open and really not wanting to move. Does anyone have any experience or advice for starting a new IT business? I am wanting to offer networking, security, and AV services. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-20 | Z0FBQUFBQm9DbVhRZWdPaTVRSUJHLV8wSVFlcHBZR0E0ZDJIRTAxOXQ2UGM3dDViYkdHYUdiRjZiWUVzbWtwM2todXFiZEFpdWJZMGpzcVhPM3E2SGttdUl5eng0VEZYSUE9PQ== | Z0FBQUFBQm9DbVhRQk9USzQwS0xocHVXSHRkcTl4cG52eWp5THI1dllzc0ZLMmhxRnc5X0hVbEQ3dW5ReXFlOXZDWXIyU3JzaWZsTG9iNmZGY3cxWjI1NmNKeDB6Qzd0Q1pYZGlyNWtkR0t5TFVwLV95NGxtLUVKM09lTERNUm9rSV83YzhicGdZa3JWNnhXa29nckppVldfYUtTd3FmN1V4YmROUkcxYXdxU0FNNmwxVVFoMUZMdkJURU95Wk5uU19lZDNrcm1DRDNkNHpVd1pzSUtpTnlrcjdSc18wX2ViUT09 |
oye como va? | r/trump | post | r/trump | 2025-04-20 | Z0FBQUFBQm9DbVhRUjI5OHBCaGpDQmhuR2hrcHJESjFObUgxWUMzeEVlVlp3X0hCbHMwc0JCeTd5UTN3YTNveEpiOVNqTHh5WUtwaV9GaFNOQ2RjTXdDYnVUc3NhVnpRdlE9PQ== | Z0FBQUFBQm9DbVhRWnhPOVRFdmFuZ1pjSXNibkthMHU5V2lrVTJUd2JSb2hGMDZrd29iUkd2c2M2OUtrUGRSZWxWb0E2anJFbGxpVTdub19NN0prWU1RVFNoc2d5MEJGOUd0UUpQVnp1Qm5qbjJpSy0tZG01aGdad18tWTVXR1NON2dxRmtKeGZ3Vy1DOVFZSlhTbElONU9WUklHME5ON05RPT0= |
Hey! I just released my first open-source tool, but unfortunately Windows Defender flags it as malware (Wacatac).
I suspect it’s because of the low-level input hooks.
Has anyone dealt with this kind of false positive before?
Would really appreciate any advice — and feel free to check out the project if you're curious.
Link in comments. | r/opensource | post | r/opensource | 2025-04-20 | Z0FBQUFBQm9DbVhRbUh6V182aVlyWmFLUTJLLXVQeElwZVRDb0NRTU4xV2F5MFRQVHZRUDBWTm9yQktFR3JYODlNdVUyWWt2SkxuVHIwRjNyZXlZZGZsZDNOWHFrZDFqaVE9PQ== | Z0FBQUFBQm9DbVhRMjlfZHF5YWk5MldSRkswYVAxUmp1TEs4eEZ2SW9WcmYxb0l3QVhzOU4tb0ZHNF9SaGtJM3FnWWFibVlTaV83a0hOeEpBbDh0VS1XbF9zSmpTaFZWY0ZUbkFpcTNQZE1SWXU3YkVGMV9SeklsQXJEaHJyVUw1TWI3YUNHY1RYQ1pEOU4yYjNONUcteFltdFpoWnpIQTV4X3U5eE9iM1hSM0dCYUpHUnhDT0lmVFNCTEVzRUNDcFFrU0Z3bkpnQzNoSk5WR3h4WmNIU3lxdDIzMkFERnA2dz09 |
Hf can contain a lot of '' useless '' lines of code. For instance nanogpt is only a few hundreds of line (if not less) but hf équivalent is 1000+ lines | r/deeplearning | comment | r/deeplearning | 2025-04-20 | Z0FBQUFBQm9DbVhRYy1TUjBmLXUzUDJoU20yTjdSUGdyRDRtQVo5M2tqWTh3VG5iUU5BakpPTjlmVnFCWk45Y0lKbzM1M3RMT2IzUGtxeUhCWDNTSDAtTlFDaklqQkFkQWc9PQ== | Z0FBQUFBQm9DbVhRS0ZIYk9QcFhYblZHUF9xTHVKVVNXd0xkUFpZMGZtMmRIa2MxOWNPbVNKa3pxWmgyUk1aNGRnc3JHR3UwLWREV01aSnFXb0xBZ1dDNkdUeHdLcklKRzY0Z2kwQ1BMVEo1c1dpNVhQdXk4RlZrZ1ZBTURpd3VrVDBXTHQtRE9zWGozc3EyNjhFcUhpOXdZdHpLaVlDdFFGMk96NVNTTmJCNEljaF9lVElrT2tNVXJDVXFDRzFZaWY4MFlQT2xzaHBaMHdKSXlRX3I1Tk80b1M4V29HNE1GQT09 |
It's Monday, you've not yet had coffee and the week ahead is gonna suck. Let's open the floor for a weekly Stupid Questions Thread, so we can all ask those questions we're too embarrassed to ask!
Post your question - stupid or otherwise - here to get an answer. Anyone can post a question and the community as a whole is invited and encouraged to provide an answer. Serious answers are not expected.
*Note: This post is created at 01:00 UTC. It may not be Monday where you are in the world, no need to comment on it.* | r/networking | post | r/networking | 2025-04-21 | Z0FBQUFBQm9DbVhRN1dWeThHdXhacHk0TTFMVHFub09lcWxlOVpZUUtqS2lwbUprY1drWk5xLW1SeWR5dEVrNEs2bFN5UzlacEhWcHI2WmkxNm5EaEtpdTY2aEplXy1FY2c9PQ== | Z0FBQUFBQm9DbVhRMi1FSGxxaE4xeWlnZllNcHM3b0lzVVh5WmdSVUdOdURtOHNsOEpRSWFIR01vdmhac1h3eC1zREhIYkxXSmdZMnVZYlMxQUlHYTM1a0JhRDdBSDhtWGdiZ1FfZFhBVXJQQlVtU3ZnYkJrZWx5YXZWWGotWFN1bmFWN0ZHN0NrbGo4WkJNRnVBcVpIdm11Y0prYV9xbER0R0pVWndEbVk0S3pYQk9aSFZoZWtRPQ== |
Welcome to the Daily General Discussion thread. Please read the rules before participating.
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Remember, staying informed and united is key. Let's ensure a secure and open future for Ethereum and its principles. Happy trading and discussing! | r/ethtrader | post | r/ethtrader | 2025-04-21 | Z0FBQUFBQm9DbVhReWZQdmItLUhwQ0xGbTFEc0o1Z1FlaTZXNHViQ1k3RWdNQTQxUjZyaXlhTFdVWXNvVDMxcHdXV2xBU29uUmg4c2hQbXdrVUVaZ1BxUHpiTFBkWXBra2c9PQ== | Z0FBQUFBQm9DbVhRa2Y1dnNGMjFvYmFkN29reUU0Tm9KQlA4SXBoNXRwMWptNWVmUDFZdEVPRjRucFBJZGlKQzdoekVxX21faUFFNC1zVnNhQlVPc3RpVUVaU1dXN1Bwc3pCd0lPanpTQnF4MnBPdzNIZ29lNEVSdGdValp4bnI4dDdmUW5ueHhFdGl0NE9TTnR6d2E5bGNSSE9OWHJubUJycGdfMlg5OTQ0dUloWWdvOE0ya3lxY0tvM044WFlzNERYYk9mTkl5RVo3MlIzeE8yZzJqZTJDZFJnVWRBY09Idz09 |
I’m trying to create a video that simulates channel surfing back in the 90s or 2000s, so each channel has a different style.. So ESPN, QVC, local news, movie, sitcom, nature documentary, commercials… But I want the same custom character (preferably 2 of them) to be in each channel and speak based on a script or VO I provide. The clothing, look, style for characters change based on the channel. So my characters would wear a suit and tie in the local news clip, in QVC he’s selling a product, in movies he takes different forms, in a kids show it’s a cartoon... I’m attaching just random screen grabs for channels I’m thinking I’m going to make.
It doesn’t need to be perfect, but I want it to be fairly straightforward and quick and have consistency with the characters - I’m decent at AI image gen but definitely not a pro. I thought LTX would be good, but I’m not sure it’s the right one. I also looked at Runway, Kling, and others..
I have a MacBook Pro 2022 and I’m willing to pay $20-30 a month if it’s the right tool - Please point me to the right option? I’m spiraling into a vid gen research rabbit hole and without some guidance from someone who knows what they’re talking about I don’t see it ending any time soon.
Thanks - Let me know if there’s more info I can provide to clarify.
| r/artificial | post | r/artificial | 2025-04-21 | Z0FBQUFBQm9DbVhRckVLNnBVOWRBN2FzUy1wbU9BbjJ5ajJwWDZQT0hvNFFmYkk3cUlKdlNKZnlYalFqWlRhU3FmTk5UOFE4MG5GRUtUZW5DclRNSlJGMDZ6QmU3eVVId1E9PQ== | Z0FBQUFBQm9DbVhRcDgxYklxQnpvd1h6a2Q5dDZWc0dKMEpueTIyc1ZselNrak8tdHJ2WFphOVYxbG1sVDRjZDhXRjRRd1VtdUpkd3d0R2I2bVhJRDhzQVdYX3V6MVo3ZHZMd1M1Tmx3Vk9fcFZDMWRCdTF3RlRFQzV5VVdXSHBOcFVnVHF1SnJHdXdKY0E3ZTBzcE1mN1JHWEVpdEMxLUpxV1NhRkRpRmNfMnNwNGhwZlNwSnNLUWpKWklObmNlN19VN2lna1BVS3RjLUFVa1hiVmhyc3JBZWFMRER4NjI3UT09 |
Did computehorde dojo and sturdy for the airdrop | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRMXlUOFo2cDc5aGdnSVB0S09PUTFBMktZRDNrbzg2dGh0VTdScnN5ZkJ4bVlxZ1puLVF2cUhXVm5lMG5RdXc1b0ZfanM1ZXFBQUdIZVpOMEFqWktFakEzU2VERWI2ZTZ6emdfVk5tWEtaTGM9 | Z0FBQUFBQm9DbVhRR0xfNFJBT1NiMVJSRmZpNFhtM1l3VlZDRV81bjI1aUlzWkdNdlF6ZFpNM2Rjd2FsbzhveVVnQXM0UFNCUFVlUlNGc3NJV2p3VUZLeFRsUjhNSG40VzAyT2R4RFhQTDdTN2V0dmxZdGFxX0lZYTlhSGJ1amZiV1ZDWlBxbS1URjhMcFFJa1ItTG0xdDEyT3d6V19fQjMyRmlES0pHemZGTFNtYlpzSEJlSFpZPQ== |
I’m currently working a contract right now that’s going to finish either in the beginning or middle of August
Is now a good time to start applying or is it a bit early ?
For context I’ll be applying for an L1 helpdesk position. I have 2 years L1 help desk experience and my A+; Currently studying for my network+ | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-21 | Z0FBQUFBQm9DbVhRdmJaVG85Y3dZVFBZMWk1X0xaTnFEUGQ5ZlF1TFMtTldmNTRQZHl5M1BYOEthbHJGdEdxdjh4Wk9lTUhzZWlCNF90eWJvVkV0Tl9DeFZjQ1h3NGlQV3c9PQ== | Z0FBQUFBQm9DbVhRbXYwaXFwU0Q0VWlzSlpXaTVrRldhNUZRTWtuWGZ6T0l6WmEwTWtYTGdmS2dpdHhhZWRVdlViYVdBVW9pemRrcTg0clhLSHhhR0tHYU85RDhSMFZCNG5ETi1jaDVDd1piUk9leEhLUThXT04tVDRnR3lZd283UXFyUVRybjdRTUs1eEVqWEJya0pYb3U2Z2NYVWNZcTdZbGotME9FMWN0TjBGYmdtUGN2ZlJjUGIxSGszdnRSYnBHMTFxQXJFNGMtc2hnZ0FkRDlVNmcwYllVbGIxTDZ1Zz09 |
Yup, that is why hf is better. 1000+ is bigger than a few hundred. | r/deeplearning | comment | r/deeplearning | 2025-04-21 | Z0FBQUFBQm9DbVhRRXRJaW0yMi16V1dSVkdqTkZCYzlKSENwY19uSUdNLVFPVktNblBiWVotUGFENkdCUnVQYmRpY2VLUnRhczhFaGVqbU1oREpCcDlUeTdBUVp3V21tWWc9PQ== | Z0FBQUFBQm9DbVhRekJtU25DTVh4cnZHa0RvS1lKMXJCZ0wwQ1JOTUpnOFpzSU1OWTNsOVc1X0xPMURMRXFxanZWWWZRQXRGT19RUjBaX0FhTXVxcHlQelNsdUtQaHdXblJveE5XWjJDWk9zZGF5Q01FWjhMZllKRGFsTmUweWEzdkJxdVJZTlNZV3FkNmJWT0VkbjUzQlJhNGJpdTZjd2hzeDV2MmtjSm9iQ1Q5RHRpc0lYeHU1Rk5wZW1mbDA5N2JCNmkzUkNGbjBGTlNVWWtmSS1fbldfYlpFZGJlY0lhZz09 |
Hey folks. I was looking for a YOLO specific sub, and wasn’t finding it. Hopefully this is the place to talk about training AI models like YOLO.
Anyway. I was just curious if/how you have automated some of the training? Like are there tools out there that can use a RAG+LLM to create the bounding boxes on the images/video and then label them based off a criteria set in the evaluation rubric?
Or do you do everything manually? Personally, I’d like to automate it as much as possible. But then I’d like to be able to go in and tweak them myself to increase confidence levels.
Thanks in advance! | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9DbVhRV3ZJNHk4T01yNVNFV25xelo3TDlDb2hRT19oMksybzJUTzBOSFpsMlhxS0t0MGJWRHVhZU85WG1HMFNGNjlXMnpHQUNnaC1JZnhaRGNNS1lJRVlScnc9PQ== | Z0FBQUFBQm9DbVhRaFMzZ1ZBYXZtVmJvMGxIM2NuRlQ0V0E0c19EZmZUQmZjSXE3eXgzYWlEV1d3c1B0S3dlV0FPV19uZW02Z1dHcHdxWTZIUzhsNURITzNhZnhmbm5DN1ZEMm1qLU1jRUNpRno4eGs1ZGt0LUE2NktPdUFvOXZxdko4QUp5R0RwNVBQd0xKekplYmpkN0JJSUlaQVNkenFFbzB4eGVVMmNWNGFLOGFiRnJSc1EwTTllVjlhNm9waDY4d1JRNnNmYnN4 |
my dojo was going down for a week - so just switched it into gradients - good luck | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhROER1VjhKSF9ERW50TVlWdFlKTDZfTVJpdjNvanlPZmVuNzFBZkpsbXhRNm9hbGZuN2dxUm5aNWlKZjM1LUVCM256YjhGNXNRWVhzVDlZZjlkUDVleEE9PQ== | Z0FBQUFBQm9DbVhRNFZuTmRkMXhhNGZRWk9tZFplbEZtX05GOHhteDUyZHRnRzNFYUVEMW5nNGNRYmFORkRmWnJSR1A5ZkZOT2xUVkd5elN5V2FHVW5qNW5sWFU0Ym50TEZ1VWxmSHNfT29sTjc5S0czY1loS0JTYmM4NnRtbDZMLW8yaDU1ZnJOQ1hZX2E2ejRPWW0zSU5FQ1JvU01ucXBmWjlNcVhEeFM5OXFuV3NOZGFFTlc4PQ== |
Good night, sub!
I'm a Computer Science student, and while I break my back learning frameworks and fixing a million bugs, I keep wondering: does the market actually expect us to be just coding machines?
I see tons of memes about devs who can’t communicate, meetings that turn into nightmares, and code reviews that feel like ego wars.
My existential doubts:
1. In practice, is a junior who asks a lot of questions seen as “incompetent”?
Or does asking clear questions help avoid massive screw-ups later?
2. Are code reviews technical discussions or just competitions to see who knows more?
I've heard stories of people taking “feedback” as personal attacks.
3. Does the myth of the “introverted dev who just codes” still exist?
Or are companies actually looking for people who can truly work in teams?
A scary example:
A friend of mine, who's an intern, was criticized for “talking too much” in a meeting (he just wanted to confirm the requirements before coding). That same day, another dev submitted super buggy code, but since it was done fast, no one complained.
Questions for those already in the field:
Startups vs. big companies: Which tends to value communication more?
Remote work: If you're not good at expressing yourself through text/calls, are you screwed?
Real advice: What can an intern/junior actually do to improve soft skills?
Note: If this sounds too “naive student,” feel free to say so. But I need honest answers before the market crushes me. | r/devops | post | r/devops | 2025-04-21 | Z0FBQUFBQm9DbVhRMEx3TjZDMHlGMkdqaDJ4WThXT1ZZWmduS0c5ZUYydjBFME9LMjJjdXA2TThCSUNBUHRWdWN2czR1cmhsTUVDOU5oU0dKRW50QmtXVlpsTTVFUkdFYWc9PQ== | Z0FBQUFBQm9DbVhRTkk3Tnlhek4tVFBNNlNuU2ZTeU9VaVM1Sm9KZE4wMG5LYXY1aGhlMjB1MkVyTmxEajdlY0djcEJqUmJ6b20tSlk0eExzNXFqVlA4X05wampMR1Z4cDdrX1hra0ZMWVRYb2FwX3B4YkZOM2drU2lsRkNjTEtWbnI4SVhsU095aEIxTUQzd0I2bGxNenFWYmd4d0xMei1HaU5IWi1Rdlp4TmxVZm9GNENqLUdHVkFGaVZnSmlLQW9HOGhiNllCeEF2RW5halFEMlZ4c3ljS0NvMVp2eGtFZz09 |
I have an interview coming up next week and I need to prepare my response to the obligatory “why are you leaving your current job” question.
I *think* I’m on the chopping block to be replaced by an outsourced MSP but it’s not confirmed. The culture is super toxic anyway and I have no future here even if I don’t get replaced soon. I’m keeping quiet and looking for a new job to avoid being laid off without having anything lined up.
What’s the best way to convey this? Current role is a “jack of all trades” sysadmin (lots of helpdesk and small projects) and the new role is similar but focuses more on strategy (integration, automation, auditing license usage, etc.). FWIW, the first interview is just with a recruiter.
Overall, the new role fits my interests more anyway and I’m really excited I got an interview. How would you answer that question without sounding paranoid or even planting a seed that this new role could be outsourced too (if that makes sense)?
Thanks in advance! | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-21 | Z0FBQUFBQm9DbVhRcTBQelZLanZmSVowaGNxMERPc2hYeFF3TmY1MjBRUWhzZE13bzRsdmhKVV94cmd1ZU81N3lXXzJ5Z2FsRVQyNG1YSDRaX1VkTGEyd1NNaU1ZUE5OVUE9PQ== | Z0FBQUFBQm9DbVhRUktuR1BHS05HT0hIZjgwTzFWeUFHLXloUjFrUHlsaV9mVVVMU0xILU9YZm41TmxGLV9RRzZfeDNRYmZOdUJmNmdUYURYbzJTZlBDR3J0Y2tuSk9uTHYxeS03UVJDVTkwX283U2RIcDFRcExrbzd0dEhBaUtuZkpNbXBXaU16NEZ4cC1QN3JxVWk3eTNvMnRsYmRvcjFnU2IxTkpQaFpqMGJtZkhMWUZQSWN1d2tGak1WZEl3S18wcnFxa1huOTFwN2lLVjZ6VlJDOFNDQW8yYmwyN3pJUT09 |
Was thinking of doing something similar if it goes down again. | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRWWJDRGx5M0N2R1I1Z0N6Z3EyRHJFR3c1dmJTT1RYcWJBdXdSM1I3V19kM05Ua2R3eW1vclVZQTRmNU1ORWlOVHhtalJBQ3J3SHVGaGhRc1ZoVnNoWjI4d1ZhdmJpanJtcFdNelEtdHF1ZVk9 | Z0FBQUFBQm9DbVhRWTRyLU1oMkhmWHFmdjN1MHpqNUotSnJHVzFQejdFS2ZnMk8xS29tYVpqNndtOGFFR1dQZ2tnckg3WnAxSUVwUnE1V3pkSHB3NGlNd0hQZTdGb0xraUhUTExOOWliNjh3MDlvSzhyb3p1R0h0bXNFU296N1ZDSzJteW0xQXRGX3NtUk1xN2RFRzZJWDF5VmdEVVBULUlFV0xodlFaNTdTOHhFV0ZIOHN4RDRNPQ== |
It’s going to be so annoying when your coworker realizes they could trigger this whenever they want | r/deeplearning | comment | r/deeplearning | 2025-04-21 | Z0FBQUFBQm9DbVhRdnZRVVFMNDV1RjVTbm05eF80REZjRWtneDRqUDhkcHQ0QlVTRWhWUTlSck5VbU5hOS1vU1ZfV3drY3p0clpXaHhSbkpITWphOVpBT2RpUzJOYnRxeFFZWlNWRjF0cXlxMnZFcjk1TEhJdlk9 | Z0FBQUFBQm9DbVhRU3h0SUlJX0FucmlYOVROUHk1ejFwVEd0TTZOOV85WmpwczVPa0VsTTJsd1M1aGdBRERyelBGeF9OajRJVWlBMERXc3k2UVRaTWhvQXhlSURLLUxSRHF2V2lOUEpSZ1BmRTVWaVNMTmtIaFZ5RTZLNzRZU0wtZVJtWG54SmpBM2k2bGtocFg4WXdkWlFhRTJBMFQ1WnJscF81TWxZUTBnSGExR2hoMDhMdGRqRVU2LTN0bGs4cUx2MWlYcFRSZl96YXFTUmo0S0hDYklxdnc2dWQ2dkRHdz09 |
You dodged a bullet. This company is hell. The training period is a nightmare. Worked 16 hours a day to complete their training. It destroyed my mental health. I did not have time to eat, sleep, or care for my family. I don’t understand why people aren’t discussing this besides here and Glassdoor. What they do to people is inhumane. | r/legaltech | comment | r/legaltech | 2025-04-21 | Z0FBQUFBQm9DbVhRNkpZTmFoeTNlc3IxcFZXdnBXWlcwODB4NmJJMmNLSkoyODN3aGV0RHZZU0VlZGpuUHd6MmF6dzFNTzBjVVpsMkRFb0R0TGpIdUg5NjBNckJfelRoTTV5S3k0cXBiQUJIc3pBLUt6dURTbGs9 | Z0FBQUFBQm9DbVhRYUZ1Rk1pYVA0RWRvSldkcW5LVWxFMGhUaERmd1RENzhvYmVMelJrcUtwakxQZlFEVEhpeXBKVFAzbE5LbUJTVFUtR0t0cGVIQ1VOQWl4SWJSS09SYlZPWGU4TlNSeEZvanl5WjZ3bkpuQnN6Snh1UVVtWXRhUzFIZFJWOUJNeFhGYmpSRUhDMllmTEV6bmJfYnpnclVsTTZuWmVNREFjd0dqZUlWOEZBT0JvPQ== |
There are ways to prevent that, for now you can switch the alert behaviour to be a simple notification. It’s a lot less intrusive. Also you could increase the detection delay.
In future you could add certain faces to an approved list of faces, or the gaze detection will make it a bit more robust. | r/deeplearning | comment | r/deeplearning | 2025-04-21 | Z0FBQUFBQm9DbVhRbUtWcHBKdHliQ2daWWtRdFJfeU1qS0xIUnhOQktKX0IxcmpObW9UZEVZb056eTZ6TjhVbW1UOEtGMjRhOVFGWTZwSHZFUC05TFEwU3hEQzdGV3VOXzd5cmNBdl9waW1ZSzhOamRJOWlwU0U9 | Z0FBQUFBQm9DbVhRaktDS3ctVWtpU182X043MS0wT1IySHdqSFd4UEVBbG9wUnAxRllJU2d1SWtLRXZHRU8wSDlBRkhCRk1jVUd2Vkx1R0NZZkU0WWF1Sk5oQ2pKQlVYbkpfSWV2V0lFejgyZ3ltSnVoM085X3BzX29tSWtvWWtNcTN3ZVJPUUdyLVhsbU9ZQkZjcTlOUXkzZUY2NHViRTRta1ZEb29MbHhhOWNOUERLRmVWOXBuX1N4eHFJNGdDMEJOTTg5V1cwZXluekVUMnpnZkVUVE1rekxkM1NORjQxdz09 |
I'm honestly amazed this even needs to be said but if you're currently in a stable, low-drama, job especially outside of FAANG, just stay put because the grass that looks greener right now might actually be hiding a sinkhole
Let me tell you about my buddy. Until a few months ago, he had a job as a software engineer at an insurance company. The benefits were fantastic.. he would work 10-20 hours a week at most, work was very chill and relaxing. His coworkers and management were nice and welcoming, and the company was very stable and recession proof. He also only had to go into the office once a week. He had time to go to the gym, spend time with family, and even work on side projects if he felt like it
But then he got tempted by the FAANG name and the idea of a shiny new title and what looked like better pay and more exciting projects, so he made the jump, thinking he was leveling up, thinking he was finally joining the big leagues
From day one it was a completely different world, the job was fully on-site so he was back to commuting every day, the hours were brutal, and even though nobody said it out loud there was a very clear expectation to be constantly online, constantly responsive, and always pushing for more
He went from having quiet mornings and freedom to structure his day to 8 a.m. standups, nonstop back-to-back meetings, toxic coworkers who acted like they were in some competition for who could look the busiest, and managers who micromanaged every last detail while pretending to be laid-back
He was putting in 50 to 60 hours a week just trying to stay afloat and it was draining the life out of him, but he kept telling himself it was worth it for the resume boost and the name recognition and then just three months in, he got the layoff email
No warning, no internal transfer, no fallback plan, just a cold goodbye and a severance package, and now he’s sitting at home unemployed in a terrible market, completely burned out, regretting ever leaving that insurance job where people actually treated each other like human beings
And the worst part is I watched him change during those months, it was like the light in him dimmed a little every week, he started looking tired all the time, less present, shorter on the phone, always distracted, talking about how he felt like he was constantly behind, constantly proving himself to people who didn’t even know his name
He used to be one of the most relaxed, easygoing guys I knew, always down for a beer or a pickup game or just to chill and talk about life, but during those months it felt like he aged five years, and when he finally called me after the layoff it wasn’t just that he lost the job, it was like he’d lost a piece of himself in the process
To make it worse, his old role was already filled, and it’s not like you can just snap your fingers and go back, that bridge is gone, and now he’s in this weird limbo where he’s applying like crazy but everything is frozen or competitive or worse, fake listings meant to fish for resumes
I’ve seen this happen to more than one person lately and I’m telling you, if you’re in a solid job right now with decent pay, decent hours, and a company that isn’t on fire, you don’t need to chase the dream of some big tech title especially not in a market like this
Right now, surviving and keeping your sanity is the real win, and that “boring” job might be the safest bet you’ve got
Be careful out there | r/cscareerquestions | post | r/cscareerquestions | 2025-04-21 | Z0FBQUFBQm9DbVhRNTFHWWRUSHY5TWJxa1BJNUZyU1RHdWRZcWsyREVxbGt2YWotaHkwSUZqbThDcDZRSzRVM3pTZGJFY2JrVy1UMEN4X1MwSFJaY2lfcEVObkIwLVhyY3NXb0FOcjBiblh5N2RGVVRDV0U0alE9 | Z0FBQUFBQm9DbVhRbEU3alNWM2JhazFzVTd1WUM0S3NHUU1Ka3lrcU1heUhWVl9Rdm5tV1dqZkxid2xHcFlBZUoxeHNEMUl1RTNKdTZuYnY5LU1ETllVc0lIUGtXY0MycVhQdE9NOW5OTEZ4SWNlcG9ZMlpWeXFTaVNtam9WRjFkcmhrOF9aalo0ZHNac2toU2JkRmF6WDJJdmtENmMwN0JiS3FDaUpDMDd0b3JTMUx1U3hFM29kV1E0N1NqRWstV3N5SGtXLXVRc1ZCbld3bzJFU2p5ZUFyU2JsXzNjdGI1UT09 |
i think rayonlabs is putting all their alpha back into the pool - their subnets have consistently been rising - anyway heard there is no way to short on subnets right now - so been able to just old school HODL with chutes - gradient don’t know why i don’t have any sn19 | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRc1hSMlJuWlp6cFlLU0pzWlBreXFVVlBUVTktTE5lU01SVThSWWF6OTRuNlBkNzRwcG9pazVsek16UWNoMHdmeTNXSkFmclo3dDY1OXM1Y28zaUNoLWc9PQ== | Z0FBQUFBQm9DbVhRYVVQQXZZeEJ0NFpvbzhTbnV0T0llRHNueG9JbDlRWHVSX3BWZElpOHpnUFVFRk9ETXVOY3dZc1FwN3hHVWkzLUNTVVVRWDhFQ2lUTlZ4Q0UyZld1Zk5pbTBFNkNMX1ZJNDdTRzk3NWRid1VUZVhiSlhBR1N3UkthalpZQlpVWG0tdVJmLW1LR3o1ZldoVzRIbG1aR0hYU1ZsREd4OWF2dHZyMUZHektjY0NJPQ== |
The console was called the OpenPandora Pandora handheld console or something like that, I'm not sure that's what I could find
It was a Linux based gaming console released around 2008 by a small group of developers and a couple people reviewed it and around 2012, I can't seem to find anywhere to buy one they seem to be very rare and sought after if anyone has one and is willing to sell it to me or it can help me find one, that would be greatly appreciated. | r/linux | post | r/linux | 2025-04-21 | Z0FBQUFBQm9DbVhRSmwtSHlJakxMRjZMSlk2RVhxT19ROHZ5TFkteHIzTmR4c1JBcDEza1g3UUg1Q3Y3SkpXRS1FVkRIRWxfSzNvY2VqSkVvQlNpTF8yYlJCRVlLOEp5Vk5kaVg3RFZrWk41MERMNExBX2t2ajA9 | Z0FBQUFBQm9DbVhRMk01RVdEbmFlRVEtdEFIaTkwWnJWR0o3QXI0SzdoYmdQZFFtUjFOU1J2X2ZMNFowa1g0U1FCbDdyTEdSRndLOFBsb01rQl9GQkxORm5wVzdjbGRXRUN3a01DeXdBbTFMZlJMLUd1cDZwc3hFeWJWUXhnVXp0cmpDZWNUZVpyODgwLXpJbUswUV9KaUVHb1F3R2FoTDV6MkNEZVExaTdsbEZ5UVYtUXg0a09fWEN2VzJ2OXVUdjZUZ012OFdJVnNfMXdVcnBaVTJfWld6UkpIQURJbTMwUT09 |
Hi Everyone!
I am a senior CS graduate from school last year, and working in a Fin Start up company now. Although I am grateful to get the job with a chance to work with AWS and other kind of scripting thing, just want to get some advice to my next step and hopefully i could jump into a junior devops/platform like role in the next year.
Before my CS degree, i was a help desk in a international company, who force on support and coordinated infrastructure delivery. I quit my job and back to school for a proper CS degree. Since I feel like I can't just lie down and die here., and there is a big technical gap between us with other tech team, which create a cliff of internal mobility.
Back to now, i am working in a Fin Start up company who have history with less than a year as a support engineer. The good side of the company is they always lack of hands to work, there for I could shack into many places to learn and touch with real infrastructure stuff (like touch to AWS and CLI) and develop some script for helping my work (i.e. setup windows account and computer with powershell, prepare a .csv file and upload it to S3 bucket with python etc,). Although I am still cannot write a script right away, I start getting the concept about this.
Currently, I am doing my AWS SAA-C03 and hopefully I could completed this next month. However, I am not sure about my next step afterward. I like automation, but not a fan to cloud although I agree it is a useful technology and willing to learn about this. From my research on internet,
I should learn Terraform, Ansible, Docker, CI/CD (like git action), Grafana, properly AWS devops Associate also. But they looks a huge amount of content,...May i have some advice where should I start please? Or should I start with some course (like Udemy / KodeKloud / [https://github.com/100daysofdevops/100daysofdevops](https://github.com/100daysofdevops/100daysofdevops)) to learn about the basic first?
Is there any suggest that I could try to explore more in my current workplace please?
Thank you! | r/devops | post | r/devops | 2025-04-21 | Z0FBQUFBQm9DbVhRLU9MLWFrR2poZXA2UWJDZG5qcjIxazV6RDBLLVlxclBYR1kzVWJOVFQxSWFNNlZIdC1CczctcWdTVmZqTUVad2JzWndpQWV2YTJyWUpLdEdzS3F3RFdhR3lsQkNRZmFLV085UHZIR1U2X289 | Z0FBQUFBQm9DbVhRZnlobFplaHBYVmJVeWhwNFJ3cFlrdXFjSnlUREpOaVd0SVdQemhjQk9taHVfWHVCLTlFcDMwdktOSkh0eE1hRkh1NllMTENUZG1ocmNvS2xVMjZrNkZMcF9OazlHa29POEJ3aGFCWW9udUtsOXVmV2lSenFtZTc3TS1SMUVnRFRwMVo0SktZSGNzYmgwWUdfLWhra2pTVnozZ1dOVmIwRnJBdm9iQ0ctRXdFOExqN1dqcFlQZTU5MmNwTDBvNmZTLWFSOUFENUVHZjdvbmYyNHo3Mkx6UT09 |
New to crypto
Playing around 50 dollars and if I see any returns that are better then investing in mutual/index funds or gold I'll start investing weekly. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-21 | Z0FBQUFBQm9DbVhRY09lWWo4S0NGRUVrT3hRTldqbjhGYzlSczhiQ0tyZG1JWmdFSl9Vb2Iwakc3bXc0R2pTNUJqMVA0TG1vR3VXdjA2dnVNYmM1VXNLaGxtRWxyR25rQmx1QnBhUWNULWlmTUtjZjNaVHc0WTQ9 | Z0FBQUFBQm9DbVhRUU5oQXYtUnp5NkZ0ZG10eThYQzI5SU0xMmk0S3RUX0FfVF9HU1lvNVo4aFlGZUtlTnVwOUZRNFNwa24zLTJFMkpVZ09GNXktaXI2MGFTa0dOZnRfXzhnU1Framd0OTZMNHdjMEpzWW5TZmFxeEx1SkdBdzAxUzhER3RrYnRFZngwTlMyUlpiS2NsN0EzUXFBNzJhd3FuLVBXWS0xZURtLTh4SG8xbm1QT3dUYkhUYkJWaUI0QXlDcWpPUWp4NGN6bGU2OXluZ1ZnTUp3MERhX0RBT3pwUT09 |
+ Dippy (in case u need a girlfriend or are depressed ; )
https://apps.apple.com/id/app/dippy-chat-ai-social-platform/id6471991500 | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRRnRrVlJ5LXktQXEyeERIcmVrZlNaQjBySzhIZW1RSURxYWZrWFRxcVQzU1dYaXd6ZTM3RHFPcWR2cVJQUGJDamRVQnJyY2xTVWlIdWgyb2RYV2poTXc9PQ== | Z0FBQUFBQm9DbVhRTG1nd2lSNzNLQzR6dnRoZjdJRzQ0LVBDZEM4QkpxX2l1YzViOWlkSHNvV0M3YU1FdlVHckxIZjk3Mm9MalRBY3hmTlRSLVJfZktoNXZtMVpIaHByLUl5Y3BXeC1UNG5RNVJad0dmUnRVX3Z1R1FyNmxucEpVNTVmY3hZeHNfMTRubGVRWVQwX2gtWXN4aS1Sa2xSaklTeXktSEl2ZmdXZWh4SFF0akpqUUFVPQ== |
I recently started working as a Helpdesk Intern at an NGO HQ, mostly handling level 1 tickets and occasionally some level 2. The pay isn’t great—$21/hour in a high cost-of-living area—but I’m okay with it since I mainly took the role for the experience. After graduating, it was tough landing a full-time job, so I decided to go the internship route instead. The position lasts for six months and could be extended. I asked if there was a chance it might turn into a full-time role, but my manager said that’s unlikely for now due to tight funding.
What’s your take on this kind of internship? If it’s still hard to find a full-time job after the six months, do you think it’s worth extending the internship? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-21 | Z0FBQUFBQm9DbVhRVkZyVVFGVWlFS2VtZUpad01adGxYbmxTYXNhT2pScDk3VEdtV3ZMY3VndzNWZE5uSDY1Wk9sUG82SlZ2RzhRWFhUamlWSkhaSERTNWdOMl9iRWRFR0g2TXdGekJRTWlHZjB4TWZJNnhIV3M9 | Z0FBQUFBQm9DbVhRQnRTLXlSMHRRbW1neWMyQ05CcXg3c2ZQUVJUdGVRNkszajJ5QkVGLUhqZ01xSUhCdWowRkhSTVgxUDBSdUEyX1VnVlFQNVYzNUJXcGRxRzRXLWRNMmZ0dm9WZEF4LXdJRkpyX1d2dDU2bTJTMUtGbEVUdFl6cnJSYk5uT1o5dlJfYmRxQmQwOW96cEE0dXpjVTd5STlfZVptTlg3bkR4c1BnbjU1NElSVHRkdGlwUWMtcElIeUhmWkpRem1NM3BDVHlicDNTaU5WanM0SnFKQU1NYlBsZz09 |
I can't beleive I'm actually in the green....I already considered the money I put in as a loss, so I'm never selling | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRVU5Delk4MWdwOHBFS0g3VHBYaEVLUFpOYXlVZjZmbGdBeTZpTDJyVVB6T3J1d0RyN3BOOHo5VnlfdzZUVjZPMzhERHowMlAwYk9KM3RmcF9CbWRkU3c9PQ== | Z0FBQUFBQm9DbVhRUVRoN1hMX0RqelFXeXNQNktSbkNWVXY2LXNCVHZaN3Z4Q1ZNSXZMdVpoVThrVG9aeU5uS1RRY2NLeEtYSXNzUjB1WmxOU0JycEhMaVhvM3oyMVpPMUthZGRyaC15WXcwVXlZcWNWVlA4a1F6UnRRM1ZoODBibFVBcXUtUmw0Y2RMVG9TUzNCM05YRGY4MzQxclRfYU1ZT2NSWHVXRUdMX1QzRUdDSVozdEJGYzJuNTFlV0pDZEp0WUV1TFNCRGd4dUhJc1pxMVRiVTlTZ1VZRzNnZllfdz09 |
Very nice !! This is long term !! | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRbll2TEtHMk8weUhtV2VZMWFCTWl1R0JIT0pRQ091cFNtSVJhS0NIYm02d3FvQTdKYUV4MFd0U2VJVnRCYnYwaGxqdWllWTRlbFp4M3RDdVpaV0xlR0ZPb25BOUd2YVBjazFkOWItVGx6dDQ9 | Z0FBQUFBQm9DbVhRMEdXZnRtdFpJY2FNZ1UtVjZhZ24wcHMzTnNzTnBEcEJSZ0NxWlZrVlB0dmNZUEJQU3VXakE4dExydlNEeThLRGRCRmZDcEdQd2IxZklBNzdyS1lPbEl1dGVRbUNKcUpJVXdFdksxMGtHcEt6Vm1VYndQUVpNSjRwbnlTRlVrNFVlaDJKZ3c5dmRoaDExVE5hdDFCQ3RaRm12NzVaczhaWnFLa0NrOEhMZ0VjeGliUDBIX2pFN2lYVUxzY2lURkZSb3p2S2szbGcxaEFxWXhpaU44M1dkdz09 |
Check this - it pretty much has EVERYTHING going on in the Bittensor world listed (complex)
http://xmind.ai/share/aDEFBhk7?xid=cJyRNAxz | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRU1hkQ253TDFLaklSOWJ3R2Rfbm4taWEyaVc2aGpaWXBEOEhrXy1OVTNZS3lKT295anhZdW1FZ0RVRFpUOFJfNVZSaWZJdkluNGMzQm5BaF84cng1WGc9PQ== | Z0FBQUFBQm9DbVhRLURjZW9QOThlRzNRRWpCWlZFQmdLaVpkRXRXd0Y2VlVGN0xNMWZWcTRWbU9hRXgxSjhTRTkxYjdlUC1zMVM1bTVsenBEVjFqLV8yajk2aDI4b3VqTHFvWklWNXRVMzlmZDNzX0pKZ01hNTdGV2I3MnkzVkNLTlA5YzI5Yy0tT25nQ3VBYXBrQTJJYmlKbnU0dXJ0WklQRkpTRjY1U0RYanVscHJMTDRxRU1vPQ== |
Look at the weekly chart. Local top | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhROVhWZ0poVmk3Z2xCNDAzNFBvYnF0cGJraXNyYVB2cDZfaE5PV3pHSEozMnE1Z0pwM3dFSUdfT3VYYW1UQ1ZIWGJmd2Z4UHdmeG1RZlIyTllXVldyT3JMZHZCWWNWSEZ6UjN0RXpMby1Hcms9 | Z0FBQUFBQm9DbVhRbDNkeTBtM0Izc0plbGo1WHRRbDd6bTMyLVlDZkJMUDRzcFdvRmdJVUNqRHFqVTVIVDNuM2N3S1hfOWVydkxtXzRKOXNPMF9RWmExYUxrc1BfMDFwaU1yWDNkTnN6cmRoNDd2RlpVek11Sm5mbktweW1MZHZQeWlPOWFXR29EZFpiRzZUdDZSelVNd1A5anl2bGEtODV3azVKUG1pQVpFazJLR3NJSUJZdzFyOTYySEVObENWcUR3ZFJoNHpvVnEyZW1UaF93NW4xa1BsaGlodFFlMFpOQT09 |
Yep I thinks it’s almost 40 percent ! | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRaTMwdTdHUERneXhOOGJoeDNBbFN6eDJlWkdLUkJvOXp2aHlIdnVkczBBMV9hRnpWVm5LVmZkczA4VFpXZlAxQ1l2R1BoWENXZ2dnRldmcFJ5RmpFcjlQYUM2MDVsTXlEMndxYVNPbUllM289 | Z0FBQUFBQm9DbVhRd0ZTX2NwVE5MVW1QTHdoVV9Uc0NVazc0aVFvN0pJYkkxV24xUVBpQUhHZHZ1ZkFET28wZHJ1bFc2ZnR1ZXVEUHNwQXFUUjRMTGRlNXNoS28wUnAySk1iSms0Y0lManVlR2puMUFsd01PRl8xaHgwSnVucTRvOGI3QU9sSzI0WVhvNnloOGVWUnVwYmxKXzV2Y0x6VTdUbThOR2YyczA1Nl9qYkZoZzc3Y2ZINU5SS1JhbmMwSHp5WmFDX3Z6dGtJZDNwT096QWJzaExGb21FeXRLTEtDdz09 |
I recently moved to Sweden, but I didn’t research in time where I can buy cryptocurrencies, mainly with cash. If anyone knows, please help me — I need USDT in Stockholm. Thank you. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-21 | Z0FBQUFBQm9DbVhRVmVDbnp1dEYweTg1Rkx5ZWJocXd1QVp1SV9xcXRlUVh0WVhFSEdNZUxqOHh3dDhqVGt6aVZkZzYzWTFvQ1ZBb1RROFlfem91Z2hTRTZUTTJJWjhYUWc9PQ== | Z0FBQUFBQm9DbVhRRVI3RkZhYUQtS2tnVWI1X0ZaNFF3NnFKcmRaNDZESkxBenBOaW5ZYzlWbzhlYjBMeVg0WWZUSEZvaGtqME5yejZWdnZqUmF3Q05tRnNkcGc0cldXc1NpV0NBM01Ka1puR25hcTFtU1djN1M4YktHQnl0blpVVEZKZkp4RkFEX29maFFOek5OMkx1YVFZX2tSX2FkSjBJdFk2MFZFa050NkUzZ1E0TWpKTk5XR0tvOHRLVF81RXRBUVhtZlBTaWYy |
What talking point will they order their brain-dead minions to parrot next? | r/trump | post | r/trump | 2025-04-21 | Z0FBQUFBQm9DbVhRZHNBS1hGWVJKWDc0d00zczZMbm5hVnNEaTlSWVhJVi1kNHdHZzhwSWxhTDJYOV9wU0h6LWZlZ2kwNWQ1M05tcmpMWmc1Zk5jZU1rUGJnR1ZtY2lza1FIZ3FlWVpkenk3Z3pZcW54eDkyWWs9 | Z0FBQUFBQm9DbVhRS2ZjVnhZX3VaZUFaMHp2TDM4UU14VGhNX3QyNHdNQ01QSS1NTHFsZl92UXl0M1duWjlYbzV1dTZOeXp3WGR0NXdteElmc3dYQ3BkOFZ0Mm10SG1YQURoU3I1NHYyZnA2S21PX1RXU3R1ZkFvUzIwSm5tUUQ4R3hfZVJIMUczZnBaX2Y2OW9CZncteTlBMVZRZENwcXRweDZqZnh2bFRadlVIWkE3Si1abmRhaTlWZlRUUF9rNkZ1M0w0RFlDUVo2 |
Question: Where (exchange name and broker in Canada) can I trade options on BTC and ETH ??
I am a Canadian Citizen and looking to trade options on BTC and ETH (intraday as well as positional).
Which broker and exchange should I be using ?? Please advise.
Many thanks in advance. | r/btc | post | r/btc | 2025-04-21 | Z0FBQUFBQm9DbVhRTGN3YVNHakI5QnZvMXp2bGpIbHFfWW56Wk0tejMwY2lJZEx1UnFfc1V5QTVVZ3lMeVk5U25fOHhjWGI4ek9PbUhZWDR2QlBiSTZxVDg3U0FFczR6bUE9PQ== | Z0FBQUFBQm9DbVhRQkdLdHU2aXVoc3hEZWpNLWtfc3dmZ0ZZNm9SMm10OWFWMW5XVUJkZHpDYjBpQkkwUHIyN2hfSEJSYUlJbnU0Q05ubm9jU25WVVZ1QUU5cG16T0hnSWFBNlhzOWZoYU8ya1EzZUZyN19pYlhLTUxSa3dEM25fdWdiazlMend4dml0RlJhQVhieThCS1NZY25ST3pLdXRPT29xbXBjOUw5MWdKNjVLNHFZdk5tZkdGR284U1FIWEgzNnlsLTk0ZFhrRHdWUFU2R0NZcUx6RC0yNFljUWltdz09 |
Given the unavoidable generational losses we’re all going to take from this market, will Wendy’s hiring standards/qualifications go up? Will Wendy’s be as competitive as IB internships? Apply now fellas, I’ll give references but I get your wife for a week. | r/wallstreetbets | post | r/wallstreetbets | 2025-04-21 | Z0FBQUFBQm9DbVhRUl9LdVdJYURnbDRrUTNyZEktRmMyWTFfdUFwMWRiTzlKbHhxNGdkRUhNTFBiQlVYZlpHVWNaUkFOdlhCVkdmVTVmVmtja3R0UWFRN0pNeFpFUkdfVUE9PQ== | Z0FBQUFBQm9DbVhRY1VjOVZHSlRiU0RKTklKNVlqU1VvOGZHLXRvUmtqX0JVV2ZMakowNFJ6SFg2Vk9CY3c5eW1GWjJVZDI2OVJmTmlpQ1lFR1ZpeU96LU5PMGVlUzY2YzBYS081eEN3VTRXY1BMeW1ocmVYRW02UUJDbTVyT2d5N0RXa2hGMm4wUXktT2ZHZFI2cVJBZU1QNHItRVU2aGVMYzZoWUh3UnpCUWo1dzM5a1ZQOFhjPQ== |
Aren’t both diagrams a bit off?
In terms of output, diagram 1 is correct. The Dense layer gets only the final output from the last LSTM cell (since return\_sequences=False by default in Keras). But the rest of the diagram doesn't fully reflect how LSTMs work.
What are the three circles on the left supposed to represent? If they represent three time steps in a sequence, then both diagrams are missing something.
Each LSTM cell at a given time step takes two inputs:
1. The input vector at that time step (like x\[t\])
2. The hidden and cell state from the previous time step (from LSTM at t-1)
So LSTM2 should take the input from time step 2 and the hidden/cell state from LSTM1. LSTM3 should take the input from time step 3 and the hidden/cell state from LSTM2. The diagrams don't really show both of these input paths.
Alternatively, if the three circles are meant to show a single input vector of length 3 (i.e., one time step with 3 features), then the LSTM would only process it once — not three times. In that case, having multiple LSTM cells shown doesn't make sense unless you're showing a stacked LSTM (which would be a different situation).
Personally, I'd label the inputs as t1, t2, and t3 to clearly show they’re vectors from three different time steps. Then show how each LSTM cell takes in its corresponding input and the previous state.
And yeah, the Dense layer only sees the output after the last time step is processed, unless return\_sequences=True is set. That’s the default behavior in Keras. | r/deeplearning | comment | r/deeplearning | 2025-04-21 | Z0FBQUFBQm9DbVhRX2lwazNIQVMzdi1fWEdhajRiWEFpR1dtOWhzaWhrWG9iVWVsT09fY1QzQldyU01GcUt6R1JlSDJCaVQxRzkyczhRcTlNcHNGbEVEVmZLTXdJZEx5b1E9PQ== | Z0FBQUFBQm9DbVhRNVRnR2RiaWRTRTNqWXp0LVVmZ1c0ZXFMMnBBNVZVM1RWTVVvQ2tlUGl1UEZ6SU5YNDhGckJOWGhuR0RpY2Fock1ZMDBuYzB1cWMzNDVYUHl3V2hUaW0wNTk0Z3hPRlFZTzFDR010RDNHek1MMmFDelE1ZVg4UEpkbkMybU1Ea2wwMmFkczQ3NHk2eWI0LXJBbzlRMC1DbG1IQTJ6UDFzcVdRZjZKbWlRR1ZBcml3YVZGWEZsMUVyRXVweXg1MFdCaWwtcXVhVFozV1dIbjJ4NTBwRURKUT09 |
Which would you rather have;
1) Buy a half million dollar home cash and live mortgage free
Or
2) Take a chance and buy 6 Bitcoin and live in an apartment til you become a Bitcoin millionaire | r/bitcoin | post | r/Bitcoin | 2025-04-21 | Z0FBQUFBQm9DbVhReFRMUnE3X3M3NW5EOUIzZUpGXy05T3hHUHA2aDVwcl9QRWlTUFBKMzB2eHU4ZmpFRFFzTXBoU0h0RXNZR2pQU2FyUHhvSkVZMXdrOW5xbzN2cGNoM0E9PQ== | Z0FBQUFBQm9DbVhRMWhEOE11VlBmLXlWeE8wbV9LejZuS3BQRi1HV1BjbC00b0Z1cmtYby1MUlUzX3NWbDFPODY0aWR5SGp3ckRka2gyUkJOX3plSk5IbE9LLVFlTjBXM0JXTEZSdGRRY0REV2pSVGpfUmtsOUNvOGRFTFNvc1FSblZSVTBybXNoa1dTeHpCNWw0ZEJiNmg5TTlMUmJxT05LTE5sNWF6MVZmeWVCRGM5SzBSbEcwPQ== |
I have recently updated the portfolio website based on cli and gui too as I like Linux much... 😁
Need improvements to the code like adding missing types and refactoring.
Link - https://aj7.pages.dev
GitHub - https://github.com/aj-seven/aj-seven.me | r/webdev | post | r/webdev | 2025-04-21 | Z0FBQUFBQm9DbVhRaVdNcXFvQnRKZUdkYVVhVmZJQW9CYkVtekxnYjk1ZGVvV1FCcXV3T0pBRG5VajIzZ3hUbmtJRlVBWUlBS0VBZzhYbXNhLXd5dGttcTFzdGNyc05KYUE9PQ== | Z0FBQUFBQm9DbVhRR19GTlJuandsa0tXcjZBemFBSjQ4VkZzSWV0WDRLYzBpVkZmeUlnUXQtWmpxVFk0UldlRkdqMDhZMHQzdldzVVJ5YUxhNG96cVJTblI3dTh6WXJicGJOUjhNMnJ5VVJvTFp2Z2liQ09PbGVrVjh2SjBOM3pVV25DRTJjcnIyNXB6cFJPQ2NRRDBlZzg1allGVGlGRUpGTGpoQjRQZnVsaFJ1ZmV6NU9pTWFzPQ== |
I think you are right, thanks so much. Each ball (of the 3) should go into each LSTM cell (each rectangle) since each LSTM cell is a time step. So in terms of after the LSTM cells process each time step input , only one output comes out of the final time step LSTM cell, and this output goes into each neuron of the dense layer? ..if I am understanding you correctly? Thanks again
Also, If I were to use return\_sequences = True, then each output from each time step would go into each neuron of the dense layer? Is this correct? | r/deeplearning | comment | r/deeplearning | 2025-04-21 | Z0FBQUFBQm9DbVhRN3F6Sl9LN3BjWmREai1UZmFkSEwwckh0Umhlb0NzZkNZaTVGYmdtTlFQcTV4REQ2VlZSbWFxVlZVVkhjeWlTY1JSZE5jOUd4clFnVWw1TmpjcnZQSmc9PQ== | Z0FBQUFBQm9DbVhRc1lWQ2FpaWF1N0xPT2JWZkttUzd0YTluQ3l5WUxvWXJFMlpqWGJzWFJCTDVqV2RyTzBYZDUxM0dOaGpjRVBOVkpIcXgtalhwR2VmWFR1bkp5UWxPNDBMOWlMaVFNb29nMDdvRVZ4WDJQRFZHNnhfNU9OSV9KY2ctaXhubk45ZXdKM1RqbERib3ZLdWhDRFIyU1dCcWgxWG52NXozanZCUFd5bUZuSHdwYkFOMnZtNzJ5aWJja1lzaUlXWkRDTUxsb1IwLUtIdFcxdHZkWHg1azZBY2M5dz09 |
Can someone explain how following my beliefs, and religion is suddenly ‘transphobic’? Like seriously, this new generation is so screwed. Also this isn’t the only issue from the original post I saw. There were some people who said they weren’t interested in dating a trans person, and they got downvoted for it. I’m on the younger side, but I honestly wish I was born at a time where there were only two genders, people didn’t care who you voted for, and also where people don’t care what your beliefs are. | r/trump | post | r/trump | 2025-04-21 | Z0FBQUFBQm9DbVhRODZIVUxTWG9MbnNPS3BiTWpBYkhGeDdmbFdHSTFBNHVQYmJYVzZOSEc2SWU2VTJzU09PeHhwVzFkeEVGQnE4QTlkdkZtbmd1MmViejA3VlBuMWdTS2N3dE04X3Q4RlpNZUxLLXVUc2NQUzA9 | Z0FBQUFBQm9DbVhRakI2cnp5ZU9YeWtkN01Qc0Y3V3Y4MmVnZGE1cDgtQUxCUFhQTC1ad21JaU5nTTBOVHVkR2ExYU5WYXI0OV91bzFWY0hzV3BtRHEzSlN5bk5HQW5oYUo0R3lzMkh5NTFkVllNSkZGVmtDTXdEWnMyLUFlcUZqZE1tWUJfamR1TmhydVdqRUhCc2VZRFFZUDRadWNWSnRrM2xrLXk5NnMzbnhObENzYlpVQTIwT1c3OUgyVjEwdFliOVlMTnQyQkxYek1ZSURSRTlVQTdxUFVzSFlTc2w1Zz09 |
As a relatively uninformed economic observer (I mostly care about foreign policy in military and political affairs), what the hell have tariffs even done yet? Like I know they’re bad, but what has happened as of now? | r/neoliberal | post | r/neoliberal | 2025-04-21 | Z0FBQUFBQm9DbVhRX3VpdGJfa1Z4UUMxVUlUcmlnLURlRjJrcVFBTm9mTHJoSEhhdlQwQTl0TTJrMjJ6MTliVTZQamxOb091LXI0dXVsSFFSbC1VVVFSdmxoeThhaW81ZFE9PQ== | Z0FBQUFBQm9DbVhRWU1PeTNwV3dQaDR0Q05GWmxqdzdYTjZuSDVxampDWjF4TEJoUUtKa0tQVFhnZHZjbG02bkQ0b2FocFVnMlU0WWdzOHoyckhSREJIdktqZWVJWjgzRFJmYUVsM1F3aTQxNjhrOUJSYjFXM0Q2TGg2RHpsM1g4QjVRaTFTQTdLT0pKLTNCOTJqZU50SmNrY1N3cFVCa1RuTXlFTHJ3N2o2ZGhmOVpKNXIta3J0Y19kaWM0VHV0UnhiZEVKZ0JRZmZI |
El Salvador's president has offered to repatriate 252 Venezuelans deported by the US and imprisoned in his country - if Venezuela releases the same number of political prisoners.
Nayib Bukele appealed directly to Venezuelan President Nicolás Maduro in a post on social media.
He said many of the Venezuelan deportees had committed "rape and murder", while Venezuelan political prisoners were jailed only because they opposed Maduro, whose re-election last year is widely disputed.
The Venezuelan government argues that it has no political prisoners - a claim rejected by rights groups. | r/uspolitics | post | r/uspolitics | 2025-04-21 | Z0FBQUFBQm9DbVhRclJpaUs1LWxRMGRrZ2NlSWVLVnphRjlNTlNzaFRpNmJ2NEt3QUhlR1J6R25oTDU1eW1POVZ3TUdqMEdoWDJ3UjhEQTlJQ2JKZEFiaVRBMFRSWHZyaVE9PQ== | Z0FBQUFBQm9DbVhRek5fUUlvZWYycE5HWDZFTWN1dDdzZ0JLRUY3SGxob1JnOS1sZmJocVpkN2g4Q0Jsc1k5VWpGTnVsU2R0ZlphZ2x4Q2t3eUl4ZXpKQVVlNUNJZ2lmTlhtRWY1NU1NeU1xWHZqd2U1c1dSalpvbHFhLXE4V25HTnVyMDdKTnRhQkpqYXBiWElrWTItdjR6THhnLUpqSGlkMlBfaDh0YUpzTGlPeHFFQjNuXzBHQkhDSWlaTk5iWEUtMjE2Sl9BNUltT0dQTjZQNUlGN2x5aGVHWjNJV2h4Zz09 |
Been building an LLM based chatbot for customer support using GPT-4, and ran straight into the usual reliability wall. At first, I relied on prompt engineering and some Chain of Thought patterns to steer behavior. It worked okay… until it didn’t. The bot would start strong, then drift mid convo, forget constraints, or hallucinate stuff it really shouldn’t.
I get that autoregressive LLMs aren't deterministic, but I needed something that could at least appear consistent and rule abiding to users. Tried LangChain flows, basic guardrails, even some memory hacks but nothing stuck long-term.
What finally helped was switching to a conversation modeling approach. Found this open source framework that lets you write atomic "guidelines" for specific conditions (like: when the customer is angry, use a calm tone and offer solutions fast), and it auto-applies the right ones as the convo unfolds. You can also stack in structured self checks (they call them ARQs), which basically nudge the model mid-stream to avoid going rogue.
Biggest win: consistency. Like, the bot actually re-applies earlier instructions when it needs to, and I don't have to wrap the entire context in a 3-page prompt.
Just putting this out there in case anyone else is wrestling with LLM based chatbot reliability. Would love to hear if others are doing similar structured setups or if you've found other ways to tame autoregressive chaos. | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9DbVhRZkpoRzJCY1NSbl8tVjlMbEY2SEFHY2hXb3gxS1Q3OGhlaWZZT0NrX1h4dmFvR3hVbU9ESnFSbWpabmxuUElnUFZWS2FRVERZZ2plbGVOaHpobjZuNDZRRU5NOEVvRHVnMnlLYms4eXFCSkk9 | Z0FBQUFBQm9DbVhRUGlDWUo3d2o5ZHpNWmwzOG5aWjh0b0FDeTA0SHlBbzdMNFRQYjA4ay1FdkJoc1ZheXpwZmRHTndvZnJqcEVJdHZhbjUxejlHY2V0XzB0SmZvMTJRa3MyX1FIa0cxV2lKU0VZQjk0VW1zSkhmSEt1MkhnTlpxNlRLbXJEOEtlMVEzMEF1N2ZTVHM3TU9ZVHA3ZFB5RnRsT0pKYTJrVGVLZmE5UUVCNWpRZVVla1h1NnpsOWVHWkdfSmpKUmk4dUZ4TnpWeE51bnkyYk5scEpPX0ttZjdXUT09 |
Curious about the correlation of the existence of on prem fax machines with the crowd that thinks having your tech on prem is a good idea. | r/legaltech | comment | r/legaltech | 2025-04-21 | Z0FBQUFBQm9DbVhReFhHLVkzRTVrbmVHVkp1cFgwRHZ4T0VBNzVQQUlhS2ZTU2VUcmV2SHJVaGdkWlk4M1lMQzlzb0hDM0JDRy1sTnlIVHM1UWx6UGhuU09iaEU2RFBfa2c9PQ== | Z0FBQUFBQm9DbVhRXzFzR1RKaVppSTZTaDVWR1dlaFhyS2ZOb2dSeF9oLXFMN3hWMHBuT1hWSDJrMFJpSmg0d0JnZEVMd29nVTFlWVg5UG1zUmx0ZndBcmJJYVI5TlVIWlB4WFNUMGUtRWJZeWU3Vzh3VWxaaDNzV3E4U2d3aU50TFliSk9yMWVkamVpeWhhZmRzY2FvZTdhc0xZcVhKbng5ZjgwWkFtXzFpZ29UVkMyLS1BcmNrPQ== |
Hi all, I understand this question is a bit on the edge of what is allowed on this reddit.
Still, I really hope getting good answers here can be beneficial for this community as a whole and improve the future availability and distribution of software based on [OpenMP](https://www.openmp.org/) for linux.
# The short version
Basically, I am asking for few seconds of your time to share the output of these commands:
grep HMM_MIRROR /boot/config-$(uname -r)
grep DEVICE_PRIVATE /boot/config-$(uname -r)
uname -a
cat /etc/*-release
They will provide information about two kernel flags, its version and the distribution being used.
Please, make sure to remove any uniquely identifiable element from the output before sharing.
If you don't understand those commands DON'T run them and don't trust random people on reddit :).
# The longer explanation
Why? These flags are what is needed to enable a feature called "Unified Shared Memory".
It is used by modern graphic cards and CPUs to share the same address space and to automatically sync data in between.
This feature is used by language extensions like OpenMP to write scalable and offloadable applications in a simplified style.
However, I discovered today that some distributions don't have it enabled by default in the kernel images they distribute:
* [https://github.com/llvm/llvm-project/issues/136491](https://github.com/llvm/llvm-project/issues/136491)
* [https://github.com/llvm/llvm-project/issues/127334#issuecomment-2817171884](https://github.com/llvm/llvm-project/issues/127334#issuecomment-2817171884)
There is not much software out there leveraging OpenMP for offloading. Which is strange as it promises (and delivers on) to write code once in a single language, without having to deal with domain specific ones for shaders or vendor-specific technologies like CUDA.
I recently have been working on a [demo project](https://github.com/KaruroChori/enance-amamento) to validate the idea and to understand why OpenMP is not more common beyond the realm of high performance computing; now I sort of get the picture:
* Toolchains available on many distributions are not coming with full OpenMP support out of the box: [https://github.com/llvm/llvm-project/issues/136245](https://github.com/llvm/llvm-project/issues/136245)
* Dependencies from very narrowly versioned shared libraries which are not distributed on their own [https://github.com/llvm/llvm-project/issues/136255](https://github.com/llvm/llvm-project/issues/136255)
* And now the fact that many kernel images around might not support USM which I much more complex to address compared to the other two points.
I think it is mostly a egg/chicken problem to be honest.
This can be easily improved on the distribution side, it is just a matter of awareness.
So, aside from collecting data to understand how to fix this issue, I hope this post can spark some useful conversations to improve the current situation :).
Thanks for your time! | r/linux | post | r/linux | 2025-04-21 | Z0FBQUFBQm9DbVhRVTVya3hxOXVOOVluenRUb0E0SXNOMmhHZzZFU2g3RzhjaHh5N2NtT190SWxzUnM5VHdQUUZ5MldwOU50cUNJVmsxWHVlSDlDMWlSbDRMUlJTZGd4VEE9PQ== | Z0FBQUFBQm9DbVhROE14OGprWTYxS2QySGVRSDJCN3lsZEFDRkYwcXhVWmtCOEQxSDZYTTBZY0pNSjAzSjE1NzFVUzEwRmtBU0tCeFlpSHNxUmlqU2RndnhjODlEU2hxVk5ERmFWSTlWWG1HNzNQYXZaNE9jcDFqZXNtM1BoZUFuT0FaaTVLNWJ1WmVUcS1KdnVjQjh3VGxTSWowX1ZyNnFBdXRxNHIxaVlFcVI0eTdITHZnM1ZON0xTMnJuaUlqYWQ0V0hyRHNubUtOTjJYekNMaXl6M05mUmxzbUt3V0FuQT09 |
Hey folks,
I’m diving deeper into AI image generation and looking to sharpen my toolkit—particularly around generating consistent faces across multiple images. My use case is music-related: things like press shots, concept art, and stylized album covers. So it's important the likeness stays the same across different moods, settings, and compositions.
I’ve played with a few of the usual suspects (like SDXL + LORAs), but curious what others are using to lock in consistency. Whether it's training workflows, clever prompting techniques, external utilities, or newer libraries—I’m all ears.
Bonus points if you've got examples of use cases beyond just selfies or portraits (e.g., full-body, dynamic lighting, different outfits, creative styling, etc).
Open to ideas from all sides—Stable Diffusion, ChatGPT integrations, commercial tools, niche GitHub projects... whatever you’ve found helpful.
Thanks in advance 🙏 Keen to learn from your setups and share results down the line. | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9DbVhRbXRUemhWNExBMzdfNlZSSU1fOWtnaHRrNXpwb2tEQ1Fub2liUlF4SlM2STVYalppYWU0WjZLZGNuMS1mY3Y4SU9oVDR5UzBrN3ZURjlVbktKNFE0eXc9PQ== | Z0FBQUFBQm9DbVhRaDhhblkzakRQQjVhcXAxWWJBZjhyUUFYTkJWTEdfSzdrQU9WN1dXT2lkR0o5QTZLbVRXRkZzcml1RlpGNV8tdllDZ0Q1UDM5LTRBMlZWVFZvUmUwbWRyWWw2c290UVJNMk9TckR5UUJHVEFCMjVNLV84Z0huZzVUR29ZY3hsVmNsY1I4azhyT28zXzBCSHh1a3hFcnhKMThVcThnemlLOW0xV3d1RzFOb19HMFdETFFHanpCUHN2bVpiQmJRVjBhQlRBQ1BjMWdNd3dWNnJ5d2pTbkQ2Zz09 |
The Trump administration plans to slash another $1 billion in federal grants and contracts for health research to Harvard, on top of an existing $2.2 billion cut, the Wall Street Journal reported on Sunday.
The new cut comes after Garber decided to publicly reject the revised — and more aggressive — set of demands that the White House issued to Harvard last Friday as part of his message to Harvard affiliates on Monday. Garber’s rejection sparked the federal government’s first funding freeze.
Citing the two anonymous sources, the Journal reported that the Trump administration saw the release as a breach of a confidential negotiation process.
Harvard had not agreed to keep the demands private, according to the Journal, but its public release is now being touted by some in the White House as a reason to take a more aggressive approach to Harvard’s funding.
The federal antisemitism task force had thought that Harvard would concede to the demands sent on April 3, according to the Journal.
The announcement comes just two days after the New York Times reported that the Friday demands had been sent erroneously and without approval. The White House stood by the demands. | r/neoliberal | post | r/neoliberal | 2025-04-21 | Z0FBQUFBQm9DbVhRNnBkdUtmY2xoWjJNMzhGMlM4OFV0QVhUbnJwYmlUenVQcnBOa1VYbWVwcVg3MTUxNmcyLTBwRHpMZXpWTDdvY0RxOU1NZUF0bTh3NjdfUXpiRW9MbWc9PQ== | Z0FBQUFBQm9DbVhRQi1felZHTDlMb3lVT01BSGFLQ3dGX1ZrVE5Xc1ZOX3BGc1VobTZiREN6UWZ5cWpObnFpWVgwR3Mxd2czanlza0RGRGltUlA2bmVFbzR2ZHkxQkk3cEw5UmlYNTdfVzlVS21XSzcxbHl4N1VMUkxWSERia193Y2xFWktZcG1yQ2tVXzNiS3hFNjZ5X3V5ck1HX3JuZXFWWFFJbVdPYXg0TUJvREFnSFFuWFh1MXpNal9LNHNVM1JtZGE4alVUcUpTZ2lPWHRrWVVuMkVla2FLQm5PWFlLdz09 |
Bitcoin is a decentralized bank. How will a global financial crisis affect Bitcoin? | r/btc | post | r/btc | 2025-04-21 | Z0FBQUFBQm9DbVhReTlIbExmZTBvMXBNbjU0ZHkzOWkxOWRqeG5mUGc1Q2syNVRWT2l4eWtadkdVTE41VTFHdGppX2hlc0c0SVRWN2VNZEV1eF85b0J4QjhDNlROMGdXZUE9PQ== | Z0FBQUFBQm9DbVhRdzhheDl2M0I0dWVkLVN2VlBlckEyNjhNS0RyQm83ek02RHlDWGkxWmM2WVRqcm50RzVmT0J5T085b1A4TkUtaUk3SHZsOUphbkdDTmlqTUE1c1hKVGpqakhBaS1ZUTNjWkhvZllDVEotWjJJWEtNRUFINmpobzBSU09VbXRFR2RoQXZlVW0zd0I1Q3NmZWdpcWUyNGx5dnpvaDEycDVtZVZGbmg1bGdic3hsR18wNU0ydlltX01WLTZFb3c1aDJx |
Which jurisdiction? | r/legaltech | comment | r/legaltech | 2025-04-21 | Z0FBQUFBQm9DbVhRa3FhQ2RGX2xyNlVpZWllMlBxOUtnNGIyTEZ5QjFKOXJGdTNWbVFKclh2LThOUGE1ODVCMWQ5MFNSa2o4RGNwclo4eDcwT1cwdHBWQzlVcGxHNTJQLXc9PQ== | Z0FBQUFBQm9DbVhRU3M4NjFncTh4QVlIaENXZ1dBZUx3TEFvTDBoWXQ5X0xIRlhXNGlJVUQ3alZQRUJzbVpPc1J3WGpqQ29WMDdaMVFHWk80Y0MyS0kzOFd1d3pYaThVNnNtN2xBTHlaVmQ0WnQ4RFlOUV9zWlNLVlNaemJDeE8ydXA3dVRuTFpQaDJBbnRONlVrc2ZtNFl2S3o3eHpOZVd3ZG8wZUc1b3Z3cGpORzBfNWlNdkU4WERVNHozMFdLeTlVbFR5V0p5R1cza1JPbENLQ0dobVlGc3JBQzdTZDR4dz09 |
Which project do you think will be the winner long term and why? | r/polkadot | post | r/Polkadot | 2025-04-21 | Z0FBQUFBQm9DbVhRSHBPREl3T1EzdGJ5dDIzVzk1WjJaSVRzbGNmeDF3V0F1aFlDM0dXV0Q5N0hEVXptX2U2d2dYSTY0cHhPdE5Lcl9vODZIUXUtVnFYNFFrVEsyTjVaYm92T0NsbXdWLXBzakNiUXJFQk9KSW89 | Z0FBQUFBQm9DbVhROEZmeDNDdENOc3ZvUlZESlZLNWZIMEZfeG1zcTE5amxjd25INlg0ZXVzaTYwRElpYzJiQjBJNVpZQllNYmRRZlVZdG1mR0o3M1VHcVF0RlJTbldScmQyR3cwSDNvcjFYeUJuYXJ3UkNlMFlLblAxRkpFclZPVUQ0a3N6dlQyS3JET2FXRFhoMkE1amZJdERTRTFWWURnPT0= |
I am thinking we might hit 1800$ on TAO by the summer? I was looking at fibs. A safe bet will be 1200$. TAO reminds me of btc so much during the early years. | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhRb0lLdjMxMURhbXhQT0lad215NHk1ZkJOblRaVFF3TnJLS2NSczRlbzNsclJabVY0MEl1NHY5bmFjV1pKdmNTRDdGSlpVVWVmMHJjTWY1ZjNKdzJyYnc9PQ== | Z0FBQUFBQm9DbVhRenY2Z2xIbks5U29mUzdTWnBrUWlQZ0JtNjdYLXRDWmt6RGxLODlYUmhpMFJSdjREdWQ1ZnIzejBTZlk3Y1lCRmZDaDNXSlIxcE5rQjFZeWxzVHhfN3UtejM2UFpXd0RBb1pRUF8tNlU5VUZVLU03YTQ4dXVFZkhCU0NZa0d1RTFrMWJ0cFl5VnJjc1kzS2JpaFo3aVlyTHAySVVwMVM1Mm04dWFiLU5jaTIwPQ== |
1. **OpenAI** might be building next-gen social network with AI-generated images.\[1\]
2. Could AI text alerts help save snow leopards from extinction?\[2\]
3. How artificial intelligence could shape future of youth sports.\[3\]
4. **Google** DeepMind CEO demonstrates world-building AI model Genie 2.\[4\]
Sources:
\[1\] [https://www.hardwarezone.com.sg/tech-news-openai-rumoured-building-social-network-ai-image-generation](https://www.hardwarezone.com.sg/tech-news-openai-rumoured-building-social-network-ai-image-generation)
\[2\] [https://www.bbc.com/news/articles/cn80v2ngp74o](https://www.bbc.com/news/articles/cn80v2ngp74o)
\[3\] [https://www.nbcnews.com/nightly-news/video/how-artificial-intelligence-could-shape-future-of-youth-sports-237951557941](https://www.nbcnews.com/nightly-news/video/how-artificial-intelligence-could-shape-future-of-youth-sports-237951557941)
\[4\] [https://www.cbsnews.com/video/google-deepmind-ceo-demonstrates-world-building-ai-model-genie-2/](https://www.cbsnews.com/video/google-deepmind-ceo-demonstrates-world-building-ai-model-genie-2/) | r/artificial | post | r/artificial | 2025-04-21 | Z0FBQUFBQm9DbVhRUVdYUnZnUlozQWhhcVZXSm1WRHdHaEpBam9YQUNoMUtMV1FZQ25NSHYtUkgtd3dqU2JqY090THowZkF0Qi1LRmpJeHJpSkM4eU9BQUdRblM1V3gyZ2x6elVyRThsTXhVU2xvOWM4WDBrZUE9 | Z0FBQUFBQm9DbVhRZWxONFlXR2lCRXNHR0N1b1lKcEJmMGJvSkx5VllLQmMxOHFpaF9DaWVTY2k1cjg1Q21LNnFVay12SmI4X1FVT0tuOUdpMVNWTGxVNnVOcnY2d3ZBLU1YWVdUZVV2Sm82QkdjSFZEakNrUFBaczNScWdtZVNwcnJxUVdKZnJ5NmhnQzZhRFROVXQwcGZNQWpDYmJpTVhTQTFKdlJwMHMyYWV1aDhHXzFmbUZsTVo3Wkg2RjM3amJnVEtobWdsWjJH |
Hi everyone,
I’ve been trying to set up a real-time AI feedback system — something where I can stream my screen (e.g., using OBS Studio + YouTube Live) and have an AI like ChatGPT give me immediate input based on what it sees. This isn’t just for one app — I want to use it across different software like Blender, Premiere, Word, etc., to get step-by-step support while I’m actively working.
I started by uploading screenshots of what I was doing, but that quickly became exhausting. The back-and-forth process of capturing, uploading, waiting, and repeating just made it inefficient. So I moved to livestreaming my screen and sharing the YouTube Live link with ChatGPT. At first, it **claimed it could see my stream**, but when I asked it to describe what was on screen, it started hallucinating things — mentioning interface elements that weren’t there, and making up content entirely. I even tested this by typing **unique phrases into a Word document** and asking what it saw — and it still responded with inaccurate and unrelated details.
This wasn't a latency issue. It wasn’t just behind — it was fundamentally **not interpreting the stream correctly**. I also tried sharing recorded video clips of my screen instead of livestreams, but the results were just as inconsistent and unhelpful.
Eventually, ChatGPT told me that **only some sessions have the ability to access and analyze video streams**, and that I’d have to keep opening new chats and hoping for the right permissions. That’s completely unacceptable — especially for a paying user — and there’s no way to manually enable or request the features I need.
So now I’m reaching out to ask: **has anyone actually succeeded in building a working real-time feedback loop with an AI based on live screen content?** Whether you used the OpenAI API, a local setup with Whisper or ffmpeg, or some other creative pipeline — I’d love to know how you pulled it off. This kind of setup could be revolutionary for productivity and learning, but I’ve hit a brick wall.
Any advice or examples would be hugely appreciated. | r/machinelearning | post | r/MachineLearning | 2025-04-21 | Z0FBQUFBQm9DbVhRNUdkcDY3Q21qVUdpRUhmOERTekZsclo5QlpCNVZURmNOVWtJdW8xaFNwSms2Ym9ieVppdzRDWmRHdHpZRXRXcjJ6T1FUTXkzM2tNd1R1OTR0VHFXQXc9PQ== | Z0FBQUFBQm9DbVhRY1A1cEZORS1seHJPN1ViNTdyMElSRW9MLTVzczZsY1VEc05SX2RDeDA4dFlNaWp4UVRtOURERUlJMkNXZmtkVlRRcElBNkEyWWFGcG01amNBd3p5RjRJbXpfS0hkNmk4Q3FRRUlqVllJdzZOak0wS3N3UDA0RWswaGowVmlsaTJkZkxlb2diOGFhRTZHXzZqWHZrZGFoVGlscW5ObndfTnFIbkRpdXRuc2FxekQzVHhDcXR1OFV6MUJuNzFKNk5WV1FFQjNfOVNRWFdJSE5rZ3dMYS1IZz09 |
Hopefully | r/bittensor_ | comment | r/bittensor_ | 2025-04-21 | Z0FBQUFBQm9DbVhROGlDQmVXY0R0X3E2MXVxQ0hqV0piTjVZbG1UaUhpSktPeEJTaFp3TUs4eXJsaDNVVG1qX1RHeDhwLUJ5clYzQk13MFlReFIyR2J5c1VneVBvbGlLdTFRbG8tT0xFYV9hWFJVdVREY3ZpUzg9 | Z0FBQUFBQm9DbVhRa0swUXFvQTdqTDlXWDBKUWZiVkl5czhJTDdMRnVraVNJcDdVYXR5MGhHUG92Q19ERUNudGZqM081dHk5MzJEMmxJR2p2NjlLMlR2aldsZzVnOUM0aXkzLXN2RkIzV0dQMWJEeTItVzZWQ0ZoT3ZHNWh6YWI4c1J5UWJadmtjb3Y5QVJnY09xdFhvMnJBdVAyRzI3RjFnNFlnQnNKeWRmVURvTjNFbW5JZ3o0emdmYmQxcWpoeVg0VU96Z2JLalN1cmNCQlBBcV9DQUJTWm5BNk5zS3Q2QT09 |
Is IT market down ? Too many ppl applying for IT job. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-21 | Z0FBQUFBQm9DbVhRb1JZcTFBQU1LOUxaNEMzblRETm81QnoydWxmY01PcVdrWnBCWEZmeldlaXRPLVVZc3AydllxYVdHaWZ5UE8xZjV2S25SMFZFbFJkMmYzMktzdmJqY1E9PQ== | Z0FBQUFBQm9DbVhRN2hseDZ5YjFMRllkVTUyMVRTSVE3eTI5UlM5T25IVnhwVktrOWhpYWVYTU9lM1RDT1MzbVJxWmQtSzBYX3hFVndBc2RQTUhBZXRYaThCOW1xLVJmYUdLUDZOMXVrYW1qcEVNeEx3QlgtNDFOV2MzYkp1ZFFmZW5xS3FxdjlSZWJSaHVhMjdMX0hBTU8xbDBtVGNMSExTeHlfc3pxR3RpcUxrR0h2bXhlX1piX3N0d3NtUnNNY2ZFWFJLYkdNTXBNeFN0QmlLaEpwcGZjTEJwN2puTWJRQT09 |
Ray Kurzweil's analogy using the Human Genome Project to illustrate how linear perception underestimates exponential progress, where reaching 1% in 7 years meant completion was only 7 doublings away:
> Halfway through the human genome project, 1% had been collected after 7 years, and mainstream critics said, “I told you this wasn’t going to work. 1% in 7 years means it’s going to take 700 years, just like we said.” My reaction was, “We finished one percent - we’re almost done. We’re doubling every year. 1% is only 7 doublings from 100%.” And indeed, it was finished 7 years later.
> A key question is why do some people readily get this, and other people don’t? It’s definitely not a function of accomplishment or intelligence. Some people who are not in professional fields understand this very readily because they can experience this progress just in their smartphones, and other people who are very accomplished and at the top of their field just have this very stubborn linear thinking. So, I really don’t actually have an answer for that.
From: [Architects of Intelligence by Martin Ford (Chapter 11)](https://www.goodreads.com/book/show/42976460) | r/artificial | post | r/artificial | 2025-04-21 | Z0FBQUFBQm9DbVhRTzZqc1JOTUk5Yk51MGZJLXpEeENobzhMMGdweDhwSDQ0VGZpRWEtdHNpejhBQTVIcWpZeFlhQVdKNVpkaFJqVUxHRXJKYUxOaUVWLUNORDE5a1FraGc9PQ== | Z0FBQUFBQm9DbVhRcjhXbFdyUnZtVUU2bVhrRVZRWHNiNGg2cy1EZzVqT1ZqSVNwZ0Y4aTRNNERoVk5qcGczQl80LVhkUzlKajNzUjB4YlE2LWFVS0pLVk5PZlFCQ1J0WGxUOENlbm9xcXJIUjBsVWV3bXo1ZDJaZldLdVd1c1pUYTdIb3Y2TDlWQTJ4STFsWjlrZHotLVIyT2FRMm8wdS1Rb3NqWUVGTmFDUnVOY1dTY3hNaWdoRFpEZjZuZ2hidm02a3dia29yXzN0cXBiWW41dHkydU5CT2tSaGhBdTFNQT09 |
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