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I am a 3rd year undergrad student and working on projects and research work in ml for some time. I have worked on Graph Convolution Networks, Transformers, Agentic AI, GANs etc.
Would love to collaborate and work on projects and learn from you people. Please dm me if you have an exciting industrial or real world projects that you'd like me to contribute to. I'd be happy to share more details about the projects and research that i have done and am working on. | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRV0JyeXU2RlgzSm5zaEE5UGFyTkV3SWFHLS1aSlRPdVhQV3JBZWVqOXpHVDduYzBzU2d5SjRnVTI0R2xQdEFkZkhQR0R6RlJZRVVOcXh1dmtWazNPX0E9PQ== | Z0FBQUFBQm9DbVhRT1hMemVuYmRSWG9IWlJJUW9sMU5aX2stNmRMcEs0czR5TjZPX05uNDZUanNmalM0WGRoMU4tQl91Q3NuMkhpTDhHMEtuT3lPSFkyZDh4bUZZbzA4S0NYZ3A2OHAwTGVxVU9wckRVTmVsaUZvb2FQMTJIUHJXTWtraXBkSXZBZTRlay1ubF9uQVBpZklubU82MnJBVTJKM0dZaXBnRDl2b0tiajBvUzhWMUFZPQ== |
Sorry Ik you’ve prob got this question many times in here. I hold SOL currently and been seeing stuff on newton saying stake your solana.
Can someone be so kind to explain what staking is to me? Explain it to me as if I was a noob and in beginner terms loll respectfully tryna see the big picture of it
In my current case I’m just holding Sol at an average price of $140 so I’m holding but is staking beneficial? | r/solana | post | r/solana | 2025-04-15 | Z0FBQUFBQm9DbVhRWEt5S1FUdzJ5N18wZ3B6ZUYxcERBU0I0ZkJxYUpfdGxkOXNCLUdfRzQtT203VzdCcXZRSFRBRFIxV3c4dkR0V3F4UmJ0a1J1SDdDTmtnLXBNd09EN3c9PQ== | Z0FBQUFBQm9DbVhRQm9xd2FvRHdlUFFuRjJnUEpneEcwcE1pQ1ZiZi1jb2lrdThWQTBWQ0NJdHlQcDM1Smo2c1hncmh2SzJGNTlUNlJpQ2gtOVlmakhiMEk4Z3ZjWV9oc0daMmNzcVR0aGRhQ2dkSE5hUjlabGVjSjA2S2Q2eWJmNy05S2Z0SS1UOXRwbXM5TVMwaC11dFB1dWx5Q3lXYmh3aFJQbHJKZkExVEJlRHlTSTk0RUdZPQ== |
Hey all,
Last week we did a Deep Dive into RWKV (specifically the newest RWKV-7) with our Arxiv Dive research paper club. We were lucky enough to have one of the main authors & maintainers (Eugene Cheah) join and answer questions at the end, so wanted to share the full video here:
[https://www.youtube.com/watch?v=4Bdty7GOrbw](https://www.youtube.com/watch?v=4Bdty7GOrbw)
We also put it in blog form in you prefer that:
[https://www.oxen.ai/blog/how-rwkv-7-goose-works-notes-from-the-author](https://www.oxen.ai/blog/how-rwkv-7-goose-works-notes-from-the-author)
The post builds up intuition of what problems RWKV is trying to solve. I thought it was really interesting how the organization iterates on models with the community. Also it left me wanting to run more experiments with "Learning at Test Time" instead of fine-tuning. Lots of interesting threads to pull there.
Hope you enjoy! | r/machinelearning | post | r/MachineLearning | 2025-04-15 | Z0FBQUFBQm9DbVhRX3hpNU5KSmlIUTJwY2tmODlkTjNtV0FINnNVYlQzWVQ4WXZZRDJDWVk2elRHWEdRU2xtcTh0MjhNSWd0NUNFRi0wVjUzUzV5N3Q4Q0hKREExVFpTRDloNk5FZFJCaS1IRmRyRVBJUU5sLUE9 | Z0FBQUFBQm9DbVhRNG1SLUNTRk5TQ25UaDVLWkhCM1A5MlAtX045UW4xZ1pYS05XWF9FdHRiTUtvc3F2bjBnSzZRSllVc0wtQU5EQlVERWtWeXNHamY5MmFYQlQ0TjNhYzJGekZtcTcxRGdabVl0a3VKWERRbjE0RmQzeXgxbi05Rk9jeWI1dENWNWg5X1M5TFpIOHJSbGcxM1ltWFVxdEw3eWV4aGVTY0N2YWw3MFB2U0hBbXR1NzB4LWNkLWxpNm5JdXRvN1RIRnU2Y0paaUIyQy1pa3VWeVFvdFlnWm03Zz09 |
I keep seeing advice online about “finding your passion” and turning it into a career — but honestly, it’s starting to feel like a setup. Every job I’ve been “passionate” about ended up demanding way more than it gave back. Long hours, low pay, and the expectation that I should just be grateful to be there because I “love it.”
Meanwhile, people I know who picked something stable but boring are living stress-free and clocking out at 5 PM sharp.
Is chasing passion in your career overrated in today’s world? Or am I just doing it wrong?
Would love to hear real stories — from people who did follow their passion and either made it or burned out. No sugarcoating.
| r/careerguidance | post | r/careerguidance | 2025-04-15 | Z0FBQUFBQm9DbVhRUkppOG5sem80UG1LRmU1ZTk3bzlmMmRjSFhMR09Uc091V2lEREMyMGU4UTJDeHo5Yi1sSWJBWEw1X25MVGN4OERkSmNKcHVCZDliMmJfX3pVcnJ5ckE9PQ== | Z0FBQUFBQm9DbVhRa0RYdF9GUXB1d3JnTTZ5RDhkbXJIZTZRZklZTDViVjVtM0twY1hBNE9PSHpFbnZELWpGTlBFbWNUdUFGR0RMUE9iMzRiaTVaam9wYnFKeWJsbmk0RDhueEJXNnZEYkxJZmhnN2x6V2RUOTd5UlE0TkRPcUdEVG1ESWVvNlZfVjF6ZlFCRDFtYXpnSHhTRC16RXQ5RHhCeE1iRmMyR2tJRHRBbFJxQnlNdEF3Y1hSZVAyZ0pNYXpIWUJ5NUp2OUZsNjhTazM0dHBmWDl2T2Jrc1o3YjFvdz09 |
I finally decided to release my open-source project. If you are curious you can visit it at link:
https://github.com/gianndev/marmos
If you like the project, feel free to contribute, to leave a star, to open issues or send me pull requests: I would like my project to become a community project! | r/opensource | post | r/opensource | 2025-04-15 | Z0FBQUFBQm9DbVhRbS1UVTBsbEFHSVVtdHVBZlVnd09MbUlsbDB5a3lZUnBsU0pyVzdJTUdGRG1NYkJtZjBaUzc4dFZMRmQtbVpYSzNRVFZJd2JHNjBVQjNlME9RSVJxMWc9PQ== | Z0FBQUFBQm9DbVhRSHBpNlZMUExVT3FFZDdpR2E3LUR1elQyYjMtd2FnUmpZTWV4UF95azd5UmEtNmFZdWR5SG9pbzNHcENvMHdWaHI3M3N4a0hpMmNqMTVwYmNHcDBRWGZyV1BldTRSeFhJNm5rUl84S2J4czNTVFZFNXNLOFA2cDVGLXF6ekZjc1R4VEtqZ0w0R2dQUjQ1MlJBaWZ0OExnakVJZndqZU5Mei10M0tuZ042REw2WlkwRjJ2aDBvalNEOF95ekdzVG4zYjhjQlYxTFJDQ1lxblBNb3VHT0lJUT09 |
What are the difference between a LoRA adapters and task vectors? Is it just the context in which they are used? | r/machinelearning | post | r/MachineLearning | 2025-04-15 | Z0FBQUFBQm9DbVhRei1sdnhUSkV3TkJVcTNzYVZHQzdoRTNQN3hWbERxeU5tanFrekRvcHlyQ1UzYjNMT1pHNUJES1g3VG5OdjMwNXJCSllUM2Z5ZDZQcUhyb250cVhhVkNldU5NVXdzYTZkQ0pZRS1XTlI5R3M9 | Z0FBQUFBQm9DbVhRVThRaW93cDlnRkFBLXh0b3pDanZKbklHcjB0dlZnX2VvWng5bFZRUXRWa3JkeFlXRzlyM2VXNHY2TXF4Z0h1QzlyRks5dkhDcmpBOTFhTUxxQ2l0aVRBaFMzM2toUlJNUkZsVEtQbGVVTkhCN3BvTWdPV0tOMzUyLU15aEhsQ2lPZnVUWEo3WF93YXNUUUdfVDNvUTQ0Z1FxZk9aT3NwM3dGYl9tRjJYTjF2d1pNMUNZT1VTaVZ2WTRtd05odGhX |
I have been trying to understand and implement mixture of experts language models. I read the original switch transformer paper and mixtral technical report.
I have successfully implemented a language model with mixture of experts. With token dropping, load balancing, expert capacity etc.
But the real magic of moe models come from expert parallelism, where experts occupy sections of GPUs or they are entirely seperated into seperate GPUs. That's when it becomes FLOPs and time efficient. Currently I run the experts in sequence. This way I'm saving on FLOPs but loosing on time as this is a sequential operation.
I tried implementing it with padding and doing the entire expert operation in one go, but this completely negates the advantage of mixture of experts(FLOPs efficient per token).
How do I implement proper expert parallelism in mixture of experts, such that it's both FLOPs efficient and time efficient? | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRVk5JbVFEWVpMUTlaX04xQ3dvSWdwc0VCa3pDMmtsczk4ajlhTVFfYzNJVUVwU1B0SGJrNUNqVzBjZWdld2tIanNLZTRWSXJsMEtDNzgtVXFDVTVhSXc9PQ== | Z0FBQUFBQm9DbVhRWk8ySzBlRFlqRGdZQjFhRkJicWhncjdfYTBaUmRoTU1VX3p6cGl2RHkzR1B4Q1FIQmQ1Wk5lRmZMeEFDRS1zb2U1WGdQT2l3UDNlSTVDb05jVHpEWjVoUS1lNEZFUlpkMFNYYjBURFFJcC1QekZTa2pRQnJXVzdwLUh6ajlxTTR6bWZUMUh3V25SMUdpS1VtU1UzbjF2YVZjcWZqZDRWT1lXRkhaWFg1U2FxLXAtTWQ0VVM2c1RTaDF3SmNqNUVvT1VBVlY4VU12bTI2YkMwZk1xdlFjdz09 |
Two members of House Democratic leadership are trying to send an official congressional delegation to the El Salvadorian prison where the Trump administration is sending deportees, Axios has learned.
While lawmakers could travel to the Central American country informally, a Republican committee chair's approval is needed to send an official congressional delegation, or CODEL.
A CODEL would provide the members with crucial oversight powers and security resources.
Reps. Robert Garcia (D-Calif.) and Maxwell Frost (D-Fla.) asked House Oversight Committee chair James Comer (R-Ky.), in a letter first obtained by Axios, to authorize a CODEL to El Salvador.
The letter comes after Sen. Chris Van Hollen (D-Md.) requested a meeting with El Salvadorian President Nayib Bukele to discuss the return of Abrego Garcia, a Maryland resident.
In their letter, Reps. Garcia and Frost said the Senate "has already authorized CODEL travel to CECOT" and that "the House should be represented." | r/neoliberal | post | r/neoliberal | 2025-04-15 | Z0FBQUFBQm9DbVhRZHNVQ1E2aWVtUlF6c3RUUTJsbkthYjhRdkFnc19zUzlTSUc3UWxKZHd6MmNxSzJsZjVCMFJDYmRVRElzUUoxdWFSc3RFMTc0R0tUbThpb3N3ZGk4U1E9PQ== | Z0FBQUFBQm9DbVhRa3lwNzZvUXBIUGNxMlFCd2NicFhXbklWZElmRVdFYlU2WTNzbV9RYVNqRk8yM2VfNEZkbXJ2Q05PY1VPbFVza3ZtbUpjX1M0R0dHM3NtbHNucktsNHFUcnk0Vy1rRWJjbnBoSGdnSVVhS1BjREVFSEpjZ01iZlNpSmhkRjk3eWdLWkJqYUY0d01jdVV0TDRxdjZEbUJCZ3pkeGI3SVJ2eEJuN081S3k5My1mVTJHYW1ienV0RlVjM0pHQkczYXRWSDBnbnJIak5acWVYdFEyTmZucDZUUT09 |
I'm trying to make a multivariate waveform encoder to hopefully do good waveform reconstruction across N-signals. Some of these could be stationary, some non-stationary.
I tried some simple stuff like spectrogram autoencoder with MSE loss, but ran into issues where the intensity distribution of the predictions got pushed into a Gaussian distribution. So I'm thinking of changing the loss function to something more like a perceptual loss. And changing the model to a VAE instead of AE.
While researching, I saw there's a plethora of other waveform autoencoding techniques out there too, like residual quantization, transformer based patch encoding, etc.
There seems to be so many things that I could do. Not really sure what's a good step-by-step method to implement with the best current techniques we have. | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRbEt5bmZZOVQ0ajVHNzJTZm1DYldxVW1ZN3RidnNiS0dYem55WUNabms4N2NjSG5JY1duUGstUWdpM2Vkb0QyaHFkSHJzTk5PYWU1V0xpY2ltQi1ZUGc9PQ== | Z0FBQUFBQm9DbVhRUmFzUC1JT2hJWkxiZFBGejVVN1VKUl9OVnhFQ19PcGJMV2Q4bnY2ZXA4OWZMWF91X3hpWUFRbV84VDB6RlRwaHRDcEM3Tm5OMlhfNlFLdUgwcGdtYnY5Njdld2hLSE4ybXdranNhTTNPb2ZfcGxHU0NYeFhjaS0yNEVmc2NTTTFzYWcwaXhZX2tnMFVRNnZhMy1ZUm9zYnJhN3JzbWtOZHR6QjIxRDlLVG80LTA2S28teVc1Q0lWVlRFbXB1NmFVUWQyelFBdnp4eUJsdUUtMjFxMUtnUT09 |
Hey everybody,
I want to build a rig for local LLM inference to experiment with some simulations and need advice on the hardware (and possibly software too). I was inspired by this research [https://arxiv.org/abs/2304.03442](https://arxiv.org/abs/2304.03442) and want to try something similar. After spending some time researching best hardware solutions for my budget I have decided to go with a 4x 3090 build. Now I don't think that it would be enough to run exactly the same simulation as in the link, but I would still hope to be able to run like 4 - 5 agents communicating with each other. The speed of interactions in my case is not extremely important, so the amount of tokens per second can be rather slow.
I already looked at some guides like this one: [https://www.youtube.com/watch?v=\_xL9r0ygISg](https://www.youtube.com/watch?v=_xL9r0ygISg) or this one: [https://www.youtube.com/watch?v=Z\_bP52K7OdA&t=1s](https://www.youtube.com/watch?v=Z_bP52K7OdA&t=1s) . Seems relatively doable, but I haven't done anything like this before so I am not sure how realistic am I being. I guess I am just looking for an advice on weather or not my goal is realistic relatively to the hardware and any tips on building 4x 3090 server or if I should go with a different option. And is it something that can be assembled by a relatively inexperienced person? Potentially I can find someone to help me but would be great if I could DIY it. Thanks for any tips! | r/deeplearning | post | r/deeplearning | 2025-04-15 | Z0FBQUFBQm9DbVhRcGVERmtSRGF6RTZyQU5MYlZBRW9sTkM3LVcxWDI0N3Ftd3dxUGRIODVRaGVGSzB4SU1jLTZCR1N5dWJiTlN6Tnh6dnpFc0kxYTIxRDJJVV9JcHpFcHc9PQ== | Z0FBQUFBQm9DbVhRRlBRdC02OFlidHQ2cm9SYWIwOVhFMEpBVmV1eGpvM0hHc296dWFvR05DeC1RYzRFT3g1ZEVvRHhsY2dBYlJtS2xrOGItS3dJOXVIZTFuemdseU9HcGRTczNxUGxsR1QzWlY0blVsUnJMbnFoVW5ROWs4V3lqLVp6RGRFcVFJbDMyY0lwLWFONU5OLTZCUkdxUlhzSGpTMHJQbDd4TlJMUHM3UDZKTTJwRHBGT3lDZmlVTURtQkpzRmoxcE1VNGZm |
This was a personal project I've worked on over the last 2 months. I wanted to see whether GPT-2 or GPT-J could be fine-tuned to consistently speak in the voice of Mr. Darcy from Pride and Prejudice—formal, clipped, and just a bit judgmental.
By fine-tune dataset standards, there’s barely any original dialogue from Darcy to work with. In an effort to mitigate this disadvantage, I included some peer-reviewed synthetic examples I wrote myself.
In the end, 2 datasets were used:
* 1st: Context-rich excerpts from the book encompassing dialogue, narrative elements, and perspectives from other characters.
* 2nd: Restricted to dialogue interactions, directly pairing either book-original or crafted prompts with Darcy's responses.
Training GPT-2 (medium) produced noticeable changes. BLEU-4 scores improved by 70% compared to the base model, though perplexity shot up and outputs reflect confusion about context. GPT-J was much more resistant to change (expected given its size), and I'd have liked to experiment with more variants but don't really have the computing power for training.
I wrote about the project here, including:
* Samples of model output (some successful, some not)
* Comparisons between models and training rounds
* What I tried, what worked, what didn't
📝 [Medium article](https://medium.com/@rhodrithomas_79672/training-mr-darcy-fine-tuning-ai-models-for-distinctive-speech-patterns-d336867ec0e3)
📄 [PDF of article](https://github.com/birlumbus/DarcyGPT/blob/main/assets/Training%20Mr.%20Darcy.pdf)
💾 [Code and datasets](https://github.com/birlumbus/DarcyGPT)
If anyone else has played around with literary style transfer, historical voice modeling, or just weird LLM fine-tuning ideas, I’d love to hear about it. I no longer have time to continue the project, but I’m open to any feedback or suggestions on how to push this kind of thing further (or evaluate it better). | r/machinelearning | post | r/MachineLearning | 2025-04-15 | Z0FBQUFBQm9DbVhRVXZMLU9meGRidTUtcXN3TnpCMDg2Y193VXNnZ2JlTkpiOFR1bDB0ZlE1OGZSNXRCbVhXZ2FGb0I2T2Vsa0dFcEpMVlFWMnRweHhJbXRkQ3k5SDF4cnBsb3RoZ18weFRxYnhELVRNb091eHc9 | Z0FBQUFBQm9DbVhRS2RCbVktelNieWZzWXZLS3NCZ0Yyd20xU09NVHlDUFBIWUhvYXBFQnJiWmtQbVo4Ni1leVNKRnJQeUJSa210dEpwaVJqbUdpZGZYSkRVVVpCaDNRaThnTlVhOHY2UHR3ckVMd3VEdklxb2xQLVVkSFl2N2FUSFR3N0pFUTFNY2V5YUtOYkhoR2FMdWtaTVlJVmdKeWF2VmtZcXA4QnR0ZVNIVVk2UEJoMDZpOXROQTZ5UFNVQ1NYR2dsU0xLVnY4bFlReHlOUjBObFdHYmFjVzROZkxRZz09 |
Whatever your belief about Trump's tariff implementation, whether chaotic or reasonable, if the future of manufacturing is plants where goods are made mostly through automation, but supervised by skilled workers and a handful of line checkers, is Trump's intent to move such production back into the United States justified? Would it be better to have the plants be built here than overseas? I would exempt for the tariffs the input materials as that isn't economically wise, but to have the actual manufacturing done in America is politically persuasive to most voters.
Do you think Trump has the right idea or is his policy still to haphazard? How will Democrats react to the tariffs? How will Republicans defend Trump? Is it better to have the plants in America if this is what the future of manufacturing will become in the next decade or so? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-15 | Z0FBQUFBQm9DbVhRekI4eG96and2NExiZ1BMcEhuQnBuT3ROYjFNeGpjSldwNHdkaUhValRMQ29oV2dhY3F1ODgxSWlQQU5vVks0Vk9jeE1MSVFPcHV6WVVIeXVEV1RXVWc9PQ== | Z0FBQUFBQm9DbVhROFZRRW5zWGc0M1lrS01RTWV5ZmRVSXZPblg2eDFsNzk2UWliZEh5b0JXWlhUV0tWdEcyMXByM3k5QTR1QWh2eVZDMG13NkxzMDFpT0FibnR6d0tvVzkyRGQtYUFCM2h4UEVxbGdUbnlhRE5qMS13Ykw3bTZNaUFuOHk5WGpiVWU4Qy1KOHJYcG5wOXMzTkNXRm9YMGc1OUd1aTMxYmY2d3VLblJtdkNyVXRqMS01MWtESl9sMzhVb1QwZ1hKVmdjdG83cm5RQTFDcnRuZm5yTlF2cGMyUT09 |
I have noticed that CPU suffix meanings are scattered across a lot of articles and posts so I decided to compile them into 1 big spreadsheet (sources are in the spreadsheet)
[https://docs.google.com/spreadsheets/d/15dfYTVEGOiasL6tMgtv3Zc7OFSAlp66Resnf05IfiFM/edit?gid=0#gid=0](https://docs.google.com/spreadsheets/d/15dfYTVEGOiasL6tMgtv3Zc7OFSAlp66Resnf05IfiFM/edit?gid=0#gid=0)
What do you think about it?
Please let me know if there are any errors or something I missed
| r/hardware | post | r/hardware | 2025-04-15 | Z0FBQUFBQm9DbVhRbzFzeU5PdlNVWFZqYTJRbTBDdGt4cE1EX1ZlVkhMRVVXSEdBNE45NG9USHhkY1hHUFJVX2tNT1N0ZUxiU1UwUXhlN1Z5Z0RfNFIyLUd0THdGVjRCZlE9PQ== | Z0FBQUFBQm9DbVhRZVpkMjRhZWtmdnk3aTVqTWZPbjJQM2ljTG5xOVA3OU1OYXJKUzNETmI0ZnRwWjB5WW9pYXozUkFuaEFFendMenQzTHB6ckFseHF2ZmdRZFVuckFUMWxWY0JUZncxbHF4VDdWZVhKLTdVaHFFR185SWZEMXZkdVBPM0luRXE2aFcxdmZkSkVsZ2dBU1l3LURxMk04UEdrSEl2QnlUWlZBNmtXTUN0cVhoT2t2S2ROX1d1S3lrZFlwLTlwLXFRcDJfS0VYRlJROEF4ZmlmOTY3RWxQZmFKZz09 |
Hi
I'm working on a project exploring visual attention and saliency modeling — specifically trying to compare traditional detection approaches like Faster R-CNN with saliency-based methods. I recently found DeepGaze pytorch and was hoping to integrate it easily into my pipeline on Google Colab. The model is exactly what I need: pretrained, biologically inspired, and built for saliency prediction. However, I'm hitting a wall.
* I installed it using !pip install git+https://github.com/matthias-k/deepgaze\_pytorch.git
* I downloaded the centerbias file as required
* But import deepgaze\_pytorch throws ModuleNotFoundError every time even after switching Colab’s runtime to Python 3.10 (via "Use fallback runtime version").
Has anyone gotten this to work recently on Colab? Is there an extra step I’m missing to register or install the module properly? Finally is DeepGaze still a recommended tool for saliency research, or should I consider alternatives?
Any help or direction would be seriously appreciated :-\_ ) | r/machinelearning | post | r/MachineLearning | 2025-04-15 | Z0FBQUFBQm9DbVhRV2FTbGthczVjTHZoMDFjT3daYVQ1bTZRTWtGaHZVdk5Pb2VreDRBeUpBVUIxZ1hZVXU4cTZ0Zm5lS3pVZDZSbjZvVEluSXViZm5udzhwV1NnSl9zemwtR0ZsZDZmT21kNkJyVXVpbUs2SDA9 | Z0FBQUFBQm9DbVhRallNOE94UFg5bEtfQ0dldmtZWUJsVzlYSHpwelQwa2JZZ0tIVDh1NGx6d2VyM1dtSXpNUGxXWV9PN1FBZGZBWm83Qk9MSkZQMGUwZGc5MElFaVdOLTBJekNhQ1VScTl3ZjVxSTV6a0xINWhfNEVmbGVRVVhYQXpYWEVrN1lUdGVUN2ZmZ0RBNEhzRVZoQnlnS2UxU2pxZ3ctT3lKQzZhRVltMGVjWldFUEE1ZW9FUlRpR19CbEl6d2lQLVdldWRWZHpqOXRDemZBMzk3dUxySlNkUFkyQT09 |
I (23f) am basically at my wit's end as to why I'm not being hired (literally even fast food places won't call me back) and now I'm wondering if it's due to my name. I have a universally hated first name and a last name that's difficult to spell and pronounce. Do you think this makes a difference? I'll be getting married later this month so my last name will be different (and have positive connotations) so that's a plus, but should I change my first name as well? (Don't know if I want to say specifically what it is but it's a newer insult towards women). I have solid job experience and all my former bosses have praised my work ethic and competence, but I feel like my name is a roadblock. What would you all suggest I do? | r/careerguidance | post | r/careerguidance | 2025-04-15 | Z0FBQUFBQm9DbVhRYTRnN3FKdlJ5YnI2RXlLVnhzSjRlSkJjdHZlMkg5eGpFY1lCZDlZbEg2Q090OVI2U09BODExdmxBdXB5SExoQ0YxanN4bzFKVlZjVTFnX3I3WkVXdWc9PQ== | Z0FBQUFBQm9DbVhRdlFueFRXb1hfQjREdE1NckZWZUFyQUQzNzFHQllELTdRcUh0ZUlXd1hMdldWd0p2MmdodGt5Q3l4dVoxSk9NVjBsemQ4TU1Qb0YtUGcyanc0ZEl0QU03dEtCSmN5SW5sVWRqTnBZendsczZRQ0wzUFdPUE9tOGg1WXg3dlM4Vmx3MklveHVEMGlTR1FVXzhDLVZ2elN0cFZ1cnpVbExnMmh5UnFGT3I5bXpESllLNFZkVjlJRTk2VU9aMDMtS3Zf |
Just wondering what the latest is, since Trump decided to create all of this uncertainty for companies. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-15 | Z0FBQUFBQm9DbVhRRzFzeTVuRndpUzg1dTZoU0R5MmIyS2lfNUtYNmNHNHF1VDNMcGQ4SWtJWXFJM05CdnFNSGNONlFybWRUdW13VTVQa3NzVmszeE11cVhkWWN5ZkREemN5dWxzYzI0OEI5QmVlYnF5Y0dRbW89 | Z0FBQUFBQm9DbVhRUEVIRTk0UXI4NktodEN0LUt6Ym4teXVpQllNSk1VQ0lFZkxEOEhpcVFhbXNSaXlUd0p1M3ViYU1qYTFKNWVVSEFEdzNDUkpsVzYtWnFYYnExbTdJTEhBcjdDSXpRczJ1bmFfUlNZc2tnaEZyRWN0ZDBhWkJmUkt2M1JHRmVwbGpSYi1XNHE4NFhZSjdKcXNPU0k0LTlORGd4c3JBd214Vm9zMUZjOWtOY29SbDV0SVpGME9TdVhVbkxfWDJEWm9hRi13Z09tRjJxQl82d2NtZzdZSTZHZz09 |
[Original here](https://www.smbc-comics.com/comic/security) | r/artificial | post | r/artificial | 2025-04-15 | Z0FBQUFBQm9DbVhRbEpxOFIxa3ZZX0RnWTF2R2VSTXkwdGxyYUkxN1J4Ri1CU1BNdHA4a3NQZFk2Mm1BYXBfTFhWbk5mejBiUkNCNlhDbWdrZkZLQkltdzdkZ2doWnFyRGc9PQ== | Z0FBQUFBQm9DbVhRRVNrVHhtLTN6UTRBdUgtSk9fY0ZsMGVMeFhrYl9iMy0tSjhubTNIdUUta3VIUHlRdTZxSVJYNXYwX0lUNEQ1cWx2Ni1GMUdNTF9EWWVKeDM1QnNqd3NrR0VLRi1IcDc2VmNGZVpXb3QyTF9RSGM2TVhSSGFiOUpQQ0JNb0RWU3RralpobDdpR0ZqU2UxYkhEVGtxT3dOWmxsQXhNZzhRV0Jqa1liMElVY3Niekt5MXh2d1I3dEVOT2RGeGhhcVJVRndUQ1l0V2wzZl92aDVzWjRPZUU4Zz09 |
Dude why did you scam me | r/bitcoincash | comment | r/Bitcoincash | 2025-04-15 | Z0FBQUFBQm9DbVhRNDFTZ0JsRWtZS1FPOEo1QjJxTTdVWWFPZ1dHMGRhb2ZrZlZGaWJqZUdtY3o0bG8wYWQwS2twaExhUnI4OU5CMUpxbHc1YXNqM2ZoM25LUVlKSmtURHNzdkZoSWJMZGxsdkVIaEdYTTJ5Tmc9 | Z0FBQUFBQm9DbVhRZXN4V3B3ZlpudllGS1RzaXA5YXlaeW9FdXBZU1dfdHg0dWN0clRWSkhjRnBLcVpEdFNmMktwYlhIVzBIVHh1dTU0TWdWU0pJR3FfZGw5MEMwdW16NGtia09KcUJIdEpKVncwaGRHOUVnTGM5OHU5blIxbnJyUXR2UGk5QTBnaWRWMTk2UVIzSm9NQVI2QmRqeW9ySG94Zkh5SlU4YUoyemV1ZmdKX2h0b0p3eXJJbElNWkoya1oyU3J1NFZMeWZq |
Am I crazy in thinking laws haven't been broken here? He merely met contractual conditions and walked away with a benefit. | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-15 | Z0FBQUFBQm9DbVhRR0ppT2pNOTlJbk94NmFickltOVVUMWpqX1JXLVZVcl84MU4yZlZMZElWY3g2eDJiZ0FtMXRycUo4aUtYazZQUVowRGtGeUEtZzFVYUR1VUZSRDJ2X2lia2MzemtOZDdVTzloTjdUTUhLbGs9 | Z0FBQUFBQm9DbVhRUldXU1RDb0xqb3dqd052X3BRSnZTdW1UYW96V0l2bXV6eWZPTkVVSkJLQVY5TEZ2RTQ2OEhETkppTkJqWGhCVmlfb2pPR3YzNFVRRXZOZXNKaElwVll1RS1ndlZaOFZhNHlHdUNHQ21sVTNCMnh6bmtoQVNLWjRHd1FwYmw1cHM2b2Ric2xkcFFiTHNkRFNUS1M4blF4VGVNUGl0c0lmUWxZVXlSbEZTSXpGWU4weHR4NlRCSnhIdjhYaGtjOVhJRENmNUNReVdoUEZGeG0xUzdtMWE3UT09 |
Hello, I’m not sure if this is the correct place to ask or if my question is proper but bear with me please.
I’m trying to setup ACL rules to block connections initiated by a client to a server, and allow client connections to the server only if they were responses to a connection initiated by the server.
The current rules allow connections from the client to all dynamic range ports of the server. My instructor says I should add a rule to block connections from clients, so it would look something like this:
10 permit tcp host client-ip eq 100 host server-ip range 40000-65535
15 deny ip client-ip 0.0.0.0 any
20 permit udp host client-ip eq 100 host server-ip range 40000-65535
30 deny ip any any
Now I’m not a professional, but this doesn’t make sense for me. How can we allow and block at the same time. Do the rules satisfy the requirements? Or should I remove the rules and add other ones? If yes, what would they be?
Please note that this is for a university course, and I’m no expert in networks so go easy. | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRUUwxNnhCSVh3S1JVT3NnWmRiS2hsTTZTc1gtc1NjR05JOTZ4NUJsR3hMdDNZeGFSMlRVTjltNUFnWkFYTm4zbUl1TXgtRFpNR2pVNk5oQjNCOHV6b3c9PQ== | Z0FBQUFBQm9DbVhRQ1R2MmNFbGptaTVzYXZrbExUOEZQZTlNdHpMMGstUnFrSFNIWHRDMUJJdVkzR3BpbVNMVlJ0ZGxtekRLUWlYaHV3eTVRRFdoOWFxMWlOUi01TG5IRkxrM1VhQVd3LXJnMlE2bDZHdEo2dTl2cVY4VWpPVWtfaUREdE9EbXJUZUg5UDJtTEVtaHJIMFpiZm1GSVlWN0VORnRCZE1rT0w3QUFSM0FrX2ctcTVZPQ== |
Jumping into open source for the first time can be both exciting and terrifying. I still remember staring at my first issue, wondering if I was good enough to even try fixing it.
So I’m curious—what was your very first open source contribution?
Was it a tiny typo fix, a huge PR, or just opening an issue? How did the maintainers respond?
Let’s turn this into a thread that helps newcomers feel more confident. Share your first-time stories and maybe even drop some beginner-friendly projects others can check out! | r/opensource | post | r/opensource | 2025-04-16 | Z0FBQUFBQm9DbVhRZ2MtVmxFVG9xa1oySUYxUkVXZHdNM1ZuQTB4WEplVzNxRFlqbVpVZzdCVFFkLUNHMU5ad1ZXYnoxaGVPME41TmJsZnJxQTVSbk9FMkdWRjQ0anhfSFdCbnUxM1ZfYVpfbEVUVERieXR1aW89 | Z0FBQUFBQm9DbVhRY0dvVjJ4V0JkS3NwUjNCemNsSkRSTWxZdUpzaFFMY1o2cHIza1VJM0lFT2JpdTl3QUxhZWF1X3cwNXZ1cVY2cTVXS1p3NkY3VlVyTzItSzRQQ2ItOHBBSHo3WjZhZlFrQzdmcHZERUtYM3B0Zjl2b3FvaHJHUVJrbnQwS0hMSWRHbGFjUjNGcDBKVlpCbHdTbl9rMG5qOHNsdDhSY2piaTRyQ1NGUUxfWGN3Y1NZV2FGc2JEX1o0cHo1VExBNTQ0 |
Hey all!
Network Admin here, I've been asked by a local community college to tour around our (large) campus 20 or so networking students, show them the Datacenter and a brief Q&A etc. I've never done something like this before and was wondering if you all have any advice or discussion you recommend?
What advice would you have wanted to hear in your early years?
So far i can come up with;
-Dont be afraid to make mistakes, but never hide them.
-You WILL get your hands dirty. Learn how to use tools, don't be afraid of heights and crawl spaces. Always carry a multi-tip screwdriver.
-Learn something new every day.
-You will learn MUCH faster trying something than reading about it. Field work is king.
-Automation is useful, but it isn't everything. Know basic and intermediate commands and configs, or have offline access to them.
-Make friends with the facilities team.
-Be nice to everybody, but don't be afraid to say no to requests that go counter to security/policy/logic and be able to explain why.
-You'll need to know at least a little bit about many, many systems, and you'll often need to prove that the network is not the root cause.
Anything I'm missing? thanks!
| r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRSVRsY1VOWllHZWZPRkJGYW5JUWVLVGRITEtLdEdMbUVTNXBDd3A0eWMxSDdKV29HUUpIcG5Fam8zRVVGX1dZRlRpeEgtNW1wTzBvY2lXQm02dDRobnc9PQ== | Z0FBQUFBQm9DbVhRQ1FzdlpwZ2RIa2xUOXVHdU5mV2ptelQ0TlhWUHVQcHNvNFRzSzlMV254ckFSeVhLVUZ4TGY0a0JzVkQ5aEdZMTMzbUxmc1NROFh3azhkSVYxSlJWWGVpODEweFNJWWxLeFhESy1nTEZEWU1XZGJYVWE4dVd4LU1iTFlRR2puQzBWS01saXladHRFdzNaUWZsQ3IwRmpFcGRvWU5OZWNfY2xUbS1tRlJPaGREaHN2SjZ3SGJ0UFZRdlAwMkk1VnRn |
You ve been warned | r/wayofthebern | post | r/WayOfTheBern | 2025-04-16 | Z0FBQUFBQm9DbVhRbVVUMEdWbWEtZllNN0tobmEwZC1lMDc5dkhzY0pMZy1GeVB5M2JuS1lqeVloaXc2VE1idVBocUpIUThQSzJNNnlVYVh0REQ5WHZPd3hwZHAxRVpoTGJ3bWlYZTZ0OVloZU04cmlBOWlraTQ9 | Z0FBQUFBQm9DbVhRY0VvbFl5WF80RS0zYnVXY1Q3bVMxLS1aYVBWVUE4cHFKZ0dCaFRsekJHLUNyNFlSVzd4WDFLM2paRUtMSVg0NDNhMVNKOXprOHFmMGIxdDRWOG5yMUNVX1dZNHd1U0ZXU1ROdlBtblVTU296NnByNWMwSXl5UllBdTNZMHpzb01NMUdJZlFPc0duYXA3UmJGTWhZRzZQamg4RUUtbG9laUJzR082WFJJSGxRNjhtV2VOVExDM09XQWZiTmh4dXRfamYyRUs4T1I4bFVnWGlxY0t0RHNTQT09 |
I have a dataset of price quotes for a service, with the following structure: client ID, quote ID, date (daily), target variable indicating whether the client purchased the service, and several features.
I'm building a model to predict the likelihood of a client completing the purchase after receiving a quote.
Does it make sense to use TimeSeriesSplit for training and validation in this case?
Would this type of problem be considered a time series problem, even though the prediction target is not a continuous time-dependent variable? | r/datascience | post | r/datascience | 2025-04-16 | Z0FBQUFBQm9DbVhReHFlSWlkNVdrRTNlUlBTNkQ3dUxrb280RHpicWxyZ0MtMVp1c3dwcExrMTVPLUF5NWs5LVo0VjV6aFdkdG84YWw1RFJBUVJxSndvQzllNHJhRmRrcEE9PQ== | Z0FBQUFBQm9DbVhRN1hSWFh4UmVOemNVUHB2WmVWa3VpM1VjV09EQXlWWkMtdzl5LTk1anNPX3NJX2JCZldqWlRNdmNNUWZmNk5LWW1QT21fSURjLU5CVVB6RjB4Zy10ck4wWmNrRU9zSWhHeGpSQVlEekZvdzkwa0o5LWJfWWxodnE0cEJQemswQWVRdnFKRmtYbzc1N25RTTRkNjZPemJ4QVpFTkJEWjU1RDMwR2Z2NHRsa2J3Qmc2cDZrUDB5MXNUSm5xdGdpZGFUWmpoRTRCSVpmb0FFN3I2bjBiU2Z6Zz09 |
The reason the United States has become an authoritarian nation is because when it undertook a process of globalization, the wealth generated by this transition was not shared with the workers who were displaced by this transition, which resulted in the offshore of millions of jobs.
Anyone who thinks that the looming historic unemployment that will be driven by AI will result in anything other than workers being left in the cold to fend for themselves is naïve and unaware of history.
In fact, it's probably not a coincidence we are strongly moving away from humanitarian ideals to strictly utilitarian ideals as this AI transition occurs.
In all likelihood, those displaced by AI will be left homeless and starving with no sympathy from those still fortunate enough to have incomes.
It is not unlikely that the monopoly on violence currently held by the state will be shared out among corporations to protect their assets from mobs of disenfranchised. This will almost certainly be undertaken by automated weapon systems.
> Although advances an AI are extremely exciting, and should definitely be pursued to their ultimate end, for the majority of humans in the future is almost certainly heavily dystopian.
Perhaps the only consolation is to view this as a process of natural selection, then take comfort in the knowledge that eventually all humans will be replaced, including the oligarchs.
Accelerate! | r/artificial | post | r/artificial | 2025-04-16 | Z0FBQUFBQm9DbVhRc2phTlpZMjR5THZmcmNxd2hFNU50TXVZZGJKODhiNTg2U3NmSTJZYTVyVzcya1BaeG5BV05wUzVhQnRvUUxuYVRpUFNGUHZzOGdLZWlQekZPVFNTU1E9PQ== | Z0FBQUFBQm9DbVhRbURHOTBJbDR6VEdrdU9mSmhSNGJiRDJNdGNRNTRhdnA4R1JHUG8yVmk0aGJaZ1JBaG5EaFBnRWE3bDd2OWdXcHVvZ3lnTTYtTHlQVjM1MnZWZER4TFJZZnJ2OWl1dC1TSzYyZkVUQTRfdTVXaUNuVkdXeVBpQVBaMnRhYk1RTTVHdC1aOS10YkxiZjhtbHBva3ZDYUhuMDNRU3hOZXZCcWhsako5RzhaSkdtR0dEMTNQZ0F0UDhvZDBGNzV5Y00wdmRXbmlGVzNibjctQnl3clFVc2xNQT09 |
Of course its always went on but How much worse is it getting?
Ive also heard many more companies dont care about quality of work as much anymore as they do maximizing profits at all cost--
We dont care if theres a big data breach because we are saving massive money by hiring braindead but desperate people that we can pay pennies and overwork.
How much worse is it really getting?
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-16 | Z0FBQUFBQm9DbVhRNE1yekFYRWxKZ2M0cnRxbDM1dGRfQm5HTmM4RGpXWElZLVluTjJUQXBsb29nRkhlOFRYb2o1X3ZYbTk5RmJvNUtkNVotMGZJcWlqbk1YclYySlBOQkE9PQ== | Z0FBQUFBQm9DbVhRckVHUVNTWXlYSE9PRW8yT05Da2t3Y0kyZEU1RkM2NXdXQXVqckxTdFlmYktBc3pCNWRuTWRJOG1RVF9rd203aXc2NEZQM3R1cEw5cnJHQ0ljbHBvLUlkanN1S3JhdE1kemduSG1OWW5mVUd5MkxwUHFsY1YzVzNkdHFmWWU0MDl3YlpiaFVmRGtuT1BwSUFodFJkcmkxRTRSdHY1TXFYS0JVV2JwVm1BbE41NWVkNkNqVVVkQ0FpQXZZR25MUmZHaVdHdkhlOG5iRE1MQ1hZTUlfRE9Tdz09 |
I honestly can’t wrap my head around the absurdity of being forced to go into the office when remote work is not only possible—it’s often better. Sure, there’s value in face-to-face interaction: spontaneous questions, team bonding, quicker clarifications. I get it. But when you weigh that against the absolute hell that is the 満員電車—the soul-crushing sardine-can commute that eats away your time, your sanity, and your well-being—it just doesn’t balance out. Not even close.
Let’s talk about that time lost. That’s time I could be investing in rest, in family, in upskilling, or just in being human. Instead, I’m stuck spending hours each week pressed into strangers like a human Tetris block, all for the privilege of doing the same work I could’ve done better from my own desk at home.
And the cost? Sure, the company reimburses the fare—but that money just rolls right into the next trip. It’s not money in my pocket, it’s just a company-sponsored hamster wheel. I’m not saving anything—I’m surviving.
And here’s the kicker: I work in IT. Internet Technology. The very industry responsible for building tools that make work more efficient, more flexible, more human-friendly. We’ve created the systems that let people collaborate from opposite sides of the globe, but I still have to drag myself into a physical building because… what? That’s how it used to be?
It’s like watching someone use a horse-drawn carriage to deliver emails. We’ve invented the car, the train, the goddamn spaceship—and yet they’re hitching up the old mare because “that’s how it was done in our day.”
The logic is stuck in amber. It’s corporate nostalgia masquerading as strategy. A refusal to evolve, even as the world has already moved on. And I’m tired—so tired—of pretending this makes sense. Productivity doesn’t live in a cubicle. Connection doesn’t die outside the office. And trust? Trust isn’t built by proximity. It’s built by respect and results.
So no, I’m not just annoyed. I’m furious. Because it’s not just inconvenient—it’s a betrayal of everything our industry stands for. We’re supposed to be the future. Instead, we’re sleepwalking back into the past like it’s some golden era worth reliving.
Wake up. The world has changed. And we helped change it. Now let us live it. | r/webdev | post | r/webdev | 2025-04-16 | Z0FBQUFBQm9DbVhRcng1enptalR0Ymtud0RXTWo4aGtxendLNUg3ejNGdXJjNURPeDJZQkRtbDlZM2hFaHNEV2xLOWZraEpVTlZiRDVQdjF0RmZFbVBtVHZydF9nMkJRMS1SdUpzbEZ0UWpvNmlWYkNPRGVLTFk9 | Z0FBQUFBQm9DbVhRRGl5bnlGWE9NQzB1MXhhOTdzdmIwVFd0V1dpVzFTeXlKbEI1MldJcllDR0p0bDY0bHBQNFgyNFh4THdPUzVwdVdVNE83OXhTbW9ZVzlzUmYzbm1wVDZKTERGdzN3YXdveHhZLUVaaXNzZjVDYV9GSVdlWXRxb1gyNlVRUklxQnh2SmQ3dlJHalVNMUxZUW83YnVQVEZuWW5SSmJ1TmNaMkw1Z1YyN3BHaEhhaGlTMlh2OVZtb0F4eTNRMVBTUDNscjZUVE1NX2Z5dzhvOFl2eHlXcndpZz09 |
Some common arguments I’ve seen being used by conservatives and MAGAs online re: Kilmar Garcia and why they’re wrong, if I got something wrong, or if there’s something you think can be added to make a better case, please lmk.
___
> _“He was an illegal immigrant.”_
__False. Kilmar Garcia was not undocumented.__
He had __withholding of removal__ status, granted by a U.S. immigration judge in 2019, after the judge ruled that deporting him to El Salvador could violate international law due to the real risk of persecution. He also very likely had a _pending green card application_ through his __U.S. citizen wife__, and was legally residing and working in Maryland at the time of his removal. This was not a gray area. He had a lawful right to be in the U.S., and deporting him violated a standing federal order.
> _“He wasn’t deported before only because a judge thought he was in danger. El Salvador is safe now, so that’s no longer valid.”_
__Irrelevant and dishonest.__
First, immigration rulings aren’t voided retroactively by vibes. If the Department of Homeland Security wanted to revisit his protected status, it would have had to file a motion to reopen the case and go through legal proceedings — not just yeet him out of the country.
Second, even if El Salvador has cracked down on gangs, it is not up to the executive branch to unilaterally override an immigration judge’s order. That’s not how due process works. Finally, even if conditions had changed, he still would have been entitled to a hearing. You can’t just deport someone and say, “Well things are safer now, trust us.”
> “He doesn’t need to be convicted of anything to be deported.”
While it’s true that deportation doesn’t require a criminal conviction, Kilmar Garcia wasn’t legally deportable under the law. A 2019 immigration judge explicitly barred his removal to El Salvador due to the threat of persecution. Violating that bar—especially while a __Temporary Restraining Order (TWO)__ was in effect against deportation flights to El Salvador—is not just bureaucratic sloppiness. It’s a deliberate bypass of legal process.
DHS tried to justify the removal by claiming Garcia was affiliated with MS-13. But the only “evidence” offered was that he wore a Chicago Bulls hat and hoodie, and a confidential informant alleged he belonged to a gang clique based in Long Island, New York — where Garcia has never lived.
In fact, court records show he has never been charged or convicted of any crime in the U.S., El Salvador, or anywhere else. Yet this racialized profiling — refuted by his wife and contradicted by ICE’s own documentation — was enough for the government to classify him as a “verified gang member” and deny him bond, due process, and eventually, his freedom.
Moreover, deporting someone in defiance of an active habeas corpus petition — and then refusing to retrieve him after the Supreme Court rules you must facilitate his return — is a massive abuse of power.
Now some people attempt to bring up the fact that the court only granted him protection from deportation to El Salvador because of fear of persecution. Yes, withholding of removal only protects someone from being deported to the specific country where they face danger—in this case, El Salvador. However—and this is key—if no other country agrees to take the person, and they cannot be removed to their home country, then they must be allowed to remain in the U.S. under U.S. law. So in Garcia's case, the immigration judge in 2019 explicitly barred deportation to El Salvador due to credible fear of persecution.
This is supported by:
- __8 CFR § 208.16(f)__, which outlines that if no country will accept the person, and they cannot be removed to the country of origin, then they remain in the U.S.
- __INS v. Cardoza-Fonseca, 480 U.S. 421 (1987)__, and later interpretations, make clear that withholding of removal is mandatory once the standard is met, and binding on DHS.
- DHS itself has long operated under this practical constraint — if the removal order designates only the country of feared persecution, the person cannot be removed elsewhere unless a third country accepts them voluntarily, which is almost unheard of unless there’s a preexisting repatriation agreement.
Could he have been deported elsewhere? Yeah I guess only if another country voluntarily accepted him, which to my knowledge almost never happens in these cases, and was not attempted here. No evidence suggests the Trump admin tried to deport Garcia to any third country. They simply sent him back to El Salvador, the one country he was legally protected from being returned to.
So while he wasn’t ineligible for deportation in the abstract, but he was ineligible for deportation to El Salvador, and since the U.S. had no other viable country to send him to, he had the right to remain here, pending his (presumed) adjustment of status through his U.S. citizen wife.
Lastly there’s the argument that _“he entered illegally, so whatever happens is his fault.”_ This is as morally bankrupt as it is legally wrong.
__1. Entry without documentation ≠ Permanent Guilt__
Yes, Kilmar Garcia entered the U.S. irregularly as a 16-year-old minor in 2011 — fleeing gang violence in El Salvador. But U.S. immigration law explicitly allows for protection after unauthorized entry:
Entry without inspection (EWI) is not a life sentence of legal voidness. In fact, U.S. immigration law explicitly allows people who entered illegally to later:
- Apply for asylum
- Seek withholding of removal
- Receive Temporary Protected Status (TPS)
- Adjust status through marriage to a U.S. citizen
- Apply for cancellation of removal based on time in the U.S., hardship, and good moral character
Kilmar Garcia did _exactly what the law allows:_
- He faced danger in his home country, so he applied for withholding of removal.
- An immigration judge granted it in 2019.
- He then applied for permanent residency through his U.S. citizen wife.
Legal implication: He had a right to stay under federal law, even if he entered without authorization years earlier.
__2. This “Original Sin” Logic Was Rejected by the Supreme Court Itself__
In __Zadvydas v. Davis (2001)__, SCOTUS held that:
> _Even undocumented immigrants have constitutional protections once inside the U.S., including due process._
The court said the government __cannot detain or deport people indefinitely or arbitrarily, even if they entered illegally__. Once they’re here, they are “persons” under the Constitution.
So even if someone entered without permission, they cannot be stripped of all rights. The Constitution doesn’t say “_except if you crossed the border illegally_.”
__3. A Grant of Withholding of Removal Creates a Legal Right to Stay__
Kilmar Garcia had been granted _withholding of removal_, a form of protection under U.S. immigration law (8 CFR § 208.16) and the Convention Against Torture (CAT).
This means:
- He had a legal bar against being deported to El Salvador.
- This is not discretionary — it is __binding__.
- Deporting him anyway = a violation of U.S. and international law.
There is no clause in that protection that says “unless he entered illegally at age 16.”
__4. Due Process Applies Regardless of Immigration Status__
The __5th and 14th Amendments__ protect “persons”, not just citizens.
That means:
- You cannot just deport someone without due process, even if they once entered unlawfully.
- You cannot declare someone a “terrorist” without evidence or trial and then use that to deny them legal protections they’ve already earned.
In Garcia’s case:
- A federal court ordered the government not to deport him.
- The government did it anyway.
- Now they’re trying to claim that his past immigration status nullifies that order.
Sources:
1. https://www.ecfr.gov/current/title-8/chapter-I/subchapter-B/part-208/subpart-A/section-208.16
2. https://www.supremecourt.gov/opinions/24pdf/24a949_lkhn.pdf
3. https://www.supremecourt.gov/DocketPDF/24/24A949/354927/20250407153131040_2025.04.07%20Respondents%20Opp%20to%20App%20to%20Vacate.pdf
4. https://www.npr.org/2025/04/10/nx-s1-5358421/supreme-court-abrego-garcia-deportation-decision
5. https://supreme.justia.com/cases/federal/us/533/678/ | r/neoliberal | post | r/neoliberal | 2025-04-16 | Z0FBQUFBQm9DbVhRYmNyUzMwbHBFVVRtdnZfbmJwTkc2MnRUQkpteEhfb0RWTU5nTS1OaHhDSXo0ME5MbUloT0piUG51X2plN29ueGd3ZmlNMUtHWEUzenktamR6NkV4eFE9PQ== | Z0FBQUFBQm9DbVhRN09VYVVpXzhtNWxoWnlIYlAwOFM3QV9HYmpMeDdfd1FzcVdXQmRtU3Z1VUpLek8yMWdVV09JRGt4TzJzaE9LcUtMTlMzckhYS21raWhuVk8yRThJaXlvLUZ1aTlsU09PWlFQWjFCOXVjdU5aOENmc3dtSF9FdU5aT3NuN3hvcWk0U2RQc1FsQzFYMEdpWVV2cFRFOFJ2ejllcjVkZ2ttbHpiZ1lQcGFoZEswPQ== |
So I’ve recently run into this problem while building an AI app, and I’m curious how others are dealing with it.
Every time a model gets released, or worse, deprecated (like Gemini 1.0 Pro, which is being shut down on April 21. Its like have to start from scratch.
Same prompt. New model. Different results. Sometimes it subtly breaks, sometimes it just… doesn’t work.
And now with more models coming and going. it feels like this is about to become a recurring headache.
Here’s what I mean ->
You’ve got 3 prompts. You want to test them on 3 models. Try them at 3 temperature settings. And run each config 10 times to see which one’s actually reliable.
That’s 270 runs. 270 API calls. 270 outputs to track, compare, and evaluate. And next month? New model. Do it all over again.
I started building something ([PromptPerf](https://promptperf.dev)) to automate this and honestly because I was tired of doing it manually.
**But I’m wondering: How are you testing prompts before shipping?**
**Are you just running it a few times and hoping for the best?**
**Have you built your own internal tooling?**
**Or is consistency not a priority for your use case?**
**Would love to hear your workflows or frustrations around this. Feels like an area that’s about to get very messy, very fast.** | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRU21tZWZISjJ5RDhqQUFlaWwwTFExODNDTUFJSjZPblNjZ1p3RFpjeVlpai11M3VxV0tHN2JoeGxnWGE1NTMxbjN2RVdXR0RoZ3p6YmFQM1ZuU2dkN3lWVTJzVzJ2cjMwRUJqSTJqclVqLWc9 | Z0FBQUFBQm9DbVhRR29RTVZnN1plX2lqOWg3ZVpOaU1qTzhsM0hHSkJYSlE0R3gzWFF5ZkhvZjV3Rl9NcVRFcHRocnRiYjlPSTVOZFBLdFhRUUwxM0JaRnRTWVNjUl96Sms5VzExN1p3LWpCOUxoR0NMRXhkOVlkaVpsU3VTOHdJRGRpeHM2eThXSEE4alNLUHoyNk4yYjFSWldEakJuWFpQZGVGRThPM2lDcDZtSi14aTRiekpnem4teWowX2NPX1RkbzdkUTRrUUxYQVBmeDR6MXBiUVRVeW5CZy1WQVE4QT09 |
Is a bachelors in CIS and an A+ cert enough to get a help desk job? I'm currently a junior in uni and the job market is scaring the hell out of me. There is literally zero job postings for tech internships in my city. I'm considering changing my major to supply chain. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-16 | Z0FBQUFBQm9DbVhRMzhsOTlOWTVSRW10cTZKeXdGVlljbTJ1ekg2LUV0aWE0N1lYWWtrUXF5Nl9CZXBYWlJaNm9hWU1aUkJQS2ZJdkJ1WTdVWGhybWxFYjJ4MFNUOWt0OEE9PQ== | Z0FBQUFBQm9DbVhRYjJYc3I3Y3ZzNkFaSWljZ3BlY1lvWExxRFMzaksweUZXZGVOUGYxSlBLbER4QVd3Ynhwd0M4c1VZdUR4SkpGMnFLM21DMlo3OWhfX19zaWJKLUZlX1ROYjU1S2xEYzdJOGZoX0JHLTkzVlRveW1iaWpoS1VPT21Lcmk4QWlPdjNlWU80UFUxN0d0ZHJqbDdPa1E2QUtPVUpvVzdyX2VjSi1RRUl0bWtCZy1Ma0lWRnNLZDV4SldRZFR1YVlDSmEz |
Those of you developing in the cloud may find this handy and/or educational. It's a great way to casually explore CloudTrail data. | r/opensource | post | r/opensource | 2025-04-16 | Z0FBQUFBQm9DbVhRYngyeDNjQ1luZWhlU19FZmc3emVNdFV4LUc4N0daYV9DZVp0QXllUEhuSUNUajRQUmp5UWg1XzRncHJCMHdvbkRVNmNYSFRVWHVfQTRMamFaZmZjTEE9PQ== | Z0FBQUFBQm9DbVhRVllMTWVxV0pVeWRGbDRmUHEzOHNJSXFndU1RNmZ4QnNWSkFtLTRmNHM4Z091NTFERktMQXEyX2Q0eFdldnphOXd0ckxnZkhPZi1NcU1STkpMcmRPN2VsSmQ4OXYtWkZvWFMwWktYMHFtLVlLSTRkLS1uYzJHeDVWX0M5aEtILWRhc1JJVGlaNTFoRnEwM1lfS3FadVFSMjNZcGk5Wlo4MF9RSHZyUlRaVEhoN3NvZDJXQnd3cGx0b3dvUUdySmZPTUlVQ19LcnkxSjNNcVZnc3pMV3UzQT09 |
Hello all,
The meta reviews of ACL are supposed to be released today. Let's engage in discussion regarding scores and corresponding meta review expectations. | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRVTM4SEJGc3RWdi0yS25adkFwbmJlWTFnaC1SX1oxLVozaG55NmljZFQ3anBjVnllcGpwd2ZEek5hdE1VM2lIMFRDZ1lMUHJ1eHN2RG1LeGxVM2ROb05Pa2RqT3YxNFNJZlFyYXVSdTBxR1k9 | Z0FBQUFBQm9DbVhRVGFoaFYwRTB3bVJnR2tqcWZmdVBjQjNvXzhjMDY4MzhQOGRFWklfM1hKTmZOVmc0anp2cHVRM0NjZGhYdHdkamE1Z2dYU3hndGpoZFVYbWlXMktEbFJ5cFVZbVpaanAyeE1PRDRCaC1BMlI2bDhnd0pRcWhkTE1ZemZPTTNlV0dnUEkzVzhjM0EtLU4yNm5EakhMcWMzaHJyVDJqaFVRTWRRYjViZXptaHF4N0drVEtRbHJDRm9BWEllLU9DVDZZ |
Looking for an RSS reader that can also:
* Subscribe to newsletters.
* Scrape website articles based on search terms.
* Tag & categorize content.
* Preserve articles (including images).
* Save items to boards/collections.
Feedly user seeking something similar but potentially lighter or with a better fit for these specific features. Any recommendations?
| r/opensource | post | r/opensource | 2025-04-16 | Z0FBQUFBQm9DbVhRc3F4ZnZmYXJOQnJuclk3cFJqVFpwd0UxNDkxNUxmdTRNb1pBLVlzdG9ydlU1V1NFVUswVUZFWTN0TGJtZG1KUU5hRDNEREJsVE5nSGUxNGg5MXRObmc9PQ== | Z0FBQUFBQm9DbVhRN1NPYXRXMUxGVFlBTzNUVGVzRkg0WDVuc3ZkMEo3NC1HUk5kQXRKRTlhN2pES0tIUGRINW1TZDZCMGxXOE1SQl9USFNQNXFhX0hpblpMWlBTU0hQWldnNUtCVWVzQzZhcTRZeE9oS3laeUllZTlZV003eEpDbWI4QWZUOFdHUmRQOVRSX2N0N3hYcS1obVA2Q1dNR29pX3dlYzNIMDEzZlk0N2pFU2tKbmwwPQ== |
Attention: The “up to a 245% tariff” represents the maximum 245% faced by syringe and needles from China (as in source 2), which is a restatement of previous tariffs and not an increase (though they may want to make it sounds more terrifying by saying this way).
OP: If you see SPX future down right now, it’s mainly due to a bad earning just release by ASML. The market is too weak and sensitive to bad news now.
source 1: https://www.whitehouse.gov/fact-sheets/2025/04/fact-sheet-president-donald-j-trump-ensures-national-security-and-economic-resilience-through-section-232-actions-on-processed-critical-minerals-and-derivative-products/
source 2: https://www.nytimes.com/interactive/2025/04/12/business/economy/china-tariff-product-costs.html | r/wallstreetbets | post | r/wallstreetbets | 2025-04-16 | Z0FBQUFBQm9DbVhRdmVOcm83WnR4ZXRwY0twVUZvaXd5QjN5akZKczBCVXBhTWY0ZTZnNUE3d1ZjR0FaVGZPRjhrNEdoVmhzTENnbUVlbVFmemZtaVNIVDdNV2l4Ry14M3c9PQ== | Z0FBQUFBQm9DbVhRVXJ1ckRmaFJ6eDB3NHlqeDdnMk1CWHIyd0kzUWVLZWZVVG9ITmFWaFYwNkdZRjUtY041SFFCNURmbDN1eVlGMVpteFJOYkJsem5jYmZFaU1oY2w3WWVTbHpqWDZ6bE9RczQxbzFqdHZqc0E3VVhPa1U1cW41cDFBSFNYeF9OaWdDdFBoV2VSdUZSblZrUzVYTEYtbjJfZDI1OENycWtrbXBFNXozZ21PVDVJVEhUUzZkM3ZsTU9uMHc2dGdhV2NYRGFILUVWWGpwcVZnT3Y1M3ZhaVRQQT09 |
[Nvidia now needs a license to export H20 to China.](https://www.youtube.com/watch?v=8pviHHjXNek) That's a week after Trump suspends the export ban of H20.
Edit: edit format for the link | r/hardware | post | r/hardware | 2025-04-16 | Z0FBQUFBQm9DbVhRUE1XTGtsNDQ3MWJyOE9IT1NKR0VMd1pjMk9LTENmR3hUNGROY3pVbzV4YWxUNVpuWm1rVWZWWGIwOUN2Uk9OX3dpYm1SamowbEZmYXA0cVRCWjdrdHc9PQ== | Z0FBQUFBQm9DbVhRaEFSYko2bDFBZ0FMWVA0MWtIWWdPaVdMNzRoUkpuYnI4VlhyaHV4V0FBTjdWYXJFZ2RkcWpSWkV5SUF1cm5PcThLaHFmaE5KYkxUUi1YWVk3TzV4Y05XWHQ0LUZHNmY5R09BZHVDQ2xfVTZ2bGp1SHpQRjNQbWFadUpKSmhaam4wOEtnbmdPQ0kxbGttOXNrTm9Vai1yUmI0M2c5bG9lSmNqZ3lKSktZMG14a0VBRTdpQ2tpeHBMdmtVSlBnWkZIN2w0WFROVnpKbkU2R040OWpKM2tqQT09 |
Hi, i was trying to extract key terms using vector and llm prompt but i am facing difficulty extraction key terms like Start date or Name of the parties as it has variable data each time so it is difficult for AI to understand such data. If anyone has worked on key terms extraction from document. Please advise. Thanks in advance. | r/legaltech | post | r/legaltech | 2025-04-16 | Z0FBQUFBQm9DbVhRcF9idmZRMDBvQ19zZnA1ZVcydGpMYUpNeU83RDJPYTkxdlJ1TmVPeEZTbGc3Y0QwMnBCSVRINmxKNkZIUDZxQ3V5M1BCWC16LVgxb2lJRk9Ua0lVM1E9PQ== | Z0FBQUFBQm9DbVhRcmRZWkJwcExtY2pydU1DUXRGbG1UN1A1UXM4cElFR3BoYlRCaTQ4OW5PSm5OczBVTUg5Mm9lZE9Tb21xNXUxYVQ4U3VUZnBvMFAwamtoUWpUYUFPdnBESnhoX1lUZU9QRjFzMGl6eEJ1R1RjdXhJUk9fQnllOEJEdDdNaEN4cEdYV3ZlZ0hHWDJFcWtFcFl3X2lLbUY2d1h6bm1zODh6ZlEzaUhNdEJhYVBrPQ== |
I had an important presentation in front of my company’s CEO discussing budget milestones planned for earlier today. Unfortunately, I gave myself a massive black eye yesterday from a mishap during a run (I’ll link the TIFU in the comments if you’re curious).
While I wore a sunglasses to work today, my boss was less than impressed with my appearance, taking one look at me before telling me that she didn’t want me giving the presentation considering the audience. Instead, she wanted my new hire, who’s been on the job for less than 6 months and has been shadowing me, to give the presentation.
We learned this about 90 minutes before the presentation was due to begin. I did my best to get my colleague up to speed on the presentation, but since much of the content is still new to him, he didn’t retain much of it. As a last resort, I told him to just read off the notes that I had typed up for myself ahead of the meeting as they should have all the necessary information.
Put bluntly, the presentation went terribly. My poor colleague was extremely nervous and it showed. Our CEO (who is not the most patient man) told him to stop after only a couple minutes, preferring to have the content emailed to him.
My boss was less than thrilled, saying that his poor performance reflected poorly on her, but that she was particularly angry with me. We have a one-on-one meeting tomorrow to discuss my performance and “poor decision-making”.
How worried should I be about this meeting? Do I have any recourse for her trying to blame me for this issue? I’ve never had job performance issues before and so I’m worried about what this will mean. Any advice on how to handle this would be greatly appreciated.
Thanks. | r/careerguidance | post | r/careerguidance | 2025-04-16 | Z0FBQUFBQm9DbVhRa2lNOHRHYVlXVWY1N1QyU3UyMEF0MGRDZWtVZ2dzeFJSOXk3SnFKWG5TdkVtWGlMdW4wbEtVWWdhVnZ0Nk5DNS1qQXRUVnRiVlJ6TlEyX3ZCNl96aUE9PQ== | Z0FBQUFBQm9DbVhRMjFqdFpFdm40TEk5aVdkcktHMnJmbGJXcEFJUmpOQ2NXV0h2SUFtWVBEbVE3RXdBZ2lEYWNlMDZCLW9PeHM2UUdkWWR4N0RlTWcxd2VJVnV1R1FwNlB2T09JWnFuT3FNVnQyOExsZFlLbzhMWUJldUN6c2p2QzAxaGQ4MDIxRlVUMXJDdFB0Yl94SEZ4M1UxSFFOUXBJNHpzdG5GbzNmbjlpZ3lRdGs1ZjRYWGs5aTk2NVFOUmxfSVVrUlhKUHZDY09kYWNUb1pvX3FjR1pqOXluLXR0dz09 |
Am I able to use Timeshift if I'm downloading a different distro or can backups only be used in the same distro they were made In (example: Mint>Mint)? Also, what would be difference between the setup options when it asks what files to keep/skip (Keep all>...>exclude all) for Home and Root? Under what circumstances would each option make more or less sense? | r/linux | post | r/linux | 2025-04-16 | Z0FBQUFBQm9DbVhRTlNfRmlUY05UZVo2ajF0M3I0cEFrQ0pHMDJLeTAzaEhqaTd1ejFRUGd2TWltd3h5RENHYUxwNzBJVVkyUG5nMEEzMlpJOUhnREtSZS0xRnBhdExUWnc9PQ== | Z0FBQUFBQm9DbVhRSzFtMlhMOS1fSjhJMC1sMjY5b1NLNVhqUU0wY2lOamJzRkJ4aVRJNVJHY3hCVldaNlhVV0FCTU1Bak9yNE5ja3hFREFGcmZaUGVKQ1VrUGh0VjdjTVZsYnd0M0hTazBsd2x6Q2xoNlhzbzVJaTRMMG13Q1JJYkxsVFZpcHFvb0RoMVZra205bEJPNFcxaEo2TmtraXZPMlpUd0V5bW5SekcwSkIxMHV6dFNkaFNXaUJtOXpsenkzb0VXVHh5Wmp2 |
There's a lot of posts on LinkedIn which claim:
- Data science is not about Python
- It's not about SQL
- It's not about models
- It's not about stats
...
But it's about storytelling and business value.
There is a huge amount of people who are trying to convince everyone else in this BS, IMHO. It's just not clear why...
Technical stuff is much more important. It reminds me of some rich people telling everyone else that money doesn't matter. | r/datascience | post | r/datascience | 2025-04-16 | Z0FBQUFBQm9DbVhRVDlJY0Y0ZVBBMTJTQnVXOFhVWUhXNXg4ZUVlRW5HTzRxN1VEc2owRmpacmRIRkpJUDlEQThPWHRyNWJrdnRQeHY1WVlrc1hZZkhxWjZ3cllQc1NKY3VHZkZPZ2VVNTJPNk1Oc3BlcFl1c009 | Z0FBQUFBQm9DbVhRTkViY05TUVlEdWlRNWFnblczT1pMZGtWVjhVZDd2ZUNUNFlSMnFKZThZTGtfR3hPUk8wWFRKRlJvQVl0QTZieldzNjdiYVByclU5MGM0Si1FaGRoaWVjS29IRlNZQVNkVjZoVWxaLU5ZNndkMTQ5VmtBRmpMakR2Umc2ajlyTzAxTjZ6dTd6cm5lQUtPQ0ZNQmprcGhISV9oNXNKb1c2OFRfSktfd1ZYRUxBMU04WXVRNnN4dmtGM21WbDczRDR1 |
There’s a noticeable shift happening: instead of using large, general-purpose models for everything, more people are turning to task-specific AI tools that are built for one job—and doing it really well.
In areas like coding, document parsing, or market analysis, these focused models are often outperforming larger LLMs in terms of speed, accuracy, and workflow integration. For example, I’ve been testing a code-focused tool that runs directly in the IDE it explains logic, finds bugs, and autocompletes entire functions without needing to jump between tabs or write detailed prompts | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRRjVBZzRWS3M4UUE3eFZPaW5rempzY256eFdLSHd5SmdpTnI1RHhLU2JSN0luVWFieWhnZ0RvVENhd1JrM2lCb2JHazRlUUEzQ1pJWEt6VDBCWGV1Z2thM1huSmRWc2Q3ZWtXbnB6UUplUE09 | Z0FBQUFBQm9DbVhRcGwzRU8zN0FDUXlqNnZEdzQ5anBocGJ6U3BxR282SUN4d3hERDFEVzdISDRVQ1ZUYzNTcDZZZTh0WktrcmtMTEtObVFsZm5LWjRTZFN4emR0aEtHbkhSX3Zmc1NqQXZkSDJIMWhUNUNUaW9vcXhaYzNvbm42TWJSYjBIUXEwVjY5d28tLTVMWko3NG5sa21yUWdXY0xIWHp0OTh0RHhUUE9iN1BrdzFGVUJUQVdRa0FyVThqbUNXSzMwTk5tLTl2RG9fYkxjYk5JVHlBYlAzM1dhbDFadz09 |
Hi everyone,
my goal is to automate certain tasks for a catalyst 9800 wlc. Now there is a (almost) never ending page regarding that topic:
[Catalyst 9800 Programmability and Telemetry Deployment Guide - Cisco](https://www.cisco.com/c/en/us/td/docs/wireless/controller/9800/technical-reference/catalyst-9800-programmability-telemetry-deployment-guide.html)
However, I feel very lost. What I would have expected was a REST API that I would have used within a Java/Kotlin client, but instead I saw terms like netconf, yang, grpc and so on. Also, I can't really find JVM sample code or projects, just some pything stuff, which seems far away from JVM...
The goal is to do some basic stuff like adding a new AP, renaming, some other configs like static IP, so nothing too complicated.
So my questions are:
* What might be the right way to go, which API (netconf, etc.) should I choose? For instance, I read that netconf was still beta...
* Does anyone know if there was a sample project written in java or kotlin?
* Is there maybe a public project written in a different language that covers my needs?
I have googled a lot but obviously with the wrong terms or maybe with the wrong approach. I just wannt to enter a path that is sustainable for the future and easy to develop.
Thanks a lot! | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRUWliZm9xU3JCSzZHMG9yMjVQOUNKUERCTnhnZGI1VzBFZm0wck5DVUlRWjZ5aDV2SVVnOHhiOXJYVVVMWmdjNnlWTUp6UkN6YVBJTmlLUFNqcjVfTmc9PQ== | Z0FBQUFBQm9DbVhReTFBbzBHVk15SjAwcHdtTkNKUUlJOGRYUkhRR3l1MGdWd0NqYkdIb0t6Nmd3dEtTYTJrRW9fQXdtQVpTYXlQV0MtX2JpRGxxeE1wMHpiMTVxdWhtaWViU0RZczFaV25wNWpmcndHRm44ZGg3QVJzZ3J4cUw5aHU5dnJjQ2lJdHpvX0E3Q1NtaUl6aFJQYndtOUk4Z21KdHRBZ0NCeU9wODhPXzgyYXVDNUhBPQ== |
Hi all,
I’m an independent researcher and recently completed a paper titled **MODE: Mixture of Document Experts**, which proposes a lightweight alternative to traditional Retrieval-Augmented Generation (RAG) pipelines.
Instead of relying on vector databases and re-rankers, MODE clusters documents and uses centroid-based retrieval — making it efficient and interpretable, especially for small to medium-sized datasets.
📄 Paper (PDF): [https://github.com/rahulanand1103/mode/blob/main/paper/mode.pdf](https://github.com/rahulanand1103/mode/blob/main/paper/mode.pdf)
📚 Docs: [https://mode-rag.readthedocs.io/en/latest/](https://mode-rag.readthedocs.io/en/latest/)
📦 PyPI: pip install mode\_rag
🔗 GitHub: [https://github.com/rahulanand1103/mode](https://github.com/rahulanand1103/mode)
I’d like to share this work on **arXiv (cs.AI)** but need an endorsement to submit. If you’ve published in [cs.AI](http://cs.ai/) and would be willing to endorse me, I’d be truly grateful.
🔗 **Endorsement UR**L: [https://arxiv.org/auth/endorse?x=E8V99K](https://arxiv.org/auth/endorse?x=E8V99K)
🔑 **Endorsement Cod**e: E8V99K
Please feel free to DM me or reply here if you'd like to chat or review the paper. Thank you for your time and support!
— Rahul Anand | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRMF9JaUc0ZERKckVtRnd5Z0xzV0d2SE9kaG84WkY4cjN5dE5yYjZwVW84MWdfczJmdlRlTW1qaThzQWI1bEl0V2FtbHcxcXR6NjVvSkdYVWNXLTRnMmc9PQ== | Z0FBQUFBQm9DbVhReHlheEhRQ256YXB1S3RGU1hKdGNvd0RkZnBpSnh0Tjg2cmZlejdFbERuMHdia2FBV0hiTVEtcFRVdDVsTFJ3RHhqRjBRc2dMX2ZSQ0gyb0lBRzFTN3VYVk1FNmxpdTR5WnBzQ3pzbGxHR1NfVUJyNUlsSE9abEFNZHZ4NUZreGdTV3o4YnEtM2JMTzFWaUZiT0JVR1VBeHJJODJybHJOeXI0YmVMdWNlX25wQTlqS0RuYzNVNGZsWF9tbnFVRF9sVGRWR2lyNjJxSFVWNHhpNEE4ZVZHZz09 |
Hello.
For the past few days I've been trying to configure EVPN multihoming single-active with one IOS-XR PE and one Junos PE.
When i configure LACP the CE equipment puts one link in suspended state.
If i shutdown the CE - IOS XR PE link, the other link goes up in LACP and vice-versa.
Does anyone know what could be the problem?
Is it even possible to configure EVPN multihoming between IOS XR and Junos? | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRM1hmdXRYUUt3TEF4akYxYVZla3NTNXppU3dORkh5c3VERXdJUFota09vZWVfM2NGSkdnVUZLYU05MTVoTS1rMVdEUVVEVGNaX2NzMDRhRHdubm5ONXZHZmlwUUxPakswT2ZudnVJbVhSVEE9 | Z0FBQUFBQm9DbVhRQm82cFlWbDN2Qi00cjByRW9CYW5VeVhncGluc1dsOEU3djVlMU9xaFdheW9xU3dROTNQVi04ZmJhRHc4M200SHdYb0czeVJvLWI2NllVM3JKOXlFUHBjaThSZjhEWjNrU1N1UHRZbjZCOE1acUp5MkVDd2lWeGZNZGZPS2pJWnN4UzhmWUVvb1AteXdqX3gyWnhPNmQteENCMXhkRW5ZRzAzUUlJandpX0JJcnZ5MFZnV3BQSlJUVWV6ZmhJUTZ1 |
Leinster sign him up until 2027 🔥. What do you guys think? | r/rugbyunion | post | r/rugbyunion | 2025-04-16 | Z0FBQUFBQm9DbVhRcUVRRmNpTjR5QlBTRjFqcWNxSE5ndW9hbFltUDNoU2QxOUpheXdRRzRmclVsZnhRelo4TTZ2UHl2QnpyTmtoeUtyblNtUHl0V3VSXzBvOXJveTBybGc9PQ== | Z0FBQUFBQm9DbVhRTFJ2WjMxQkdvY2FOV3NLWFVTVEljRGRiUVNDRENhWDNfUkgtck92X0Z1VGdhRFhPVlBHVlJ1S2w2WldoTE1GczhpZHVaWFJhZDRUS3RVNF92MXVMalBwMWo5d0xNRVV2TTdhbE9EaE5OZjFXRVRFQ21wSnY2TVh1RklTakkzbkZnVkFGQVJudmRkVG9xUnpUR2NhNFVTMl9TenJ5dkFxaExqd2g1dTZEQTdZPQ== |
I have been working in the coding profession for only 1 year. My first company was good, but there was no one to guide me as we all were newbies there and there were no seniors (basically a startup), so I mostly learnt the coding by myself, but when i joined the second company which was big. In some months i started getting realized that i am lagging somewhere, though i was good at finding bugs and was able to solve it, but my seniors said that i was not up to the mark in the coding and often make mistakes and my speed was slow (and sometimes it happened that the code i write, it broke some other parts of the code). So from that point my belief in the coding which i used to enjoy first is declining at a very drastic rate. Can anyone help me with my question? | r/learnprogramming | post | r/learnprogramming | 2025-04-16 | Z0FBQUFBQm9DbVhRRGJ0SFJNV1U0LUNGX196Y1QwbzJvV2lfcXhSY1lYbVZvc0c1bWJnQ2s0RXZ5YjJyRXcwS09ka2N5U1RBcVZ3TWtIOUNLdml5NXZuUS1FdWM3T2YwZ2c9PQ== | Z0FBQUFBQm9DbVhROGtWeWE4WjlnUXI5QjdhWWtveXdxQnN2MVlubmpJOTYtUXczZm9DQkUzSzBFeGdOY21zZHNpRFQycWI0Z2hGVE1hbVB5WEplM2VsbU83SlN4VzlZSW10TnRXMUxUWTVPeWdtQVFCeHVJUWg2WmFJOFJCaTRhYm0wenZ5NHhUNzFJM2NyYmtvdnZsMC1jaVNUb2F5X2pMdDNKOHlPUFg4VU1yaFJkRWFMdnA2c3Q5MDFZalg4eUt4OEZWVm4wQ3lZZU5yeExZbmw1eFVhR0p5enVULU4tUT09 |
Hi Everyone!
I'm a data scientist by profession (3y exp in computer vision for medical imaging) and a musician/guitar player/songwriter/producer by passion. Its been my dream to work at places such as Neural DSP, iZotope, LANDR, Native Instruments etc.
My current obsession is with the potential applications of deep learning for the creation of sound patches. I'm looking for resources to learn from and also people to speak with who are familiar with this space or are working in it.
This is my ultimate passion in life, mixing music and AI, and I would absolutely love and appreciate any resources or contacts I come across! | r/deeplearning | post | r/deeplearning | 2025-04-16 | Z0FBQUFBQm9DbVhRVGF4RnpwREFtTlFGVjg0eUNZOUxCUjhCaXBJWjdCTmdlZmEzOW54aHpfbE5yTDNlVWRXOHcyYkFobVdOWGJ3RzVveEZrZ2tkTTRodnNhc3ZJc2xzSHc9PQ== | Z0FBQUFBQm9DbVhRZTdfaGlYa242aWlkT25hbGJYLXEwam9NclFHTzJVNkliRWFRdlFTZzB2c0VoX1k5Y1VYNjctSWxnWERkXzR6emttQkpzc1BfdGU5OHV1b2ZCMWtmS0hmOGdIQzNBN2ViZC1obE1MOVFpUTlMVVdtRWhlcDRNeHF4aGtFT01mSTBubzlFV1JKeWliYUUyMFN1VllMeHNRczE2RjFjcGFHOEVBWHNtM09zaXBwazJ6N2RCcno2VjcyZVdya0VvbFlz |
**Hey** r/opensource ! 👋
I’m stoked to share an app that I built over the weekend! I started to build it because I was just annoyed with the slowness of MyFitnessPal and decided to build something on my own. I’ve built this app with Rails, because I really wanted the opportunity to learn and build something with Rails.
Let's be real - MyFitnessPal is slow, and locks too many features behind paywalls. The ads are overwhelming, which is why I wanted something that is free and can
**Features:**
Search for foods and log your meals with a clean, fast interface
Track daily calories, macros, and basic nutritional info
Connect with Ollama for smart food recognition (planning to add more LLM providers soon!)
**Coming Soon:**
More graphs to help you visualize your progress over time!
Your own personal AI nutrition coach you can chat with for meal suggestions and advice!
It’s a simple Rails app for now with basic Turbo/Hotwire setup!
I’ll create issues about these features soon! Would love you to collaborate/contribute. Feel free to star this repository, give me feedback about this app!
This is my first foray into open sourcing projects, and if you have any ideas (or face any bugs), feel free to create any issues, or create a PR! Let me know your thoughts! Would you use this?
Link: [https://github.com/varun2407/nutrition\_tracker](https://github.com/varun2407/nutrition_tracker) | r/opensource | post | r/opensource | 2025-04-16 | Z0FBQUFBQm9DbVhRMWM0bkNMOHVoQ2JIdDZwLTljLXVvVHhPbE5UcWhtQ1BLUFgxQy1zY29KLVoySktfdzhRRE9lVVZ5Qk5mZ3BnU1Zrd2pzZDZTdlFZSG0tclhKdF9sS1dOMmNicVAwcUFSUW1zLTJBQjdocDg9 | Z0FBQUFBQm9DbVhRSGxibm00Y0NjRmZuMXRyMl9QSHNRS1N3TmkzYkNLeUdsQUZUb1ZoQlR4SlNhc0VmcUFqUE9iMkE2cWYyMEU1cHVGSW0yeUVfVmVIcVI3LThXRERUZkVvSWd1c2E2VTBVV1Z5YmZpTTNlM045ak1wTmQ5bmtPVlBWd3pYTElmT1Z4b3lQSG1ieU1paGJadF9ZZ0QyQnJlcHFRUmw3OTJMVEFUUTZ5OFlxWWhKdndwaWNaMmNtN1lsUVA5bTVuLS1ZMUlqMTBObnM5bnU5QlJTSFdENWdVZz09 |
AFAIK, Linux (but also GNU/FSF) is financially supported by the Linux Foundation, an 501(c)(6) non-profit based in the USA and likely obliged by USA laws, present and future.
Can the USA gov impose restrictions, either directly or indirectly, on Linux "exports" or even deny its diffusion completely?
I am not asking for opinions or trying to shake a beehive. I am looking for factual and fact-checkable information. | r/linux | post | r/linux | 2025-04-16 | Z0FBQUFBQm9DbVhRVHFZRDJUSmI3cjJSLXZPejZkMGxPMzJXZ0hHcVprQXdndjYzTUNuQ0JCdXlkYnFucTc1Y044aTljQlp3aFdiNEYwN2syYjA3YlNENHA4UVJYUG10RGc9PQ== | Z0FBQUFBQm9DbVhRaEppb0tBeEtMa0s3X285Y1BrUlZqcEtsSEduOHlwZjVIS2J1SDctNnlBVGxfWlc4THpfZTFGakdXTWRfaDk0X2M0aVdwYlNUYWZyQjY5MmdGRWM4bmxJSm1IbUtlRzVRVzNTUHZsLS1rWDV0QXYwczFnUkozRXRlZzhxY3ZjcVROT2lGdTNTTXVWWDV4QU5GMG5pdy1odWQtMjBOVlo1WEUtQzUzclVMb1dRUjlQNU40ZVNwVDJpUHNQNWlqblhU |
Hello network enthusiasts,
I got the chance to help build a small ISP network. We are talking about \~6000 customers.
I sketched something here: [https://i.postimg.cc/nL5NYhSZ/Setup.png](https://i.postimg.cc/nL5NYhSZ/Setup.png)
The requirements are to keep the network as simple as possible with the equipment they already have in use.
The routers are connected to the internet via different IP transit providers on both sides and have ospf and bgp in between.
I have implemented some security features.
\- Anti-ipspoofing (OLT checks Ipv4 <>mac binding learned by dhcp) - dhcp authentication with option 82 added by OLT and checked by dhcp server - l2 isolation on OLT I want to add features to minimise the risks of the large broadcast domain.
For example, I would like to disable arp learning as the router fills the arp table based on dhcp traffic.
I think this would prevent scans from the internet flooding the network with arps.
But then I would have to make sure that there was some sort of arp sync between the routers.
I have also thought about configuring a different vrf for the customer and only exporting subscriberroutes /32 to the default vrf. But this also has some redundancy issues if one router goes down and the other has no learned subscriber routes...
I also read about ipsubscriber sessions, but I do not have an aaa server and would be very happy to get around without another server.
The setup in the draft would work, but of course there are many security issues, please list anything that comes to mind.
Open to suggestions and criticism to fix this setup.
Edit:
My last attempt was trying to sync the arp tables:
arp redundancy
group 1
peer "Loopback ohter crt"
source-interface Loopback10
interface-list
interface Bundle-Ether1.82 id 8
But this unfortunately does no sync the dhcp learned arp's only the dynamic ones stored on 0/RSP0/CPU0 . And as i said i would like to disable dynamic arp learning on the routers.
I need the arp with IP [192.168.168.21](http://192.168.168.21) to be synced to the second router.
#######
CRT 01#
#######
interface Bundle-Ether1.82
description XGS_PON_Internet
ipv4 address 192.168.168.2 255.255.254.0
proxy-arp
local-proxy-arp
ipv4 unreachables disable
encapsulation dot1q 82
-------------------------------------------------------------------------------
0/0/CPU0
-------------------------------------------------------------------------------
Address Age Hardware Addr State Type Interface
192.168.168.1 - 0000.0c07.ac52 Interface ARPA Bundle-Ether1.82
192.168.168.2 - 5087.892a.c0d4 Interface ARPA Bundle-Ether1.82
192.168.168.21 - 480f.cf27.27d3 DHCP ARPA Bundle-Ether1.82
192.168.168.100 00:00:34 9c37.f47d.4528 Dynamic ARPA Bundle-Ether1.82
-------------------------------------------------------------------------------
0/RSP0/CPU0
-------------------------------------------------------------------------------
Address Age Hardware Addr State Type Interface
192.168.168.2 - 5087.892a.c0d4 Interface ARPA Bundle-Ether1.82
192.168.168.100 00:00:34 9c37.f47d.4528 Dynamic ARPA Bundle-Ether1.8
#######
CRT 02#
#######
interface Bundle-Ether1.82
description XGS_PON_Internet
ipv4 address 192.168.168.3 255.255.254.0
proxy-arp
arp learning disable
local-proxy-arp
ipv4 unreachables disable
encapsulation dot1q 82
!
-------------------------------------------------------------------------------
0/0/CPU0
-------------------------------------------------------------------------------
Address Age Hardware Addr State Type Interface
192.168.168.1 - 0000.0c07.ac52 Standby ARPA Bundle-Ether1.82
192.168.168.3 - e0ac.f13d.4404 Interface ARPA Bundle-Ether1.82
192.168.168.100 00:00:34 9c37.f47d.4528 Dynamic ARPA Bundle-Ether1.82
-------------------------------------------------------------------------------
0/RSP0/CPU0
-------------------------------------------------------------------------------
Address Age Hardware Addr State Type Interface
192.168.168.3 - e0ac.f13d.4404 Interface ARPA Bundle-Ether1.82
192.168.168.100 00:00:34 9c37.f47d.4528 Dynamic ARPA Bundle-Ether1.82 | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRMk1mdElFWjhrUGtwUkdNbXl2NmNXU0pBSHMtdy1VYlJCX1A1SGJPanJ3TE9LdlByTFN5ZzF0bWVhVzVHR3RnUV9JdmNzYzkwS2dGQ201RGpEQVBWT3c9PQ== | Z0FBQUFBQm9DbVhReGRQYkdnVm5tUy1laXp0aUYwTVY3UklTZVBONGh2aWJ2ZEtuVDlPNWFCakRmT1lVd01BMjloRnFNVGVNMzR6d213QkM5NXZsYjJudlE3MWZsNk5sc1V0bExJQmVlWGZnT25HbVYzbzU0RVBTbUtTLWNPZjZRNDRENVdEOU01akZDY3dKUVZDdDBMb3FLdEhHQUJCcHdEd0xrMHVVS2xpejhneWFubzREOUgwPQ== |
feel free to give feedback | r/artificial | post | r/artificial | 2025-04-16 | Z0FBQUFBQm9DbVhRdFdqcDFublBSeE5iMnIxSk9rb29PSHBURnZickQ5ZHZTVFcxU2stMEY0UjR6TU9PZl9wVlQtWXNsajZvZnJIZV9Odko0Z0llSmVNTU9EWVJnNy02a2c9PQ== | Z0FBQUFBQm9DbVhRTXpqdEFiS1NTVndSRVlOTkplZTBpcktNUnQ1MXU1VXV0Z1lxY2FESURDQ25vbFJxWGdLNG9YQU1qemRBYlMzbGJaOHZBRDVkdGRud09sRGNIajJFODlneEtWdkJFRWUxQmtDMmVkV3dNRGdyNm9vSmRlaXNxNlBDdWIzMXdSbVU0VHkxb0hDRkM3ZnlmSkhZZ2ZMVVVvbGlmT2dsaWxlT3Jhc1BzdHJwanlFS3J2VW1vbVR3bTRhTTJiTHdBdms2dDk0V0xYTGNwa1VyVTlIeS1fTFFjQT09 |
Glad to share some exciting momentum, Lighthouse’s year-on-year growth is on fire 🔥
😎Total Users: +48%
📈Total File Objects: +194%
💾Total Data Stored: +1770%
A. Checkout our website here https://lighthouse.storage
B. Post on X - https://x.com/lighthouseweb3/status/1912416906360897792?s=46 | r/filecoin | post | r/filecoin | 2025-04-16 | Z0FBQUFBQm9DbVhRMlFpWDYzWUtGWlI4NnJwQnBidDFvdFBNR1lmSjdRMEdMLWxaY2dFT0M4SzJQRUdFSXlOb3M4NHkwakw2bXJDSGM2ckhwelVKcl9JVXZLR0ZSaXJ6SXc9PQ== | Z0FBQUFBQm9DbVhRNmZmY0J6VXpKLTFnUnN5TTgzS2xBaDJKY3h5TU80WUdETXZTOFV3VktLM0dXcGRPdDhOR3JVYnoyUUdEYWVWMVVCOWR2WlNWYU50ZXVHeG1Hc0pTWDRyaDR5cjFobDNTOWNteEFhUFJKZzVOYllpRUNISFROSjlCM2hLU3VxN3lTSFRxSktBNkFxTlBxbTJEV3dzNXFTNFBwMUlib19XU3dfbFRVLTZxeW5kWWJQRVY5NGJXUGcxMlhwX25aSjJn |
I’ve been diving into self-supervised representation learning and wanted to spark a discussion about the **trade-offs between contrastive frameworks** (e.g., SimCLR, MoCo) and **non-contrastive pretext tasks** (e.g., rotation prediction, image inpainting, jigsaw puzzles).
**Specific questions:**
1. **Downstream Performance**: Are contrastive methods (which rely on positive/negative pairs) empirically superior for specific domains (CV, NLP, healthcare) compared to simpler pretext tasks? Or does it depend on data scale/quality?
2. **Domain-Specific Strengths**: For example, in medical imaging (limited labeled data), does contrastive learning’s reliance on augmentations hurt generalizability? Are rotation/jigsaw tasks more robust here?
3. **Practical Trade-offs**: Beyond accuracy, how do these approaches compare in terms of:
- Compute/storage (e.g., MoCo’s memory bank vs. SimCLR’s large batch sizes)
- Sensitivity to hyperparameters (e.g., temperature in contrastive loss)
- Data augmentation requirements (e.g., SimCLR’s heavy augmentations vs. minimal augmentations for rotation tasks)
**Context**: Papers like [Barlow Twins](https://arxiv.org/abs/2103.03230) argue non-contrastive methods can match performance, but I’m curious about real-world experiences.
**Bonus Q**: Are hybrid approaches (e.g., combining contrastive + pretext tasks) gaining traction, or is the field consolidating around one paradigm? | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRdHNVemttZzVPamw2a0I5TFFrd0lSaDR3UmFCMzZPMFd0TmdDUEw0WUJFZFQtX1YyTU1FdjBqakRwQUdlRFpOaW1sMGsxOFR4Snlkcl9fTDM3TG56dXc9PQ== | Z0FBQUFBQm9DbVhRS2ZwSnY4dUl0SkpHTjE5QXQwZE5QbHdka1cwYV8tRUhZTGU5bTV3MDVHWG44T2RWelJiWV9jSG1pY2VTRFNXLXpPNzBGUlV2OHQ3VTByaFZzTTZLY2V2SmZQNjZIU2hrMnRyVFZuNWdIakdfMDZOdXlUNzhWSS1lYTBONnNIVUtPcmlmdVl2WnNmdkM1eTVoSkZkMFQ3VFlBWjFJcExHREZReHVQUEZtYk4xTE5uZ0Z3OTRScEpQdGplU1QxNjhxYV9ENDRDSGpTRExEc2JydXo2Nkhndz09 |
Google recently their new generation of TPUs optimized for inference: [https://blog.google/products/google-cloud/ironwood-tpu-age-of-inference/](https://blog.google/products/google-cloud/ironwood-tpu-age-of-inference/)
Google TPUs have been around for quite some time now, and I've rarely seen any company seriously use them in production...
At NLP Cloud we used TPUs at some point behind our training and fine-tuning platform. But they were tricky to set up and not necessarily faster than NVIDIA GPUs.
We also worked on a POC for TPU-based inference, but it was a failure because GCP lacked many must-have features on their TPU platform: no fixed IP address, no serious observability tools, slow TPU instance provisioning process, XLA being sometimes hard to debug...
Researchers may be interested in TPUs but is it because of TPUs themselves or because of the generous Google TRC program ( [https://sites.research.google/trc](https://sites.research.google/trc) ) that gives access to a bunch of free TPUs?
Also, the fact that Google TPUs cannot be purchased but only rented through the GCP platform might scare many organizations trying to avoid vendor lock-in.
Maybe this new generation of TPUs is different and GCP has matured the TPU ecosystem on GCP?
If some of you have experience using TPUs in production, I'd love to hear your story 🙂 | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRV3docGl2b3JlMDVWMENiWFdtMTBHbXp4Ym1vOWZPRWdrVWNQOGRfMXVqc0Y5UC1wNHY2WllOSDdjUjN6eTlQNm4zRnhRTHUtVDN2VElFenlqc24wZVE9PQ== | Z0FBQUFBQm9DbVhRdVdhZjM0eEtERXZ0ZTM1U3BGZVpEZjVNRmVfTzVmSlpNSS01UEhJZ0dpYXhPTFVjcUdreWFtNkt0VHpzODBtZUtBNzFzYmV0eVVYNGtfRVFLSGdIODFLc3NIRlNSYW1rQ0RBM1dWcjZaWnFtTmZOUy1oc0hjdXR4N0ZreXdZbjZsejNkVFFhWXh2ZXFGSjBHYl9uZzhkZ2J4SGJteUxOMzFRQzZXcG9rR1VnTHJEUVM3M2NCM0NfS2pYVmZBT1poVDNGVDRKcHlpMjBTR3pGckpDbWFYUT09 |
I just released a small utility I’ve been working on: Trovatore – a fast CLI tool to search files by name, without relying on a database or indexing.
Why another file search tool?
Because I was tired of find crawling through cache/, node\_modules/, .git/, and other junk folders when I just wanted to find something I saved on my Desktop two days ago.
Trovatore takes a smarter approach:
* Ignores "blackhole" directories (build/, .cache/, etc.)
* Prioritizes obvious places like Desktop, Documents, Downloads
* Searches in real time – no indexing, no waiting
* Supports wildcards and flexible search modes (starts, ends, exact, etc.)
GitHub repo: [https://github.com/trikko/trovatore](https://github.com/trikko/trovatore)
Quick install:
`curl` [`https://trikko.github.io/trovatore/install.sh`](https://trikko.github.io/trovatore/install.sh) `| bash`
Example usage:
`trovatore report*.pdf matches report.pdf report-blah.pdf ...`
`trovatore report_20??_*.pdf` matches report\_2024\_full.pdf ...
`trovatore -m ends .txt` matches everything.txt
It’s written in D, works out of the box, and the config files are plain text and easy to tweak. | r/linux | post | r/linux | 2025-04-16 | Z0FBQUFBQm9DbVhRbWlTSDdBelNoV3VvVy1QSi04OXBBSFJLNjhvM1YwTGUwLTFIRTdkT1ExUGdTMTlmWEpQTEoxejEtRWtCY1JxWk0tUzBIWVozZlBldUh3MmFwWHM3eVE9PQ== | Z0FBQUFBQm9DbVhRMzdJb0dsMDI5ZG5ObFc4WnJmS0dRTTJmN1NFTVNKczNvYXhiM0lGTjVKalNlX2FlRHI1UkMtYXJBc2pwMHByd2pRaTdHNXlWT3lsa2tpSDJFaG9rSGJmQ3FqUXUwSE5TOG94X0ZILU1BVGhnc3hjVG9rQUYwb3NjeFdyN0R0SW1VOGViVXVOZ243VkF3RG5XNEM4Ynh0MUExaXZfUmR0aHVKWXUwRlZhTEh3elBWYmxhVjFINHVzaFFQZmZBandpdXNQVUdTYWtoa1NxUDVPc0t3Znludz09 |
Hey Devs,
Struggling with LLM hallucinations and the lack of nuance in error correction? Here's a concept I've been mulling over:
Problem: LLMs often hallucinate confidently instead of admitting ignorance ("I don't know"). Standard training/fine-tuning doesn't always differentiate the severity of mistakes – a major factual error might not be penalized significantly more than a minor grammatical one.
Proposed Solution: Implement a secondary "Mistake Assessor" model or system. Its job:
Evaluate outputs from the primary LLM.
Assign weighted penalties based on error impact:
Very High Penalty: Hallucinations, confidently incorrect statements, harmful content.
Low/Zero Penalty: Correctly stating "I don't know," identifying uncertainty, minor stylistic flaws.
Variable Penalty: Other errors weighted by severity (factual > grammatical).
Feed this weighted score back into the primary LLM's learning process (e.g., as a refined reward signal in RLHF or influencing the loss function during fine-tuning).
Potential Benefits:
Directly incentivizes admitting ignorance over fabrication.
Accelerates learning by forcing the model to prioritize fixing high-impact errors.
Improves overall reliability and trustworthiness.
Could act as an internal "risk assessment" guiding response generation.
Context: I'm not equipped to code this, but the concept seems promising for tackling core LLM reliability issues.
Looking for thoughts: Is this feasible? Does similar work exist? What are the immediate implementation challenges you foresee? | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRbFZoYTRJaUdNMjc4RlZiYXRGZFZqSVpId0RiZ2NKTnVXNE8tc25tbVQzTFhVNVdHTmpQSEZqRzRwLUFSUjVZNUdGVDIyN2R6ekFNekRMODY5S2RvNnAzSVYycExlN0V1ZWlHaU1VdE1uOTQ9 | Z0FBQUFBQm9DbVhRMV9oalRMWHpjZGo0NnktUEpueU41bzg2VGdDUzJDWlU3OWczYUk4eURFd1RnTlVSQTZ3VUNPMm5yejRLcFkxZFpXSkI3OVhYVlhkTmRWQnREcnZGN2lBcld1QUhlMWxxMFd0Q09YdmNmZnJXZzI3WHVudlRlUm1kbXVNbXNnTV9MX19EOXQta1BuVFJxWTRMc3ZHcldvaEtxSkRJUFR5bDM0ZDBXZnN2VXNDajdUYXB1RjNCUjRLdWhsRmJEUzV5 |
I wish I could say I was confident on the direction, but honestly man... I'm not sure what direction they'll want to take it
Maybe I should sit this one out. I don't want to get Puts/Calls and get burned if I choose wrong. Hope many of you guys do well | r/wallstreetbets | post | r/wallstreetbets | 2025-04-16 | Z0FBQUFBQm9DbVhRU2ROSVdZbEdHRGF6SjYtako5RUt0UXg3VUJGZ2E4UTVTa0doa1pncXNpQS1LQzlkN1VlNDJhaVl2dTZreVJvVVBTUDlpcjBkbENnT01hYndMUXg1RzdsYnh6NENqUU5uYXFYamVMVXBjWG89 | Z0FBQUFBQm9DbVhRWUVTdGxsc2ZNVmkxMHB0ZHJXVjVVWllFdU9Pa3dMWWZHY2w0Z1lzTlBZeHIxaVdhaW1UNEE0aGg3OWZQWEpWTmdSMEp4QVNwdUUtS3pYa3BJYmE3RjJ2UzNsR094Vm9ld3h2TVN3ejJsNjZiRjNXWXBYa24xaE5nNVZIMWRxOFR5dUxfVU5KNGhSdDZvWkxkV1ZhVlRPS09FLVBGTnFIbnFVaG1JaHNBTUFoVFpmVWVlcEFRc0tnTTRXbDAzd3dudHFLUXJ2OHlXcTZZaGoySWJnWnBJUT09 |
I'm trying to train the roBERTa, T5, and BERT models for my school project on my custom dataset to create a chatbot. But all my attempts were unsuccessful, can you help with the code? | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRQU80M2xlN1BRYlNmQUhQMkcwMEZ5VmVRbVAtd2o4Q2N1U0t5Q09zeGNXM3hPeUlUcC1HdVZGZEJfWDFFWHBrV2R6OEFJd1VMNWJuQjBrMkJjX2lScnhQdHhMbnNxSXlBcVRXZVNGaHJIbGc9 | Z0FBQUFBQm9DbVhRMGFhZXJySW1kMmpvYUpLXy1UNTl1dDFXT1BLLTF0eWV3aVFNVzdJVHJLeXdNbXFmOUxVdFBhVmlkbzJReTlVU1pJUTNUY21EdEZiTlFzUTdlZGpRajZEbHEyX2RfRm5wNFExSnF3YnNDY0FpY25sUE1Td3JnN1VfNVpmbG94c25GZzZqTXJrSE82QzJVbnlrc0FmVnBvWERZWUc5M2N2d1dTLV9jajluYnRvVG01OW01aVo3NEJwRlNNUjJJbDdS |
Looking for the best place to buy, trade and store subnet tokens. | r/bittensor_ | post | r/bittensor_ | 2025-04-16 | Z0FBQUFBQm9DbVhRSHZYUFZfODB0UVVtdHBoYzNvUVdzbE04ZFZobTljdlFLNWIwZzVXNmUzdzIyZUgzLVZkODV5VGxfUVRzQ3pBSVQ5cjRTWkEwMnV4emNqZzROTE14dUE9PQ== | Z0FBQUFBQm9DbVhROWtnUXF6LXBSUzVqT1VPc083OUl6dVV2UlRVQ3NXdjJZTm13MHlpZFhhNU5kMERVRXlZcWNjUXh1azNwTDE1dlRreWoxMXZFSmcwUjBiSHd2QTgwWGd6S2ZZOGEzejZ2WmhNQncyWG45T1h5SlJlWmpqOXRNUG5WejBTVDBSRHVBN3dvanVFYTNwZHctbFRoQWk0QzktZWJlYXVPZllxSG5UYUl3dVJJU2hFaktPdU9rVzAwNi1fX3hSdlZmdWZp |
Everyday it feels like I'm becoming a banker. No technical guys. No social interaction. Everyone's so much official. Mr. Mrs. Ms. 's going in the air. Dressing suits. Slow and inefficient development processes. Claiming working agile but being waterfall. Everyone just being in the sector just for the money. Old legacy code, even the latest used tech stack is 3 years old and deprecated. No code reviews.
I even have 25-35 yoe seniors not knowing anything but here. How to deal with this? I just wanna go to tech companies and be chill. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-16 | Z0FBQUFBQm9DbVhRYnhSMnBvdFJGMjFmdlI2SGZKU0hSQ0tkOFJWQmRyTjBSRDRFS05vd25ZU2xXNHdjd2hRdWJVM2J5VHEzTmQxalJ2Z01XOVlFallqdnpBd2tzbTh6MEZETm5XbnFMRjBEQXBQeXNJc2dUZVE9 | Z0FBQUFBQm9DbVhRbTBpVVc2R3J2cVBycmUzeFFVM1hIWmlKM052NVpzOGxtdmo0VGlfRmQwUDhuajZmVmh2ZHRpQzhLSnVOSlQ2SGtId1FlbWpNZ0d2SkpkcmlUV19vb2xKZF96aDNzRjU0Wjk5cnZrY3E1VUIyNlY1WjBzSFN1SEpHaG1TVklOdXdDSjZ3ZjVHLVJVS3AzN0FMUUpadEY1VDhBT2h5VFF6dFJLZlN6d3dJNVgyNUNpNUhsRFF3RTdNUE9FbVRTclluN0diWURQdjhvWG1IZ09uS0ViWENtdz09 |
Could this concept be adapted to the participation of Agentic AIs in DLTs? For example, a decentralised exchange with protocol-centric governance — where AI agents aren’t subordinate, but recognized as peers/distinct actors. | r/decentralizedai | comment | r/DecentralizedAI | 2025-04-16 | Z0FBQUFBQm9DbVhRMG53X0hqWVZac2s2ZG9wanljdmpSUVZLeHdoV0FwWkxuRmljdE1OVjVzZzI0Wm9yTzZqV01renVTNTBpZ2FzSVRZOTBueTlpWVptYkRVWWM5dDJ0V1E9PQ== | Z0FBQUFBQm9DbVhRZ2VNZEZBalZHMnZKSkxPbF8wb2tueThSQW1mdEw1eloybTJ5Y1phVU5GaXdaUVFCbnFZb3FhUUpZa3g0OEYtMVFJWTZBTTFCNFQ5em8xVFJTQlItWHBXaWxpdEVydGxoSlNxOVlQVnVvVVBBbWI1Qml2bUZwOWd0MWltSkt0bEh2cHBVUUVLOTVRNjNubldvSUFiN1R3VkxhNGd4Rjl0NlRPMklPdGlNa3h6M0pTZUVwaUFwbC01MzZ2UjZxXzRReEhHNWRfMnBFeFNoT0Y0aUpHcWRCT01lUndxU2JUMHlQTThoODZZNWVCWT0= |
I have my second interview coming up here in a week. They are setting 6 hours aside for this interview. I assume this going to be a lot of configuration test if it's that long. It seems like a long interview but I don't know. I wanted to ask if anyone here has gone through something similar for a 6 hour interview? Two I wanted to what would be the best kind of way to prep? Labing? Flashcards? | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRTWswVGRtdzhleUxPczBLSFZiNnlnVTRfVjJiSldaV1B5dEtvdGg4UkhrVktDSng5eHlTSE8zU0RNcTI4bDNzYWd5ajdFcU5qemtwbHZqNl9CcG91bGc9PQ== | Z0FBQUFBQm9DbVhRazZ1VFNIZDVLQmVVRzRqNzNwT0Zvby0xemZJTlc1dW5BNWFHdG9YazVSN0dadU51YjMwYlFJT0NUOWI4REVORWN6VHBWbE4xY2pRWko3SmIzS2RtRWREbVRCOXd2Vm9FaHZYUXBqcW0wT1VNV2Q3dmlnUkZSU3dOOUdMR2tCMFVibFRpYkpYUk5ucWlTNkhKcDY4Z013MUJpUTl3WTNSdUFrQ0l3eUV6RG1rPQ== |
So there is this massive Network- wifi project that multiple companies are interested in, the city have seen the offeres and we made it to the short list.
and the company I work in is one of those companies that will be interviewed by the city.
Now we already created a design with a BOM and gave them our resumes and company profile, and based on that we made it to the short list, I am not sure what will they ask us about during the interview.
any one has any idea about what will they be asking us about during the interview? | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRVE9ySVBxU2xpOUZ1QkptYmdoR3lzcmN3TkppR1ZUSUdtMlREbl94QVdwMEZkSzB3RlJaZDdlcXZOUC1LWHFHQmQxcVU3STFRMVl4Rml6dGxOelBnak5Ma25nZ1NwUDdEMFBZQlJUbnFhT2M9 | Z0FBQUFBQm9DbVhRd003R0hDWVhUTEVIc2c3clg1Wl9ZUk9pLWlCSkt2Y0lyM3V3Rm9Pd056TG1TeEM1b19RVk9wb2xwa2NKeUlYcGo5cy1lZDl5NVpQT05jam5MREFlVE9zenI5bjFyX2FXeEFLMVpHdVk1WnE2S29uVHdCeWNLRDFLZHlheDV0QTdDcE0zUlcwbW90TDhKdU1ZR1FEVHAyMzNPaGltNmpmSnB4X2RJWVFPTFZvcFR6WE5lTWh0cmJRc3hrZTgtQ3Uy |
[\(I&GPT\)](https://preview.redd.it/tmkiqilis6ve1.png?width=1280&format=png&auto=webp&s=256b665f3afe4158d541f4b2a240f425e061b347)
What started as a puzzling PostgreSQL replication lag in one of our Kubernetes cluster ended up uncovering... a Linux kernel bug. 🕵️
It began with our Postgres (PG) cluster, running in Kubernetes (K8s) pods/containers with memory limits and managed by the **Patroni** operator, behaving oddly:
* Replicas were lagging or getting dropped.
* Reinitialization of replicas (via pg\_basebackup) was taking **8–12 hours** (!).
* Grafana showed that **Network Bandwidth (BW) and Disk I/O** dropped dramatically — from 100MB/s to <1MB/s — **right after the pod’s memory limit was hit**.
Interestingly, memory usage was mostly in **inactive file page cache**, while **RSS** (Resident Set Size - container's processes allocated MEM) **and WSS** (Working Set Size: RSS + Active Files Page Cache) stayed low. Yet replication lag kept growing.
**So where is the issue..? Postgres? Kubernetes? Infra (Disks, Network, etc)!?**
We ruled out PostgreSQL specifics:
pg\_basebackup was just streaming files from leader → replica (K8s pod → K8s pod), like a fancy rsync.
* This slowdown only happened **if PG data directory size was greater than container memory limit**.
* Removing the memory limit fixed the issue — but that’s not a real-world solution for production.
***So still? What’s going on? Disk issue? Network throttling?***
We got methodic:
* **pg\_dump** from a remote IP > /dev/null → 🟢 Fast (no disk writes, no cache). ***So, no Netw issues?***
* pg\_dump (remote IP) > file → 🔴 Slow when Pod hits MEM Limit. ***Is it Disk???***
* Create and copy GBs of files inside the pod? 🟢 Fast. ***Hm, so no Disk I/O issues?***
* Use **rsync** inside the same container image to copy tons of files from remote IP? 🔴 Slow. ***Hm... So not exactly PG programs issue, but may be PG Docker Image? Olso, it happens when both Disk & Network are involved... strange!***
* Use a completely different image (**wbitt/network-multitool**)? 🔴 Still slow. ***O! No PG Issue!***
* Mount host network (hostNetwork: true) to bypass CNI/Calico? 🔴 Still slow. ***So, no K8s Netw Issue?***
* Launch containers manually with **ctr (*****containerd*****)** and memory limits, no K8s? 🔴 Slow! ***OMG! Is it Container Runtime Issue? What can I do? But, stop - I learned that containers are Linux Kernel cgroups, no? So let's try!***
* Run the same rsync inside a raw **cgroup v2 with memory.max set** via **systemd-run**? 🔴 Slow again! **WHAT!?? (*****Getting crazy here*****)**
But then, trying deep inspect, analyzing & repro it …
👉 On my **dev machine** (Ubuntu 22.04, kernel 6.x): 🟢 All tests ran smooth, no slowdowns.
👉 On Server there was Oracle Linux 9.2 (kernel 5.14.0-284.11.1.el9\_2, RHCK): 🔴 Reproducible every time! So..? Is it Linux Kernel Issue? (***Do U remember that containers are Kernel namespaced and cgrouped processes? ;)***)
So I did what any desperate sysadmin-spy-detective would do: started swapping kernels.
But before of these, I've studied a bit on Oracle Linux vs Kernels Docs ([https://docs.oracle.com/en/operating-systems/oracle-linux/9/boot/oracle\_linux9\_kernel\_version\_matrix.html](https://docs.oracle.com/en/operating-systems/oracle-linux/9/boot/oracle_linux9_kernel_version_matrix.html)), so, let's move on!
🔄 I Switched from RHCK (Red Hat Compatible Kernel) → **UEK (Oracle’s own kernel)** via grubby → 💥 **Issue gone**.
Still needed RHCK for some applications (e.g. **\[Censored\] DB** doesn’t support UEK), so we tried:
* RHCK from **OL 9.4** (5.14.0-427) → ✅ FIXED
* RHCK from **OL 9.5** (5.14.0-503.11.1) → ✅ FIXED (though some HW compat testing still ongoing)
📝 I haven’t found an official bug report in Oracle’s release notes for this kernel version. But behavior is clear:
⛔ OL 9.2 RHCK (5.14.0-284.11.1) = broken :(
✅ OL 9.4/9.5 + RHCK = working!
I may just suppose that the memory of my specific cgroupv2 wasn't reclaimed properly from inactive page cache and this led to the entire cgroup MEM saturation, inclusive those allocatable for network sockets of cgroup's processes (in cgroup there are "sock" KPI in memory.stat file) or Disk I/O mem structs..?
But, finally: ***Yeah, we did it :)!***
# 🧠 Key Takeaways:
* **Know your stack deeply** — I didn’t even check or care the OL version and kernel at first.
* **Reproduce outside your stack** — from PostgreSQL → rsync → cgroup tests.
* **Teamwork wins** — many clues came from teammates (and a certain ChatGPT 😉).
* **Container memory limits + cgroups v2 + page cache** on buggy kernels (*and not only - I have some horror stories on CPU Limits ;)*) can be a perfect storm.
I hope this post helps someone else chasing ghosts in containers and wondering why disk/network stalls under memory limits.
Let me know if you’ve seen anything similar — or if you enjoy a good kernel mystery! 🐧🔎 | r/linux | post | r/linux | 2025-04-16 | Z0FBQUFBQm9DbVhRYnFoWU42Zjl6RjhIQ1JRaElXaXpULWkzRDk4U0tEZldpako5WHh3dE50UkIzOVpIMkpVWkRnZjlTcm41RGpmZFU3dWlqT21NeVY1NFU2NHQ0cG9jVUE9PQ== | Z0FBQUFBQm9DbVhRRDZFQXo5QVFZZkxpQklWR3ZBN3dKR2JtcUtPLUJCbmRkY1F0djJNUWVEb1RScDJOc3h3RHhyOW5ZQ3hDNUxZb3RIT2tmWEdMenl2WWF3ZEplVXdHTlE0S0ctVXBWVTN4NEFWYkY0NWUwUmVRTnRtbXZxRW1SRGdlcUJtN2tTWG52Ui1rbG83aTRSdG84T1NVMkFIZk52TlJYM0tTVW1FN0Znb2t3cnM2Z2ZNZWVuVjh2TW8yUzBOeVNaWjBncV9S |
Source: https://www.reddit.com/r/btc/s/KddzEp5qes | r/btc | post | r/btc | 2025-04-16 | Z0FBQUFBQm9DbVhRLXZFVnlNaVZ4NUxrbW9ESHVIdElGTkdYV1NlaTM3OWg3RzFLUlJJeU9YYS1wRmVhRjNDSUpsYkhvN1c1dXZ3VzlZNU5SbU9mMHNtWVA2RS11ZzQ2aWc9PQ== | Z0FBQUFBQm9DbVhRX190RHhkdWxLay1KaFUwOVZRR21PNlZzek9NTXh4TWJXVVNIdUQ4TlBKeWRLcDlyYzkzMTVZeGVNZHpGMXNUdlBGdmQzVkxHWG9rWU9XVGttNUxRMklVWVpaZ0k5NW1lb29KSDg2eFFGZkZncWV0UGNXNGV5V0trV1BNRFlBbnJKTnAzOV8xM0w3M3RtdjRidTFTWHV3PT0= |
I'm sure this has been asked to death but I recently got a new backpack for work, one of the vendors my company partners with was giving them away as a gift meant for people on the network team. I had hoped that his backpack would come with inserts inside for network cables or something, but there doesn't appear to be anything in it.
I'm pretty tired of having a mess of wires and devices all over my backpack especially because they vary in size so much whenever I actually need to grab something it's kind of a nightmare.
I've seen inserts online and I'll probably buy one off Amazon. But I was curious if anybody knows any other options. It seems like a lot of the inserts I seen online either are too small like for travel use during vacation, or too big practically like a briefcase, or the elastics for the wires to be rolled up into aren't big enough to support any wires bigger than a small patch cable or something. | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRdTR6d0YyQWNFVjk4bTRaWnN0Mld4ZlRQeVBrbHdMbGZKdG9WUVM2Vk9NR21ncHRJMkZMS2I2Tzl2UlVsWjduOXE3a3RzekVWNVlCSF8wUWc3MG1wUHpYUkxOU2N4WGxydkhwTVNrVUNFdHc9 | Z0FBQUFBQm9DbVhRVFBTWVI4WVpvalY2c0NBeDZtNGNHcVhBOWFydV9FVXNfZ3dibktHeEhTVjlMSGFrblBucWdCWVNQdXdEWkU2LWVXX0VzdS1haVVMWjZwbHF1czlaXzBPT2dSU1VpWERzQUM3R2wxWWYzVGVyLVRrWTg5cVdzTGJlS1BzTVhoSTFzVGZ1bURtZ1dkYzA0Yzlic3NLNUpfMEx3QmpXeEY5ZllPLXNLQnJ5Tm9UWEpiNG13WUhlaVZEYWZMT1YyUFA0TlZjWnNlUXdfUDlmUzdBNWRKVjNlZz09 |
Hi guys, my wife asked me if I could build a small e-commerce store for her small handmade projects. I work daily in React and Next.js (mainly with dashboards) and thought of building this e-commerce with usage of Next, NextAuth, Supabase and Stripe. This won't be a big project, but it has to be stable, secure and user friendly for her.
In addition to that I would like to avoid creating products several times in different places. Do you know any good solution to create a product once and sync it with Stripe account or the other way around?
What would you do in my place?
I would appreciate any feedback from person that is familiar with custom made e-commerce stores. | r/webdev | post | r/webdev | 2025-04-16 | Z0FBQUFBQm9DbVhRQ3dfZW1oM1lDZnVtb1ZEeTFKemFKZThoWndTcGVLQ1pkWEtjSU9YUWF1TVNXdVhBckNwQUZKYzN1bFNxdUR3UEpJVk9fOU9oa0lQUzJjNDRFdWlKdVE9PQ== | Z0FBQUFBQm9DbVhReVNSUDQySEZOYnEyQmdPQWc4U2loRkRKalJIN2MtWm0zbFJ4cldleVNIbEFFVEZMdkMzaGtwY0JxMEQyS1FMNk5Rc01WcnF2dzgtQzV4alY0NFJMQW9xRTliQTlmbWx5Nk9fTjV2aGhKelV3VnNPUnhjOXlFM25OQ2xQWlBUZUxjeWhfNXFZOXNlRFhORk1KT01EbVJma2hZcDBQd3hYN2RPeWxyQnNieTlzNzgzR3pFM0VjUEc1NXNNUTVEaU9ycXk4X0RhdE5NWkxuOXczOVZHV3FTUT09 |
Research paper: [https://arxiv.org/abs/2504.10277](https://arxiv.org/abs/2504.10277) | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRR0YwcFp4eUk2WW9WMDBKeW9ZMTAyc3FGODVSTXU4M1ZzbEZoVGhHRHJTa3V1bDdpS2xzbkxFa1RxZ2VVYjl6UWVaNWFwOXRTMU1MX1FpTHZtcGtPVGc9PQ== | Z0FBQUFBQm9DbVhRbTRoUE1PZ2RjNnZCRGhFdm9xcEpvR3hfTFdLNndRQW5SaUY4NXNFMnRjb2c1SV9hSy1ySXdFV1dsN045MlBJRmllU3ktdGV6dEcxNDdEMG5wLWR4eF9ndWRvak0wYkZmTGhaa0JPQUl1T0FOR2FReDJ1dkthUVg2RWgyS3RIRjZwbGl4ZENUOXgwbUJ1cTNuUVg1VTc3NmgzRnFaaUJObUZRQlZTZ1BPX1hQajltcC03aWR5TnZ1X3JfWHlKNlo1SjMxbGt0bGJVZGk5Y2dGV2o2ZU1aUT09 |
(TLDR at the end) I think this is often seriously overlooked and not discussed enough as a learning resource, but the StackOverflow comments are usually a great resource for learning. They are used as a place for the users to address and discuss more about the question, since the answers have to be used more to directly answer the question.
When you see a StackOverflow question, instead of simply going for the top-rated answer and closing the page, also take a look at the comments, people generally discuss more intrinsically about the proposed solution, like more why it works, the possible drawbacks, etc. The comments may even have a better solution for cases where, for example, the answer is out of date. These discussions generally lead to you having a better understanding of the technology, concepts, language or whatever it is you are looking for.
And you can also make questions in the comments! IMO, the comments are the place for the "simpler" questions people generally say are pushed back in StackOverflow, as there is generally no pressure to make good and structured questions.
Also, a bit out of the topic here, but please also take a look at the answers other than the accepted or top-rated ones, they could bring solutions that are more up to date or fit better your scenario.
TLDR: StackOverflow comments provides many insights about the questions and answers, being a great place to look for discussions and learn more about the resource, also for asking "simpler" questions (also look at answers other than the accepted or top-rated ones). | r/learnprogramming | post | r/learnprogramming | 2025-04-16 | Z0FBQUFBQm9DbVhRV25JYUtURW9UUkpYNjhzQW1UeFI5QjlfbHNna3VNVElkaGVsYkp5VnBfdnl1THJpQlFWRXhzM2gtWnAxVUxzbnhBeVdpZXlIWU1pUFVzZnh1MVNDa1E9PQ== | Z0FBQUFBQm9DbVhRVFU5U0RWQUpHYWNPdTZraU5QWm9IQmRrU0U5cnFUZmZtWDMwT1JkclBqYWZLVzNPcmxIQ25rOEQyajNFTWpwUEJTYkVZMExidHdzckU5VGlVN1R4cWlLZDhCODU4a1JGa3loS1lXc1B2S3AtVnlGZTdwcFo0aEJmeDFhOVRjT004aENYNGx4VWNjbTZna21fNHN5STZ2R0xxMnVYNlQ0aEU0T0V0aUIzWVQ0RVNHQmR0TlpER040TzcwRjNkZFh0c2hCcFVFSFBiQlNsNlByR3ltazZCdz09 |
Anyone affected by autism understands that nothing meaningful will come from his misguided search for a cure. It's unfortunate that what seems like genuine concern is actually driven by his determination to link autism to vaccines in support of his anti-vaccine narrative. | r/liberal | post | r/Liberal | 2025-04-16 | Z0FBQUFBQm9DbVhRYmtyaXptSHdneDNaM05ZcHktSXp1NGQ4SU9BOXBsOXBRemotbFJZb0t4M294SEpUUlh2NjEzUDlVclBlbEU4MDBVQXBqYmw4Y1dJbTFkSTZ3eWdBWGc9PQ== | Z0FBQUFBQm9DbVhRS1dZVUdCMGZjUmNhdXBUaFUtbG5sbjcyalNfN0JtN0VtSzJFcVZ5QndvM1pUVGVaV3NJSUxkVUlyVWxUX2FfQnBDdmpYeFlpZjZvelNManFmcGxRc1NHQVQyWXF5Z21XcmJuOHFmTUt1THFlN3lUYWJyTVRmamtOMHRHMWJTSXh0a1R0ejhlQkhTRjZST2xDT21iZXh2MjRveWtyX2VUWlZIZTJRajRMemNGdkhJYlJJeVhHSFdDR2c2aWVFZmdCaE1FemN3VnJlQVpGUE5FZWQ2RjFYZz09 |
I have a job now that I excel at and have a great relationship with my manager, no on-call, but there’s downsides. I make a little under $60K a year, and it requires being onsite 5 days a week. No remote work.
I’ve left this job before for a bigger, fancier company, only for it to backfire as that job was a meat grinder and everyone was miserable.
But now I have an opportunity with another very large company for more pay, 2 remote days, and better benefits (4 weeks PTO vs 3 weeks, cheaper insurance)
I’m terrified of leaving my current job after landing a role previously that was so terrible and poorly run. My job now is low stress, doesn’t require doing 15-20 tickets a day, and I know the people and their tech very well. But at the end of the day, $57K only gets you so far given my high CoL area. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-16 | Z0FBQUFBQm9DbVhRNGdUS3lzdkFjc2VFTF9uNjE0V3pEWmUxZmNWdTdTODVEZmRuWlF3c2RnVVJ5a1hiWjN0M2x4cnRrSGY1UXl4cU5iOEtLMWFrN2E4X1FHSS1jUmZ4Y2c9PQ== | Z0FBQUFBQm9DbVhRaHIzZThOQVVNLWF3cXlxWndJeDl6blF3VElkM0NWbVV1V3duS2dUVG9EWGlzT2NPNWU0RkdoWUwxdDk2UHB4em9Lb3NhY1ZXdnd6dFZsWFNUeXh2TDhkclNFRHI0QUYwWTBFYTV0Sk9oQVJLRldFZldMbVRmVElWR1ZlWDhnemd3Z2dab01QUUpySDRhbFBEazQtMTMwY05nRElpVUoyNm9rNE9RcVJrSEFUVWJEVGEyOHVhUUhNSjBnTjJtWUVE |
I've always loved the coding and problem solving part of programming, but recently I realized that it's not enough at all to become a good developer.
How do I get started with learning stuff that a senior developer is good at? Like system design architecture, testing...etc.
How do I incorporate this into my personal projects and solo practice?
I want to become better at building systems from "the big image" rather than just solving small problems. | r/learnprogramming | post | r/learnprogramming | 2025-04-16 | Z0FBQUFBQm9DbVhRTWFqa1RscGRGV3Jzbzc4SEFhcHZFZmgwM1Njd1hjRXJrYjBQdGM0VnllVnJYQUd2aHppOTdrZUU1Y1EtM0tNek9tQ2V4Sjk0eURhRTRONEFJV0hpVlE9PQ== | Z0FBQUFBQm9DbVhRQlFXMmpmcTg1UFJIb1lmS1REUjBMX2JTWEJUaGpuaElQb25sbXZwdzA0cV9wVkRaNmVnbXowWHA5cmJWalpOSVY4dTVSMDE1c3RaWUNpTXJhLXRxZW5fVE9DRTFYbWNQVy1faGtERXNMRGhUN1U1Vjl0TjRscWkxYW1sa1Eyc1hzYUVHbkNVYTFRbHR0Ty1OTzBNWXN0Y2V5WkdZNUxPZXNNbFAyazBQTUIzbXNuUXh2MkNTc2pQMEFjeS1YdXFi |
[https://www.youtube.com/watch?v=Cskegn1-D7s](https://www.youtube.com/watch?v=Cskegn1-D7s) | r/hardware | post | r/hardware | 2025-04-16 | Z0FBQUFBQm9DbVhRblJHanhkTGJ3bEZDYzEzQlM2NklkWndzWVQ3eFBoelAxNElXR21fa3hxaXEwaVBFU2FsY0FVTXdTUFdmdVRUekhtZTEtLS03ZjFHWUI1NnJrNHNuN3c9PQ== | Z0FBQUFBQm9DbVhRZXBYSUptQ2dLdFhyaVFkZm0tQy1vSGJGdFNVdVFjYTlPdXZuaGprU3JaYk1IVDZkQVhva19wU2c3Uk1WemRqSnNKbk85aEplWko4RGR2N3Z5MWg2MmFpWlZRVHFxYUhlalNiUlA1UmphNC1TZEdURXRvMkdxMi1IVlQyeVo3c3Z3c09wSTQ1LVh6aWhpQ2IyNV9Eczc2ZFRPUW9GVjktNG9UZE9RcVdHd3V3MkhTckdVUHJiTmpUOGhZNGdValo3aVQxcXZkUzVtSmFyRVd1QkpmRGF2Zz09 |
If you’re automating tasks with APIs, know some Python, and prefer the flexibility of code over visual tools—this might be for you. An automation tool like Zapier or n8n, but built for developer:
* Durable execution (picks up where it left off after a crash)
* Easy to connect to Gmail, Slack, GitHub, and more. Easy to add applications
* Webhooks and schedulers support
* One-click deployment and workflow management
* Interface: Web application, VS-Code extension and CLI
Download from [GitHub](https://github.com/autokitteh/autokitteh).
You can use it for DevOps, orchestrate CI processes with reliability, Connect anything to Slack and build AI Centric applications. Examples can be found [here](https://github.com/autokitteh/kittehub).
| r/opensource | post | r/opensource | 2025-04-16 | Z0FBQUFBQm9DbVhRT1ZCVEN3a1d2eU5RWGVvSjZmcmJqbldJRk5FUkNpaXhaYjFQMFUtNVdMcU41TThVMlJsN3lZaWVXZHUtei1UeGtRN2g2NHJhOTBjRXl4cWRPMUxKZkE9PQ== | Z0FBQUFBQm9DbVhRMnVodjBxakJlRjN5S0Vwb1djaVVkN1VHc09qUkhNc3pXUkg2Sl9hQjB1OU5GRUFMeW5kZzd1MXFRblRRczlYUHYtRExjaVdwcWpwRi02WU5CamR1blZSNm1Zc1ExR1ZhSllPVWlFQ0lnMGV3enkxUW1uR1BKUm03d2ZQMWRWcjl4TEVsSWVfdTJlQUdwSEpLZXF3elNwYTl0VE1Qb1NYQWZsX3kxZlBxWENJUEtHdEZqUm1mOUJLQmxtQ1l6R203NjhYbXA2djVJVFBJMDNBNkh4Um0xdz09 |
The world's first spot Solana ETFs are now trading on the Toronto Stock Exchange. All the ETFs will be staking up to 50% of their portfolios.
I’m probably going with SOLA since it has a 0% management fee until the end of the year.
If this launch goes well, it could speed up the chances of seeing spot Solana ETFs approved in the U.S. once the SEC gives the green light.
Here is the summary of all 4 ETFs now trading:
https://preview.redd.it/2v88ntks77ve1.png?width=1756&format=png&auto=webp&s=da94a259a52373d3d2c11cd535724dce430600c9 | r/solana | post | r/solana | 2025-04-16 | Z0FBQUFBQm9DbVhRNGxpV2RkTzB5MjJBanJGLUFYdXpNM2dTM0JiR3U2N3Q0V2xrVExwc21BRnVibkVMVDVGNnRPMDRVOGQ4YmZIdnhtT3k0NHlFdWFIVURqUVpvWEo4VkJpOFFtVmxheUVCSm9aRE4xaEhLOXc9 | Z0FBQUFBQm9DbVhRbGlPUXVmUVVtakFEVFIzX0J4cG9RUlZoRTN4dmlpYlU5ZU9JRGw5c1JSLWtEcWdJdHFrRld3ZTVMMk9xX2dqcjhVdHR0U2JyWEVqQUVNajhocjRQWXpBTEtOTGctSlRVcm9iS0NRQ0MzQkJQdXJOUVJqUW1CUUZIUmJRRGN0MFpleDBHNDJndDFTZXZjUmZZMkkwMjJ2UFhncGdHREF1N3F5VC1WalhPdDV6MzF4TW9fTzJVaEs0WGZXT3F5Rkhm |
I can't make head nor tail of this. Can someone unpick this for me:
[Wikipedia ](https://en.wikipedia.org/wiki/Cut-through_switching#:~:text=Pure%20cut%2Dthrough%20switching%20is%20only%20possible%20when%20the%20speed%20of%20the%20outgoing%20interface%20is%20at%20least%20equal%20or%20higher%20than%20the%20incoming%20interface%20speed)states: "*Pure cut-through switching is only possible when the speed of the outgoing interface is at least equal or higher than the incoming interface speed*"
Ignoring when they are equal, I understand that to mean when input rate < output rate = cut-through switching possible.
However, I have found multiple sources that state the opposite i.e. when input rate > output rate = cut-through switching possible:
* [Arista ](https://people.ucsc.edu/~warner/Bufs/7050X3_Architecture_WP.pdf)documentation (page 10, first paragraph) states: "*Cut-through switching is supported between any two ports of same speed or from higher speed port to lower speed port.*" Underneath this it has a table that clearly shows input speeds greater than output speeds matching this e.g. 50GBe to 10GBe.
* [Cisco ](https://www.cisco.com/c/en/us/td/docs/switches/datacenter/nexus3000/sw/layer2/7x/b_Cisco_Nexus_3000_Layer_2_Switching_Config_7x/b_Cisco_Nexus_3000_Layer_2_Switching_Config_7x_chapter_0101.pdf)documention states (page 2, paragraph above table) "*Cisco Nexus 3000 Series switches perform cut-through switching if the bits are serialized-in at the same or greater speed than they are serialized-out.*" It also has a table showing cut-through switching when the input > output e.g. 40GB to 10GB.
So, is Wikipedia wrong (not impossible), or have I fundamentally misunderstood and they are talking about different things? | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRNzJrdHJiMkl0TjZuVm9BaDFMeWd6NDBqMGpsOV9mMzNtcThvZDVfQ2lRZ0syQkRnbklVanRHc1k0aGRpZU9mTEY4a1FjTVZaNk1sWjZ3Z0QtVWlQUXc9PQ== | Z0FBQUFBQm9DbVhRbzkybTJkUWhfVWtiSThUdEhtNTJZNFk5UzJmUll3MkhEUk9wTGFDMGNXUHA1dXdkQUN4d2RiQkRWeW1NRWR6bVFTNHo5NnlRTUZ6dkF6eTBmNkFyN1BvMUxjY0c4ejBXR3dEUnFkd3lNSlFpZEd5b3VHYmduczJtN3MyLUZCR1ZUOVgwLUQxdVJISDgxeWdQUTVac3lUQjkzQWpzVzhIdjlET0hTRnkzdEhDa1hQNTJFdXVwa1lQUkxPRFIxQWFTeVFBYzJuRS16Y2xOZmxqbG9NMzc1UT09 |
I'm looking to integrate iManage with Edge/Chrome. It's annoying having to save a document locally before I can upload anything in either browser (for example, when submitting an invoice through our web-based system), or to save downloaded documents locally before I can save to iManage.
Our tech support was absolutely useless when I asked them about this. iManage has not responded to my email yet.
I was able to do this at a prior firm with a program called Link2DMS, but I'm hoping there's a workaround that doesn't involve a separate program. This doesn't seem to have been a question or issue with anyone else at this office, but the time spent having to upload from or download to the local drives really adds up.
Thanks in advance for any help. | r/legaltech | post | r/legaltech | 2025-04-16 | Z0FBQUFBQm9DbVhRV0xNLWZqMW9Yb0NiY0NfNUtBTlhkQWphWDRuUFF0cXE4SmlvQ28wdEJKVlQtVW0yeTExY19seGRGRDdnVURIYWJETDNockl1d0E1YzlvR0g5V1BaQmc9PQ== | Z0FBQUFBQm9DbVhRNEw1QUlBamVNS0FPVk9jakZveEJBbkJneUpTUjd1aU1kZHNpYnU2XzlzWW8yeTZ5eGtWdnBTS3BWS0dGVWVYdTFidDFnOE9lNDJQTHk2bWhyZTBMSGZZN1JKZ3didUF5eEFTeGN3eTI2azE4RFFVYmtCRmh1c0pHOTBERDBFYjFDR05ocVRXM3oxamplb3Y0WmllV3ZNVDdkUklTUlY0ODdtY0NqR2twcEVUWkl4dy1GUGptY2trSlpsaDBlRFVy |
i've been into tech since 4 years, mainly because i'm an engineering undergrad. i never had plans to take up engineering, let alone getting into software (brown household parents so they just manipulated and forced me into it.) nothing really bad because i like it or have gotten used to it and i enjoy it sometimes. but i lack direction.
i can do full-stack developement, i have my internships done, have freelanced for a year too but don't have any portfolio as such showcasing my skills (i'm working on one which shall be ready by the end of this week) and i'm looking for placements. however, i do lack the skill to solve DSA (which is usually required for most of the tech roles.) i have tried n times and failed all of them. everytime i try i end up burnt out because i can't solve one even question without needing help, no matter how long i try. and so i'm not getting placed.
i have a background in ux/ui design too and i'm open to those roles as well, but since this wasn't my primary job role to be hunting for, i do not have a portfolio for this either or any experience besides a hosting 2 workshops for the same (i'm working on this as well, but it'll take at least 15-20 days from now).
genuinely, i can't seem to get through any of it. and that hurts. i'm honestly fed up. everyone around me is placed and i'm happy for them, but i really feel like i should give this field up.
but again, i lack direction and i don't know what to do if not this. maybe if i were living somewhere else (i live with my parents right now) i would've been able to do a lot because i have really crazy good ideas, but these parents are highly conservative to anything and they won't let me out until i get a 10-15 LPA job.
i don't know what exactly to ask for, but any help (advices, ideas, roles that i could apply to etc.) would help a lot.
i just needed this off my head, thank you for bearing with me , 💘🙏 | r/learnprogramming | post | r/learnprogramming | 2025-04-16 | Z0FBQUFBQm9DbVhRLWE4bXVOTHdPaDZsalByQl9NNXlEbHJ1dUtmVHV6VV96czlHX2ppNDZVVl9JS2l6NW1oenJ5ZUpMVHdTM0M1eUZIeGJtTFMyT1dhdDl0UGZuWUh5WlE9PQ== | Z0FBQUFBQm9DbVhRdndySHZoejNIYzJrcXkzb2U3TFFTc1hWVVMzS0phMkVuZXdoSEZ3bEFrVW1WZEJxV0NMYm8xY0pkZS1tM0RjbTE1N3d0dE5WR2lvWjVRbnNuYkVWUWdDZWxCa0pjTUdZcHdPVlhNOWZfaWhVZFVITjdsa0VuS3QtTFlQU2FoRXdTS1dudXRwSmpvbWRUdmxLOXFudk5HYlJlSHlmbTFCeDNlWXBIS3RoTVJZdHpXZDRJTHJRSFc2RWZwcHFlWmdk |
**From the article:**
For over 50 years now, egged on by the seeming inevitability of Moore’s Law, engineers have managed to double the number of transistors they can pack into the same area every two years. But while the industry was chasing logic density, an unwanted side effect became more prominent: **heat.**
In a system-on-chip (SoC) like today’s CPUs and GPUs, temperature affects performance, power consumption, and energy efficiency. Over time, excessive heat can slow the propagation of critical signals in a processor and lead to a permanent degradation of a chip’s performance. It also causes transistors to leak more current and as a result waste power. In turn, the increased power consumption cripples the energy efficiency of the chip, as more and more energy is required to perform the exact same tasks. | r/hardware | post | r/hardware | 2025-04-16 | Z0FBQUFBQm9DbVhRUnJob0s1b3dDc0xzNklvRHN6UF81X2haay1ZRGhsUGhzMndYZGFoWEljQXVzTkJvMU5yeF9LaWxnSWxfY1dOUmw3RGNuV0xVeTBJZUljeG96RzUtMWc9PQ== | Z0FBQUFBQm9DbVhRX1YzWlYxTWNKb0RTMThwN1V5SFI0T1BJVEM5OFdoSUhQMmhFcFNpV20yLVhwZXdFT3AwbmxYRENRb3piT0E2T0o4SFFYNmhrY2ZLcF9VT2tIN0JEMDB1WlpsYnBJTFFYLTB0ZGptTEVmM2NBT0EtY1J2S0g0TlBzeGI5b0tUVldpdy1LMV9uY2prRENqclhyR2hWRmRCX2xPbF9ERVJra1g4eWs1dHhvSElYTU9qOVp1akZHRHVVaXhmRTdXdzJu |
Marami tayong desisyon sa ating buhay. Gusto nating makamit ang mga pangarap na inaasam simula pa noong tayo'y bata. Ang mga desisyong ito ay madalas nating kinukwestyon kung ito ba'y dapat o hindi. Lahat tayo'y natatakot na harapin ang mga desisyong nasa ating isipan. Natatakot tayong baka tayo'y magkamali at husgahan ng mga taong nakapaligid sa atin. Walang hangganang takot at kaba sa bawat ating pagkilos, hanggang sa hindi natin namamalayan na tayo'y nagsisimula na at patapos na.
Sa bawat hakbang, palaging may katanungan sa ating isipan kung tama ba o mali ang ating dinadaanan. Wala tayong tiwala sa ating kakayahan; takot at kaba ang nangingibabaw sa ating puso at isipan. Natatakot tayong husgahan. Si Maria, halimbawa, ay hindi naman gaanong matalino pero kumuha siya ng kursong doktor. Makakatapos kaya siya? Sa mga panghuhusga na ito, natatakot tayo dahil sa tingin natin, baka tama sila at baka hindi natin kaya. Huwag! Huwag kang maniwala sa kanila dahil nasa iyo ang kapangyarihan. Kung alam mong kaya mo, gawin mo. Kung hindi mo kaya, magpahinga ka muna at subukan mo ulit; tiis lang. Huwag mong ipakita na tama sila, kundi ipakita mo sa kanila na mali sila. Kung ikaw man ay madapa, bumangon ka dahil may naghihintay na magandang mangyayari sa iyo. Madapa ka man ng isa, dalawa, tatlo, apat, lima, o kahit ilan pa yan, basta't gusto mo at pangarap mo, huwag kang susuko at huwag na huwag mong kwestyunin kung para ba iyan sa iyo, dahil mawawalan ka ng gana kung gagawin mo yan. Mapapagod ka lang kung kinukwestyon mo kung para ba iyan sa iyo.
Aim high at bumangon ka kung madadapa ka. Marami mang pagsubok ang dumating sa iyong buhay, huwag ka paring susuko. Tandaan mo na may magandang plano ang Diyos para sa iyo. Huwag matakot sa pagkatalo at pagkakamali; sa halip, matuto at yakapin ang iyong mga pagkukulang. Kung nagdadalawang isip ka kung saan ka patungo, kilalanin mo ang iyong sarili. Alam kong alam mo lang ang pangalan mo, pero hindi ang mga gusto mo. Magandang makilala ang iyong sarili nang mas mabuti; sa pamamagitan nito, malalaman mo kung ano ang mga bagay na gusto mo at wala kang takot na mahusgahan ka ng mga tao dahil alam mo sa sarili mo na mali sila. Alam mong kaya mo at matutupad mo ang iyong mga pangarap. Bukod dito, ang pagkilala sa iyong sarili ay makakatulong sa iyong pag-unlad, magiging pinakamahusay na bersyon ng iyong sarili, at ilalagay ka sa tamang landas. Dahil alam mo ang mga bagay na hindi mo gusto at gusto mo. | r/deeplearning | post | r/deeplearning | 2025-04-16 | Z0FBQUFBQm9DbVhRMDZKQU8wWmlWYnVSU3E5bzQ0b3pvOU1TN1pmNl9nXzlfMy1rZy1SejczT2VNZ1RpU0xrX0NObkU4MGEtZVlwZnRhMWpuaXdXWTVHaGZOUkY5Nk5CUUx6VEdXVm51d2hpbFVkcjhTTVpISUk9 | Z0FBQUFBQm9DbVhRZHpJdUFxcmNIcmF2bjBkY2lTQ19raDhBc3RMZENsUmV2YURQdDkzY3JrMUVLQTFJZmFGQVNCWHZXT1dwRXJTbUVEWUdZVXAwcUtTZHc0V1RKWW5mT2ltbmswTkRDZUxhX1BMYUI1a2VzdGZNQXRUaEF5TFNtYk1hMlZjVk1mNTBUVHlCZlktU0dDZm9EUGNkdkFDSXFCQVMzWG54R3VGV2R5RmxFN2pBd2xBPQ== |
Over the past year, I have been objectively successful in my role. My previous direct supervisor was fired, and I've been doing his executional (but not managerial) work for 8 months with virtually no oversight and obviously no promotion or raise. One hundred percent of the feedback my manager solicited from my colleagues and partners about my performance was effusive praise. My current responsibilities far exceed the responsibilities outlined in my job description, and I have been working very very hard to excel in my role.
My manager rated my performance "meets expectations" based on criteria that has nothing to do with my job and was never communicated to me as the metric for my success or failure. They said I am doing an excellent job at my job, but they can't claim that I "exceed expectations", because I did not meet arbitrary goals that are that were never communicated to me and are not part of my job function. Is this worth pushing back on? Frankly, this makes me want to put in less effort and find a new job. | r/careerguidance | post | r/careerguidance | 2025-04-16 | Z0FBQUFBQm9DbVhRQl9HV19EVzRydnlEWVRrcWtVYURjV1BsSFlZUFkzV2ZHZVplRzRXbm9YbDFtdUxmeEdqOTNvZ3JvRm8xMUJsV2pLYWN4M2lpSjEtZ0phaDJOeFBVZWc5SWFSS1BoSlEyTWUyQTVzYmNReTA9 | Z0FBQUFBQm9DbVhRVFZBYkppSE95Yk5yZDBKQkZOTmJGQU5rQUZuN2twWnBCZGZzS3R5aHZJMk5VVFpCWUtuMDZSQmlZYXUxSG82bzZoa3VPWGZsaDhaMEdvV1hnZHF6NFdCRDZNODZXdjBPUG13ZkNmTzRDWEtLY0tubHVSS2NlYUlXcGE3V0NBQTVPWVJNWDFkWkVmVnFxbmNILUVJd3VtZUk1Z3IyRlpkeUVIRWNCbU1nWlFGcUIwV2c4VEthdzlvUzY2Z3REQk5yOWdIZUU3Z3ZpSW05TF9UNjk1WkRIQT09 |
I had a python and sql coding round last week. I managed to do all the questions within the given time, interviewer had to provide hint for a syntax in one of the questions but everything except that I was able to do on my own, even spoke out loud about my thought process.
At the end, the interviewer said I passed both SQL and Python and to expect to hear from HR on the next steps. To my surprise I never heard back from anyone. I can’t seem to understand what could I have done better, was requiring hint for syntax a deal breaker? It feels a bit disappointing as I don’t even know what to improve going forward.
Based on your experience, is this a normal scenario? | r/datascience | post | r/datascience | 2025-04-16 | Z0FBQUFBQm9DbVhRbGtaMmk3Y09CSDlVUHVmM0Q1WTFOa04yZXhNVnRWalJpZzI0dGY3cTBpaFpLUjBmTkh1OV9xeU15eHM0cElPdXUwUGw0VERwVDlPMGFsSmtaTFFJSVE9PQ== | Z0FBQUFBQm9DbVhRcmR6ajdfa1BEeEhSUkVTSDV6VmE1bjdpYzA5VXhKNHVpMTViOWZsZlotQVJ4N2ZXbzh0M2I3YVE1d0JqR3BuNE1QWFlTa0N4MzdGbHFzblVtZlRZbTktWjZ0NGtyU1BYRXpFOS1qVTY0WW42LU5xZ2NzWUVKTjdPSnpKY3hIMDJaVC00RFNoNFdkUmxub0pKRlA2ZWUzQWlhdzlvcWlpVFNMWk9WUEd4cEZuc0pUVV83aDVfa3lmWE9KcjZRMUxKeW91bkFkTHhVeVhLNnVlMEpIOHkwdz09 |
Hey ,
I could use some help figuring out the best spot to drop in a IPS in a network I’m working on where we’ve got multiple sites connected via SD-WAN over MPLS, back to our central data center.
The traffic path is basically:
Branch sites → Hub routers → WAN Firewall → Internal network
We’re thinking of putting the IPS in L2 (transparent) mode between the hub routers and the WAN firewall, so we can inspect traffic coming in from the field before it hits anything important.
Couple of things I’m unsure about:
Is this the “right” spot to put the IPS?
Any issues with SD-WAN tunnels (IPsec/GRE) being broken or not inspected properly in this position?
Would you recommend placing it somewhere else?
Anyone have experience using TippingPoint specifically in SD-WAN setups?
Appreciate any advice, war stories, or gotchas you’ve run into. Thanks!
| r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRT21EUmllYXc1cTRkOU9jc3BIbWhlWWpJWEx5N1VfWXVaajNvOGptRlgzcnlWb0J3QWptcm9vazNBOGlPVVlMSUtGcjV4MkJxZFN6NGJVa1UzQ3gzRVZZdlMxS2xKaUhvaUJ4TWZzdkxvTFE9 | Z0FBQUFBQm9DbVhRTF8xWVBoQkFPcGM0Ynd3RmlOVU1yQlNJZ0VqR2xDV0RhaGpNSVozRlplU2FXNXdRUTB5NUlmOWR0c2NLellUeUJwdWVDVVVhdE1EeHg2dFNGM1NqSXMzWUVsaWRlQWsyenMzQ2N5Y04xaXk0U3IyWFBWSlY0aElIRDhuMFZvbG5wcDZZRWNzLTFqX2VFSFQ0SGpoN3VtTVFQZVFCcXhnR1dfTVpQRVhTOGJ3NmZXN3BxRm5ZdU9VdjN1VWsxaTAx |
After looking around and not being able to find a complete and updated list of OpenAlias-supported wallets, I decided to make one. This page is fully open-source and contributions are welcomed! | r/monero | post | r/Monero | 2025-04-16 | Z0FBQUFBQm9DbVhRLW5CWENSa21TdDVEeHM0ZEhPT3lhVjltUnRnMU43UU00OHJrMGNxT1JnZDJvZnd5S0lIT0hIMkZvRHNQcWhtMFRYWnkyQkVPUkFTOWk3Um1QaU1zV1E9PQ== | Z0FBQUFBQm9DbVhRbjAyWkFuOG8zVG81TjRtMVl0dlpobVVHMldNY3RxWmJYbl91ZFItYU51T1dIZTc2dVV0OGhmVXZiQlVLWTFIUkctU2RSR3Q2bmNleXZKcWZqRFpPcGVkOGdBZlFqUnFleGpqLUdxWGhfX0pfdkZSUlpzMlBMVldiY1pVa1JwTFByVk5FeTdRenVOaEs3UmY3VGtGeEtFRFBnWEFoLVpaNW1vYkc1M2oxal9objh0ZFZmZDlOMFNyT0dhVUJFNk5Z |
I know there will be the complainers but at the end of the day this is gonna make things so much better. Our test employee already had no issues.
I am very hopeful for a smooth transition.
\*\*\*I wont get it. LOL
But still hopeful. | r/linux | post | r/linux | 2025-04-16 | Z0FBQUFBQm9DbVhRRU5xZzFLMU1Gd2h3aTRXUjExdnBoTkVqNmZpakJVTkl3c3k4SzJveUVFZWs5QjdlWUFBeEJaeks2RUZ2bDRyUTRDTE9mRlNUV29kLWtoMzhnMUh2SU55RDh3R3k0NDdGNlRDQkU4YzNBcEU9 | Z0FBQUFBQm9DbVhRXy1VekNnLXF4eVNCMUhrbTNmaTBFTVhBaHZaVm5rcEI2TGc0WmRQNV81bTA2NGVIZXphbzBXSU14VDNaWFhBQnU4ajV4a3FGNUM3QmpYM0tUUWFPUkZaM1ZPVDZ6aENmejBlWEhOcUszRUJJRUpubjMzVGl1U3d4eFpoWEx5VVNDV2NyTndyVGdXNXdaT3YwcWgwRUZ6bnRmWkpJWGhVSklQSWZqNmtJNm11NE92c2FWd1RlNjVsTzdmeTRpck9VSU5WVEQydUpiVWYxOE1JdG9zVWNFdz09 |
I've been a dev for almost 3-2 years, I do know how to code, that isn't an issue. But my issue is, Am I learning this correctly? is my learning strategy truly a normal way to learn coding or am I missing something? am I doing it wrong? How do I build a project and when I don't know how to build something in the project what do I do? How do I learn something and alongside create with it.
I do know how to code, But I'm not a good programmer. my coding strategy feels like bogus. I want to be a programmer where I can easily solve problems, Where I can easily write my code. How do I become a programmer where I could easily write the code efficiently with knowledge and clear understanding.
Where do I begin mastering programming?
| r/learnprogramming | post | r/learnprogramming | 2025-04-16 | Z0FBQUFBQm9DbVhRbkJnM3puSzJ6cm0zQzFfYmh6XzRaaG4tOURLMU1MQmRfR0JEMWU2a0tkUzVEZUQ1Tl9Pa1R6NGE4dHpIRXAyRU1jLWZUR0VrYlZIRmo4QjhBano3MXN1YUJXbWhkeDFxTXFpQk40TVNPRnc9 | Z0FBQUFBQm9DbVhRM2ZNTUhjREVZU3ExR2Q1VWl5OWctRDhIZFg4Vm9ZajMtQk1adExjbVhwOGl6MlJSdW1OYjNkeV9GZTV1eFZqVndxWmlXd2F3RFhYUHhmNEUxYnpKMWprc0xlT2lESkUzQkt3WE0yX1lGV2x3bEIzeUxYMTltdUpCQVphU05SZFpta2tyYndXMThtS2U2M1JHODFCdEx1SHFPbHFoSVBZUmU4S0x0MENwZTVLcXFoV2N3blpCNTE2WXJOQ1F2d0o3 |
Has anyone here dealt with connecting two colo sites (in my case Amsterdam + Frankfurt)? I need something that’s not just available in both DCs, but also fast to deliver — ideally provisioned within days, not weeks (layer 2). How do you usually approach this? Just request quotes (and where) and hope for the best? | r/networking | post | r/networking | 2025-04-16 | Z0FBQUFBQm9DbVhRaHhjWktsaEQyRmhoREl4cGJrWUdJbnRCQkJaVmYzMkJ6OHZ6MHNHMzM0RmtrRDJrS2haUksza05ocnFWRjJTaFU4WjhrUmFMOFNuU1ROVU9CNWJiSkE9PQ== | Z0FBQUFBQm9DbVhRLUR0VFlMVzE4MXNGbHh0ODJ4TTFTWUtLTHJIVGF6bkEwZUR4amZOY3IxNkZHUzh2QXMzdjRDRm92VDVHa3FVMnl6am8yZm9jbmFTN0Q4Q1ZHUGlEaW9FOGFrZzBqcWo0aEFNdGhydGNMeVZEV3RUcXFCSXJsYzFwN1UwVVQ3bGhfLXRXVGFtNkI4RmljNzZMdW1sSXE0NGN6N0dLT040MGJqN3AxVUsxdDk2UHJKWFJqaUVDRnNmWEhqMVYzbUFTWEwtQkpKT3Z0eDhMM2R4UTJvbWd4QT09 |
[https://x.com/bittensortalk/status/1912513810889318775](https://x.com/bittensortalk/status/1912513810889318775) | r/bittensor_ | post | r/bittensor_ | 2025-04-16 | Z0FBQUFBQm9DbVhRSWxtc21pQXhqZUFtbDFGdjVDSzBWZDQzQ1l6Nnhsc1o1UDd6X0hacmhzd25tVENSZzlYZFJuX1o4aGI0a1RLVHFhWHkwSEpCYlRNQWdHYURRdURlcGc9PQ== | Z0FBQUFBQm9DbVhRb3NaTEtfVFZzWjZyU1RYc2E5VzNzOG9DRUN5b3NFS3B1R2Z2aW9UY1phVnIwbkRtcUg5VmVETjVLVWNrRUlGeC0wN29OeGM5Sk5oZjBXVHAtSUppcm1nRFJOSmtuQnBTOHZKU3VWZWJYeHNZWUE2NUpuMzF1T0FnTFJlVnRKdW5aZ2pfN05wQ2VKODg0TUNqbnl0WHRDZUo2UHVaRjhTVkNWb3AyWUtHRjNJU2RLVjBtVEo1eXFHcWxlR2dIZEdr |
lmaooo | r/neuralnetworks | comment | r/neuralnetworks | 2025-04-16 | Z0FBQUFBQm9DbVhRRnlqSFgtYUNVUElidkJfS1hCZUNPbzcwZ0l3MG5LdlFndHBTUktlcUN6VFdwRXVhemh4NHk4d2NfU1hDV2ladGtaNDFCTkNETzdUdHlRbDhhM213QkE9PQ== | Z0FBQUFBQm9DbVhRc3RLeUlwc3hSMVNoUDVTR0Ixd1YybWhnV0xYTzhaZ3I2UzBwMkdWUmwtR28zb3BwUG9GV0VuMEI2d0ZrWXdfTGVkQlc1ck13X0c4Y2ZaVWdZSEVvUmJEOUZBOWpjS0FBUHZYSDRoZy11dktHbHdrM0Q0a0xqOGJ6TUdrVnlhVWV2d3FtQXAwNkU3VXhHXy1MTXNkTUcwRUdWQUhSS2hWd2pkMXlnT0ZDU1RVPQ== |
Let's see how this goes 😅😅😅 I just added 25 more Options to my January 2026 Call Options. | r/wallstreetbets | post | r/wallstreetbets | 2025-04-16 | Z0FBQUFBQm9DbVhRTnpROWs4UkNsTzV2R29WSkp1VzJIR3NObFg4bW5jYU1UenFvV3B6eHVkWHBxTGFNdjE2dV96SzhMblBndi1rcUNmLXRNOFJYTnBKMVhTcmo5X1ZYQ3hUNkVGdWgzS0ppbnN1TXJDQk9xLTA9 | Z0FBQUFBQm9DbVhRMTlhUVQ4RjFZbmtaY1psOG45OHhtaWN1LUdjakFZQVZSZ0NoR2hRa3pDOTkxbjJiVTM4X08yZE1UcXYxQlVjVjExek44VWtqSER6MWstTjJKYl9qRVpMQnJfclZleFdLc0wwb01oYm1NUmlndjlBdlVlRXI4bXRNTWtKWFNhSXZBbUo3RjUzRmlhSG0wSEdtVDhRLVdmOUFwZlJmTGRSZjNlc1V6bk9lT3RXT0l4MUJNNUVETjhkZWUtTW02QVBR |
I guess I should have looked into it more, I dropped 4 TAO staked 50/50 on Chutes and Targon and now I’m down to 3.74
I’m a bit silly but I assumed that if the Tao is staked that the actual amount of Tao doesn’t decrease and I earn alpha tokens | r/bittensor_ | post | r/bittensor_ | 2025-04-16 | Z0FBQUFBQm9DbVhRZTAyV0I1QllRT1piaHBGd3FLOHZjLXdqOUFUaDFhVjNQTmctbnNyOFBhZWpaS0ZmeEFNVkItdzViSHR6RjNjVHk2SjJIREJTcThwcGpfT1IxRTNweWc9PQ== | Z0FBQUFBQm9DbVhRTVVCaGU4clRDTUFsNFhHUkRZY3lLalFmblVxRnNYNjRHT0ZRV1A4TEVJcTlTa0lzRFVuY3V6YkU5d0xkUFFMa3M1LTFTN3R3UkRicjBEeklwLTI3NkJHYzZyaHUwR0Y0TGxFWU9BZDdUZmF0RWoxeldwSDZoT0NUODVoVHBxdE5fdWVNNHhZZUhWYlo3OFlzcUFja0RPaHZfZDN6eHRaX0t0TlFRZHlxby1rPQ== |
Hi all!
I spent the last few weeks writing a repo that aims to help people go from **nanoGPT-level** understanding of LLM basics to be able to reason about and implement relatively sophisticated ideas **near the deep learning research frontier.** It's called [beyond-nanoGPT](https://github.com/tanishqkumar/beyond-nanogpt), and *I just open sourced it!*
It contains thousands of lines of annotated, from-scratch pytorch **implementing everything from speculative decoding to vision/diffusion transformers to linear and sparse attention, and lots more.**
I would love to hear feedback from the ML community here since many are interested both in research-level ML ideas and in helping others learn ML. Feedback might range from key research papers I should add implementations for, any bugs spotted, or just things people want to see -- and anything else people have to say!
The goal is to help convert as many nanoGPT-watchers into full-time AI researchers by getting them comfortable with fundamental modern ML research advances :) | r/machinelearning | post | r/MachineLearning | 2025-04-16 | Z0FBQUFBQm9DbVhRZXBXRmMyclIzYlhzTW5CWHdLLU1lM0VYLVlGT1FhVjJSVVY3c1loVU1MbHlJX29nYy1YMFRaWnVWdkQ4OUttQ2ZvazBSMkt2RHN4cHZUbmIzSlJwbUE9PQ== | Z0FBQUFBQm9DbVhRSDBxT0RjNzJBcmMwOHF4dklvMWdGc1kxWXlsQUlwVE00NENLMWctbVRsaENvOVR1dVRGdmVWbXlYUExKQTVMWjZiOWJIamRLUjF0eldQZ01aM01aVEk2c3lycTUyQ2hjSXJuNTNLMXpmSUttdU1HaUJRbWV2QzJJcnpmaENubWpRaS1GTU13bWVORFFoLUotRU9qaWdaS0dxUloxV0lMcUZQdjN3QmJDcXI4UV9hUVZZeTZTdnpEWDItdmZwRnZyM0FrSkdkRC1RSzdMMHUxZlNuWVRsdz09 |
Bitcoin Adress
bc1qflmcqquf54ywmr5fqsjful6c9vxu7k44snapux
Knowledge is invaluable. May the day bring you wealth | r/btc | post | r/btc | 2025-04-16 | Z0FBQUFBQm9DbVhRYm4tQ2FkcDJqaWNRRUVjblJmazVWUW96d25fWEdkZEk0VGhiMlcySlRZTVBaOC15T2lYLUdVZFJ4VnJiMFpBd3NyV190YUY5NW9nNTZIY3U1TkU0dWc9PQ== | Z0FBQUFBQm9DbVhRMWtnY2pNYl9MR0JfZ1JSb2NLckN5amdOMzc5dlVtMS12SHNyaUNYU0dUWWUwWTVOV0diQzFqR2ROMG9ZbGN5cGZlQlowaGhsRUluc2tOUGRVdEw3blI5MVM0RDNoN0xRT0J0VTlYMGs2NXJkYVk2c3FwVHh2MUpESkpSbXBwQ1NiMjBHamJybThqdG41c3lzTEU4UTlNVTQzbXlsU0tVZ1FpcFFncGVYWV9Vc3poNURzNy1NT0lZQnNKSUlXOEdn |
Hi guys! I hope you guys are all doing fine! I want to know from the forum if Ethereum Cash is still actually a valuable to crypto to hold into. I have around 1150 units of ETC at around 30 dollars. I just see the waveline trend and it seems that we will go beyond the 100 dollar mark. I truly believe it will reach 175 dollars by May 6th. Can you guys give me your most honest opinions? thank you. I hope everyone makes a lot of money for their needs. | r/ethereumclassic | post | r/EthereumClassic | 2025-04-16 | Z0FBQUFBQm9DbVhRUWc1NVgzN0xONWQxOW9abmQ5c3p4c2FUMnJ6X0g4a0dfNXI3UFoteGNPMDNKNXBSSEhaalp0OFloZUNORU9ObGotWVNvOEFlTWNnajRodHo3bEVVY1AtYWNYS3gyNEJvRFBwRXBBQXduYVk9 | Z0FBQUFBQm9DbVhRaE1EWWtIWVJJdHhMYXhaeDZHSDU5ZGgyTkxsdUJDeUhFSzROckJTaGNuNFpaVUZaaktDSjhvT3BvdWJMaUxjUjMya25SU1pGa0ZLbnEtTnhGYUtKdDVFVHF3dHIwTS1ralVJS2ZNRFNhek5ZNFNFSEQzck1XSDd0X1FsUU9XQXBSTXVHb2hSZVl4MjJBeW1ydTV5U3o2MUpSOGdPRG95QmxyVGhmYk5MM0Q2R0xCQ195eWJaamdiVHBiNHZTcndS |
Hahaha | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-16 | Z0FBQUFBQm9DbVhRVE94TVMxVURqM0dhTTVyNjlrbXVMZ0t5aWJEbFh2T2ZnSzJSTDhPWGJzNlJVWlhJZXg0VHZVdjhKeWtud0EwZUlBMnNOSXRwWUxvQlVrVFJYY3pPa2lWNGRnOGpZRE9lUGNsOURkbDQ5Vlk9 | Z0FBQUFBQm9DbVhRUjg4cWJsTGNHTGI1Yk0xQng4NXJQdVBQZk5HWlhiczAzYlpsSmxmRzI0QWxBbkRKeVZDQ2w3bHRrRVBJeUZ1eFVBNTVkdjNqVmI5RDZXSS1iNGYxam1pRmQ2Wlh2aVY2ZUMtUGVvVUpWUkdoQUhoVzhaTjBGSFVMMkhrZnBtbVA1OEtJMDN6aURLWjVPS2d0ODd5VzYzQzBBUi1YNHBiOUhJUzgybVItblJVZnEwOHR6STBQbkIzTTNFY3F6MVls |
Hey all,
Big topic that's come up in our firm the past few weeks is attorneys travelling out of country with firm data on their devices. These devices are secured against theft, but the main point of conversation is attorneys potentially being stopped at border crossings and being asked to unlock their phones/computers for a search.
My thinking is, set the attorney up with a travel laptop that connects back to an RDP server (or even their regular laptop) sitting back at the firm. This laptop would only have basic access to our VPN, and anti-virus/bitlocker/monitoring tools, etc. configured. When they return, they get their old laptop back.
But this doesn't solve the phone consideration: we run BYOD MDM configuration using Intune, and can require a PIN to open apps with firm data, but we believe that an attorney could be compelled to unlock the app/provide the PIN. We thought about removing firm data from phones when they travel and adding it back when they return, but so far most attorneys haven't been open to that idea.
Has anyone gone through the same thing, and have any insight to share as to how they've handled this (specifically, the BYOD phone part)? Ending this off with I'm not a lawyer, just tech support :) TIA!
| r/legaltech | post | r/legaltech | 2025-04-16 | Z0FBQUFBQm9DbVhRb2hPWTZXZGxfU1RBbTJibjdET3dYSGhMWldJYThfRmxtdlFrcHVYSHJONFZJakhmS2hYZ2w0MTZoNW9KaUlmeWtLeEJQaGNCSUdXNE9LNEZCSDU3OEp0RGMwU2RFb0tOT21nVjBwcEFoU009 | Z0FBQUFBQm9DbVhRYzZsUldPLWFOYXNJNTF2RlhuS1IxeFR5ajd3R0xzcGx5NG1hTnlQUVpfNnR4aWY1RW1TOU5pbmE3OS1jc3N2eWtmTU5aeHNIalE0QTFVMGZIUl9fby1Cd3o4ckd1MzZKcHFfY214TmF5ZVhMTVNHakc0VkVJTXllOHdFU0RsczBDUWt6dmF2b0hVVHkzZ0g0VmRLa25mT2xuSkprVUtlR29MamlQWHNjZVRLWTBSWngzSW5GTHBvcEdQMzh5ZTVxMElpM19OTFFUSTRlU0FFRnp2VDV0UT09 |
Hey! I remember 196 last run, yes definitely will hit that target of 175 maybe more & congrats! $ETC $ETCG | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-16 | Z0FBQUFBQm9DbVhRVlluTHhMVGdGNE5XUlEtRnRkVzdVb3pRc2lHRmE5Mnp2cnJHcjNnZlBBSDlLTHdiMzZocTlYS0VyS081T3RSR2xkVVd1b1pBb0Qtd3ByTGpjZXBNTkE9PQ== | Z0FBQUFBQm9DbVhRbjhyY2o0bXFJeGtKTDhNb0toV3F4VVNBWTRWVVdDQXhQZGNJTkg1bFlLZmJUZnFTTEkyY3Fqb0hXbEdlNzluSHk2SU1sQ1d0ZC03NXhYX0lKT052d1BHU3JrQTF4ckJzamFlX3l1b3M5Ymd4NG9FMXFkcXFQNXFna3QtZ1p2V25xVXdQX1d5Z29XU3l1OUVzd1RpMmlmM05TaFkwdGpySVhVeUhXUW1JMFFvWks5Ym16OGpfbkQ4cnFRX3g1dVlo |
I've talked about this on Reddit before. I've worked for a very conservative construction company for 5 years. Owner has a MAGA hat in his office, they pray during meetings, they brought in a red/white/blue cake the day after Trump won the election, etc. I am not conservative. I am not religious. I've kept my head down for 5 years but they recently hired a chaplain to come to the office bimonthly to talk to the employees. He carries a bible and goes office to office. Bible man was here today and came to my office and asked what I was doing for Easter. I just tried to act busy, gave short answers, and he eventually left.
Today I was angry about it the more I thought about it. I went to my direct supervisor's office and told her "The Chaplain coming to the office is extremely unprofessional. Religion should be a personal, private matter, and that not everyone is Christian. I do not want him coming to my office to bother me again." I then said I was taking a half day PTO to cool off and told her I would be back tomorrow. She didn't want me to leave and wanted me to talk to her boss first. I declined and left.
So now I started shit. I'm sure I will get a talking to tomorrow. What should I say?
*Edit: An update a day later for those that are curious. I wasn't sure what I was walking into this morning. Passed the CEO walking down the hall. He was having a conversation with someone and stopped the convo to tell me "good morning." So that was a good sign.*
*My direct supervisor came into my office and we discussed work related issues. She didn't say a word about yesterday. I didn't say anything either. But the vibe I was getting from her was good. She talked about a new scanner for my desk and thanked me for working on a report. She left.*
*My boss's boss then came to my office. She said "I heard you got upset yesterday." I said yes, explained for me religion is a personal matter, people should be respectful of other's beliefs. Chaplain just barges in and interrupts my work. We didn't have an option to opt-out. I said I was upset and took half day PTO to cool down and that I wouldn't be productive if I stayed. She said bible man wouldn't come to my office anymore and agreed that we should be respectful of other beliefs. She ended the convo with "no worries."*
*So I think everything is fine. I'm not naive and know that I probably put a target on my back but I'm a very good employee and an asset to this company so I think they will give me a pass. I don't regret speaking up.* | r/careerguidance | post | r/careerguidance | 2025-04-16 | Z0FBQUFBQm9DbVhRcktrbjYyU2paMWEzNngxbWYtel9zUzBxLU1EUTJJWlgtOUctSkJwSzctNW83RTF2X1BNOVFoNHo0OHp0amdMaS1jWlpLR2V3bFpYWm0xd1ppeHhNTHc9PQ== | Z0FBQUFBQm9DbVhRVjR3S3Z5SWtOQkdrdl9udmE5dzdyaUhlMlBjS1M3LXFDTHhNOWVqQUoydlYxSU12LWtCY05QMmk1QmdxTlJpRjVMVFRITW9wQ0dVQnJtY0pGRm0zYWpPUkx1Wm5GX09yRkxfSDBZemR6NTRoTW9fNm1GSktwVmptTDgwQ214cU5vZ3JabV9CYWFFbElSNHFmdzZxM1FCbnRpYjVGWm1ZY2J4ZHk4WTdSbURtdU4yNjhoOXBWb3NxT1hBeUJqZ0R1cS05TERRRWhCSDdfM1cxWnJha2RjUT09 |
I’m hoping $250 or more | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-16 | Z0FBQUFBQm9DbVhRSGladndIa2FGclFQb0xoRXRLa0luZEF4QTJ3WTdJMFRNVloxU1JMYkp3RkV0QUdlSnlzb08wQjNmcGczcXNmUjdVcklkbjQ2SFdKUTVkVFZrSWt1OVE9PQ== | Z0FBQUFBQm9DbVhRcWtBWWlfQmxHdWtqdjBqVlFHTlNqaVQ3YXRYRWVheUtORkg4OVBQVmFBNE9LWWl6QkVxTGVBREFKME5qRjlEQmRhQ0IzbHRqZGtyOFdYZmhhZl9TempvYTJoZ21VUTFHbDNvMjN4MzBQUE83SXM1SG85M0lRNU1GZDdQOWdzN2pQbm5mOGJxY05icXdteVFPNXZOcGs4Smc5NXg2ZGRWYUdlbnNDMmVGQnRzXzZkOEI0ZDZ0NXlYdjRpeUhJQVlU |
We're excited to announce a significant leap forward in simplifying your Monero! With Cake Wallet v4.26.0, you can generate a deterministic Monero wallet using a standard 12-word BIP 39 seed phrase to be used in a multi-crypto wallet group!
https://preview.redd.it/zqpsjihdb8ve1.png?width=2000&format=png&auto=webp&s=9fd5eab784a666f88b3e13bb9e12780255ebed11
**What does this mean for you? Let's break it down.**
Imagine you have several different bank accounts – one for everyday spending *(like Monero)*, one for long-term savings *(maybe Bitcoin)*, and others for different purposes. Typically, each of these would require its own unique set of credentials. This can quickly become cumbersome, right?
Well, that's traditionally how managing multiple cryptocurrency wallets has worked. To use Bitcoin, Litecoin, or Monero, you need to create distinct wallets, each secured with its own unique seed phrase. These seed phrases, usually a sequence of 12 or 25 words, are the key to your funds. Lose them, and you lose access to your crypto.
We've already directly tackled this issue with **Wallet Groups.** These groups unify multiple cryptocurrencies under a single, easy-to-manage 12-word BIP 39 seed phrase. This means something like this phrase functions as your single 'credential' to restore multiple cryptocurrencies:
apple banana cherry date fig grape pineapple juice kiwi blueberry lemon mango
https://reddit.com/link/1k0ppzl/video/4t9ske6mb8ve1/player
And now, with Cake Wallet v4.26.0, we're introducing Monero support with wallet groups! Here's how it works: You just create a Monero wallet with a 12-word BIP 39 seed phrase within a wallet group. This wallet group can be used with Bitcoin, Monero, Litecoin, Solana, Ethereum, Bitcoin Cash, Nano, and Tron all with the same seed phrase!
**Why is this so useful?**
* **Less to manage:** You only need to safely store one 12-word seed phrase instead of multiple ones.
* **Simplified recovery:** If you ever need to restore your wallets on a new device, you only need to enter one seed phrase to regain access to all your supported cryptocurrencies, including Monero.
* **Still secure:** All of our security & privacy features still apply to ensure the safety of your funds.
**Important Note:** While this 12-word seed phrase will generate a standard Monero wallet within the Wallet Group, **you still have the option to create a standalone Monero wallet with its own, separate 16 or 25-word seed phrase.** We want to give you the flexibility to choose what works best for you!
**Pay with Crypto in the Real World: Introducing Open CryptoPay by DFX**
We're excited to launch our new **DFX's Open CryptoPay** integration, enabling you to pay in-store at participating merchants by simply scanning a static QR code and letting Cake Wallet do the rest.
It's fast, secure, and opens up a world of possibilities for spending your crypto. We're waiting to see wider merchant adoption, but Cake Wallet will never be the reason you can't use it.
Here's our team-member, Konstantin showing off Open CryptoPay with Monero:
https://reddit.com/link/1k0ppzl/video/fwn6bx4tb8ve1/player
# Other Important Updates:
* **New OnRamper Flow**
* We've significantly enhanced our **OnRamper flow**, reducing the number of steps required for each transaction. This makes it easier to onboard and offboard your fiat currency.
* **Improved Hardware Wallet Integration**
* We've directly integrated hardware wallet functionality into the new send flow bottom sheet.
* **Under the Hood Improvements**
* Robinhood fixes, Minor UI enhancements, and bug fixes to improve overall stability and performance.
[Download the latest update today](https://cakewallet.com/install?ref=blog.cakewallet.com) from your app store and explore all the new features and improvements! | r/monero | post | r/Monero | 2025-04-16 | Z0FBQUFBQm9DbVhRRHZLTzRCNHpJbFBnZ1JPY3NoUUNaV0lnV1Z3b1NtOC1XTmhYWUU1ZGFyQWtmbGtvUzJXenh4OVMwSnFIUUttT0hSVlVLLWpSdzY3VFpvRngwN3lSSXc9PQ== | Z0FBQUFBQm9DbVhRSzc0bXg2Zkx1MFlIZUtrdGRjRnk3ZkkyREdxdnMzNFdrbWp2aERuVjhhVm02UDRWNGRKd0Rmdi1SS19iemFneG14QnU5VWg1MGFXZGlnM3lHVFk1eVRSTzZEUDRyOGZOYmVWbXlvZzVzZGU2VENvRXlSV0R4ZUQzVi16bzRwOGIzZUlUd2JNcU1xWVcxMm82VU51SGtGUURQVWhnUzlGWEREcWRxT2pQcF9xS21QY0NZQl9NbkYxaExyMUJ4WUtONzZQX3RjT0ZBZTNraDVDcU9FUUQ1Zz09 |
I've been working in IT professionally since 2013. Got in doing contract work for Windows upgrade deployments. Slowly did help desk stuff for a few years, and then eventually tier 2 support. But, I've not progressed or improved myself.
I've gotten a couple certs but none really helped with anything. At times I feel as if I just have too much to learn.
Fast forward to now and I'm in a job I absolutely hate. Manager I absolutely despise. Get talked down to and belittled. Condescending tone and replies when I ask questions. Even if it's s simple question, a constructive answer is always best. Terrible manager, and it's ruining my interest in IT.
I'm losing joy in many aspects of my personal life too.
Talked with my wife, and the more we discuss...signs point to doing something different. Outside of IT. Probably becoming a full time stay at home Dad. Few years ago I had some interest in cloud stuff, so I went to get an AWS cert. Didn't really lead anywhere. Just get more and more certs? Why? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-16 | Z0FBQUFBQm9DbVhRbFg0NU5SNFkxSHJZNWU0QkRxY0w2SjctMHBTaEtFRWVQMDZPMXVlOVF3Z212RFVGbE1GMkVQSURrREFNcEt1SnBzU1pmMGFnRHJhWGpKOVdudG90Y2c9PQ== | Z0FBQUFBQm9DbVhRTE1Wd3cxa0g4d2pwMFpoYlV0QXNWcm1iSnNLdExNUWE5SGNhNVRlODROOE1TQ2wwUFlDTnVnWkhtSDNndGxLSUZ3M3lQOEUzeUszbEhSYzNJLWViRThiR25ZYjlVcFg0VTRKdm13eHhOd0hZX1B5aGFLVk9weFUzbWU4YzlvanRGU0NoZjdTclZBWEswZi12WDBBTHo5SkVEaExuV2ZjOFVNVXM5VmxpQTFURzhzVXNUQ3ZDOV9wRFEwaXBSVVM2dEtiYzFEQTVOX0dvYkpCbHhuaDhRUT09 |
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