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No I'm not a criminal lmfao just wondering. Is it monero? | r/solana | post | r/solana | 2025-04-02 | Z0FBQUFBQm9DbVhRajRXdHVGbWhCR1IyV2ZHOWxIdWNFY3ZSWnQ0VnNSUzRlZUltNmQxa0lJYVpkRDRqQlZrd1E3bldvaWhTaHVFRDF5TldVcHVEQ0s2QlE3X0E1OWh6TzNOdVJsRGxvd3RCeExOcDRMc2NuYXM9 | Z0FBQUFBQm9DbVhRYjZuTkNPOElJd1Z2TnF2YkFvWVA3cEdfTUFRWmVNUTNEY2E3VHZzbngzTEpvdVJvS1BERFlVcEVJbk91M1ZXaTM2Nm5weHdiNnN3dEpEYWhrM1VsbXBHRTVhbXdVQzVJcndrS2hLWGpJNmtLOFhJM0RTd19pU1ZrSlM4OHMxOXh4LWQyVVVxaWNpV1kyczRmbHBsVGpFdHUyQmpNelhHVDVuX3ZNZk9DNW11akN6d3M4ZmtXWmJpUmpYM25fZVNwN2wzZG5WQWk3c0t4aDhJemFFUXd2QT09 |
[ContextGem on GitHub](https://preview.redd.it/6e4j4chyhese1.png?width=884&format=png&auto=webp&s=557f1e0a23a237f43d56a9b3dc8aa2273eea5aa8)
Today I am releasing ContextGem - an open-source framework that offers the easiest and fastest way to build LLM extraction workflows through powerful abstractions.
Why ContextGem? Most popular LLM frameworks for extracting structured data from documents require extensive boilerplate code to extract even basic information. This significantly increases development time and complexity.
ContextGem addresses this challenge by providing a flexible, intuitive framework that extracts structured data and insights from documents with minimal effort. Complex, most time-consuming parts, - prompt engineering, data modelling and validators, grouped LLMs with role-specific tasks, neural segmentation, etc. - are handled with powerful abstractions, eliminating boilerplate code and reducing development overhead.
ContextGem leverages LLMs' long context windows to deliver superior accuracy for data extraction from individual documents. Unlike RAG approaches that often struggle with complex concepts and nuanced insights, ContextGem capitalizes on continuously expanding context capacity, evolving LLM capabilities, and decreasing costs.
Check it out on GitHub: [https://github.com/shcherbak-ai/contextgem](https://github.com/shcherbak-ai/contextgem)
If you are a Python developer, please try it! Your feedback would be much appreciated! And if you like the project, please give it a ⭐ to help it grow.
| r/legaltech | post | r/legaltech | 2025-04-02 | Z0FBQUFBQm9DbVhRLXpOTi1PNnhvYlNNdWo2bEF6Rno0bjU4MFNreE5qaHFJYTctYTdyelNzWk5NUEY0YTktdXlEYlZyVXF5NDJlRWZGTmlBa2F1ZmxRanM4eUNIX2ViRmc9PQ== | Z0FBQUFBQm9DbVhRQ21xS2l4LU44VVo0VFlBZEN3RUpjLTVWLU1rSElYQkpiMHlwSnhxX2dvSFE5SlRBNldZclNxS1VQTjBZMWplRkdkb0NyRTQ3Wm1ITDYyNXRzNS1NbVFySEg1c0ZscWN1YTV5eEtGb1JWdTZXUU5CdElEeEdLQll3X1k0Z2tpVnNwRFFoamVvOTh4a1hrbk9ycXFBczZpd3BSSlVMRU0wMnhKZ1Mtd2VEb1lUdURtNWo0SVpKRGRvVTBqWGxJU1V6eTFoQ09MWFlhdHJCYVNkWWV3R0p4QT09 |
I was wondering what are some popular topics for research in the field of Deep learning and machine learning.
Overall what is the best way to start a research in these fields? Is it the application of these fields to solve a problem (For example develop a neural network to detect the best locations for new gardens out of satellite images) or is it to offer new solutions within the field (for example new optimizer instead of Adam).
I would love to hear your experiences on research in these fields | r/deeplearning | post | r/deeplearning | 2025-04-02 | Z0FBQUFBQm9DbVhRR0YzbkRIRDZ5YTI5OWZxRjM3eFl6cWk0VFJCaXZmUVFmaUxkanl6OWJwYi1mN21NbXh0SlpxVzVHemFSRG5pWXVERDdoLXRzLWVyLVQ2cXJwRXhYT3c9PQ== | Z0FBQUFBQm9DbVhRMDZwQzNvMzF2NTBOTkx2MWdrX083bVF1MWhiSGZOLTdHX3RRZzdUQmxBUTNNUGM5VDNJaVlUaEtXNXJrVm5tZFJPODJERmxvc3NtTG5XOC11aHRDenRNNHlXYkFQOU5vUjlwQmpNTWxzak5WLW5rNHJaWE5VLVdIUzh4Tlk3bnRBZmpta2tXdDRhb0tsQW1aWFhKLVVPcnpYamRydmxEOGs5dHp6TU0xWTJLMVlHOU5BbWJkUGcxTmppVWV3V185Q0tZWEFXX0psMGxBZ2VjVGxGNnNMdz09 |
1 month at my internship and looking around me. 90% of the people at the office do nothing else than meetings and clicking around in Cloud GUIs
Is this really what infra / system IT jobs are today?
I’m bored out of my mind already | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-02 | Z0FBQUFBQm9DbVhRaVJfOVVDVXRmZ185ODdWYkM2czRqYU1Ma2pSYWFmZ0xpY0EyVnpaRjg4SUJpbmx3cTJoMGdDQXA0Y1ZpN1VZelJsNlAzY2M3Z1lxZXk1NzRkVWRGdVhxb0NkQUVKOXhlclVzTHprM3kzVkk9 | Z0FBQUFBQm9DbVhRdGhfZGEyNDljSzhnemhSLVJXbm9ta3RobllqWF93dGQ4eXdEN012aGdCMlg4T08xbEIzSFZaN3NwdzYtakFxTU9zMlpRbXJPRUstM3d5ZUh0blgtMmZwb0ZCOGktb2kzSDRjUzVLdmVsVHlIck9pcFZJNTdiTjI4R181WXFlbkdQZWtSR0phZnB2akx1a2QtSUFUM1B2bzlOS1hDNExZR0kyZkZSQldHa19ITS1RZS05eHBEbnRsMElVVFVOeHppNlZOMGRtbE1jQjk4cm1sRk02dGE3QT09 |
Hi everyone,
I recently built an open-source OCR pipeline designed for deep learning applications — particularly for educational or scientific datasets. It’s tailored for extracting structured information from complex documents like academic papers, textbooks, and exam materials.
Instead of just extracting plain text, the pipeline also handles:
* Mathematical equations (via MathPix, LaTeX-level precision)
* Tables and figures (via DocLayout-YOLO + OpenCV)
* Multilingual content (Japanese, Korean, English – customizable)
* Post-OCR text correction & semantic tagging using GPT-4 or Gemini
* Output in Markdown/JSON format with metadata (perfect for ML)
Ideal for:
* Training data generation for educational LLMs
* Preprocessing data for RAG pipelines / tutoring AIs
* Document understanding tasks (classification, tagging, QA)
I’d really appreciate any feedback or improvement ideas — especially from folks working on educational AI or document processing.
Repo: [https://github.com/ses4255/Versatile-OCR-Program](https://github.com/ses4255/Versatile-OCR-Program)
| r/deeplearning | post | r/deeplearning | 2025-04-02 | Z0FBQUFBQm9DbVhRZ1cwWThISzdBeW4tdTNaOE1DSldfTWxnWUF0TUZIRU1rbWx0UzVYYTB2Q0dULUtaQjFZQ2tlSTRIbkZjc3BKU0NHZjRyMms1SGZ4ZGdRbjdEU1BYckE9PQ== | Z0FBQUFBQm9DbVhRVTRnZE1QbzlhaVE5cnRES2g1cWN4Tm5sMnp1STNqaTJDVFI2V2t4endIXzlnVDZsM0ZwbjAybmJSZldnb09XSDVXaGIzZUFjZTgtay1kTUR3bjIwaXFsNS16THRWTFlodnNheFd2aE5VTmpuRzU1REdtOWNYVHl0OENHZEJva1hrV0xGbHBza0hOT2RudnpOb3hnY296M3F0bjlfTFJ3U3NPZXNiTUdrNzQybEdvdm9GUE9PTkhFME5zcmZuUlZuX1lrOWJBTzFFMVZNblZJZG5FcXBrQT09 |
Tariff day let's see what happens next...
Are we going up or down?
I think worst is almost over since last 4 months...
Hope now what is coming will be great for April...
| r/cryptomarkets | post | r/CryptoMarkets | 2025-04-02 | Z0FBQUFBQm9DbVhRSDN0d0d1RTI5elhTdUdxWGNvNW9QVDFDczNDdmtwZ19BVzZmQnNLRGVyUzQ2RnBxMWl2aDRfdVgzRmk4Z2hpTDZDQ0lFcUhkaVZwQ0d3Rk9razFXUnc9PQ== | Z0FBQUFBQm9DbVhRSUt6VUp4aXRxNEtGZU9OWGNkMTd5eTh6M1Nnb0RVRGx5YUQ3S2F4R2IwQVBhTHg0MjVGYlBLZm01azhwdU9qbjgwQ0ZmSXJNRFJoT09PcllUN2ViVmdHWE5qTWl0LXZkZXcyeDNya01nekVCUmxiQXFlOXI1YlpQbmlBQmpkRGVIdG9ZS0FyNEdlRW5HcFBEekpMUkZNTUdzWnJGS3kwSnRuVDgweUdJZGdjMk1yanJmdWRXR2Y3NTRyQkpsRDE0ZjRIWGlERFZWSndHS2kzMTR4MlZBQT09 |
I recently read a paper that introduces a way to extract 3D motion from videos without any training. The approach, called Easi3R, builds on DUSt3R (a model that creates 3D scene structure from image pairs) and adds post-processing to separate camera motion from object motion.
The key insight is using geometric constraints instead of learning from data. This is done by analyzing point correspondences between frames and using RANSAC to identify which points belong to the static background versus moving objects.
**Main technical contributions:**
* Uses DUSt3R to extract 3D point correspondences between frames
* Employs RANSAC to find the dominant motion (usually camera movement)
* Identifies points that don't follow this dominant motion as belonging to moving objects
* Tracks points across multiple frames for temporal consistency
* Clusters points by motion patterns to handle multiple moving objects
* Requires zero training or fine-tuning on motion datasets
**Results:**
* Achieves competitive performance compared to trained models on motion segmentation benchmarks
* Works on complex real-world scenes with multiple independent objects
* Functions with as few as two frames but improves with longer sequences
* Shows robustness to challenges like occlusions and lighting changes
* Maintains DUSt3R's capabilities while adding motion analysis
I think this approach could be particularly valuable for robotics and autonomous systems that need to understand motion in new environments without extensive training data. The ability to distinguish what's moving from camera motion is fundamental for navigation and interaction.
I also think this represents an interesting counter to the "train on massive data" trend, showing that geometric understanding still has an important place in computer vision. It suggests hybrid approaches combining geometric constraints with learned features might be a fruitful direction.
**TLDR:** Easi3R extracts 3D motion from videos by building on DUSt3R and using geometric constraints to separate camera motion from object motion - all without any training.
[Full summary is here](https://aimodels.fyi/papers/arxiv/easi3r-estimating-disentangled-motion-from-dust3r-without). Paper [here](https://arxiv.org/abs/2503.24391). | r/neuralnetworks | post | r/neuralnetworks | 2025-04-02 | Z0FBQUFBQm9DbVhRRS1FR1R1SW5vMm5fd0RmUTBRVXRBMDYtbU9QSjlKcG1Na05XLWFxTy14ekFSSHdxVlVaaUNMelVIMFpQclQ2WnF1bThPaFlDQ1plcGtrYV9hby1qTjRvVFVkZmlhblIxYkEyVWQtbnY5Uk09 | Z0FBQUFBQm9DbVhRS1JRSExsZVFmdEFldGNTY2x3cGdBVDY2bkZRZmZxU25sWHpxZ2dJNUZYWkY2OFI0TUZfYzlDVFpFdlZQRDZ1ODNFLW9wNWpSZC1qallrTHg0Yk0xaUNJNTlPdzZxc2NEeEFCNjFvSU9IWVdvcWNORG5OR1p5V0dWTjhiVXFUMjhJN043aGNVRWZmZEZUWTUwcEtVb1lnRGoxY0JkTWpmVDhzejZuQUNkTmJvSTREbjFZeDlqS2NqMm9fRHdiZDFtMEJ5eHlsdkdtQUpQblIybE5VLTF5dz09 |
I don't like to work in a job that I don't like, and yet the days pass and I'm 35 and I don't know what the future holds for me | r/careerguidance | post | r/careerguidance | 2025-04-02 | Z0FBQUFBQm9DbVhRY0s3TFctcGQxb1BJS1hwZl8tenFNUm9CZHphS05fWXdnWHdDX1ZZWDNTbjNCajQxeHdTMDh1U1diNkY3QTRGQ0FOTUZNV1ZCYXFEOU1ZRWNVNk5XQWc9PQ== | Z0FBQUFBQm9DbVhRaDFKbm9KRk9aM3NXVnRsbjN1UU5DTVBKSUhYdV9QSEJqWE9icExfNVA2aDAzWDNMbFhWcnI2S1VYSGpFS09PMzFMZWRwdERldFh1QmNGclJCNGlxTkwzU0lwYzV3UWFfX1ZuUm5QNjh4QlZsUHNQUnJCM18tbFE0UnhGTGo0cUtWTGhPSlF2azVYamFGdnJIY1h2QnVEUmpQeFhoTGV6XzBHX3pNTzBzNWxjYnNXdGxuejlTUGtSRy05amt6R1FWbzVTVGc0Z043ZW9aRk5hRl9RbURLdz09 |
Are high-tech CEOs deliberately creating artificial hype by claiming that people will lose their jobs faster than ever and that AI will take over all tasks?
I have noticed many billionaires frequently making statements about AI replacing jobs. Is this truly possible?
How can businesses survive if there is no demand for their goods because people, having lost their jobs, lack the money to spend | r/careerguidance | post | r/careerguidance | 2025-04-02 | Z0FBQUFBQm9DbVhRT2RxRUkyUXJjWDNmbXM1ZjlQeVRabWRxSWptbXd2TW1tY0VfRzlnXzB5ZXNWVEZyU09kOUtSc3RZRzlqZ0l3aXhDVXdoUDBCaDZKUG43S19xSUZOc3BzOGJVUmJvQlExYTNRbWlDTzFxd3c9 | Z0FBQUFBQm9DbVhRN2ZxeGVJY3FMU2tTVldWYnNtUC1mTmgyLW9kT1ZyVndwT0g5ZGdHNldfYnV4OUJ1djAwUktOa2wteFdNSUhBUDhYZXRKenpmYmVnblZlQlA1ZVFXdHFvelo0c0RVNmx2NFRMOUV5ZVhoYnVJRHRSenZDMlNhcTNOYjJSY0R4OVZZMXRDcEJ3em9paEpwTVFrQ3RBaHdzYnpRaUxJR0psa0tVYjFjUlBGakJncnN6anpKN0UzU0JUdU9STDU4UUc2 |
[ContextGem on GitHub](https://preview.redd.it/4mh9wffzzese1.png?width=884&format=png&auto=webp&s=390b6571134b30337932c23b90be97477144b1f7)
Today I am releasing ContextGem - an open-source framework that offers the easiest and fastest way to build LLM extraction workflows through powerful abstractions.
Why ContextGem? Most popular LLM frameworks for extracting structured data from documents require extensive boilerplate code to extract even basic information. This significantly increases development time and complexity.
ContextGem addresses this challenge by providing a flexible, intuitive framework that extracts structured data and insights from documents with minimal effort. Complex, most time-consuming parts, - prompt engineering, data modelling and validators, grouped LLMs with role-specific tasks, neural segmentation, etc. - are handled with powerful abstractions, eliminating boilerplate code and reducing development overhead.
ContextGem leverages LLMs' long context windows to deliver superior accuracy for data extraction from individual documents. Unlike RAG approaches that often struggle with complex concepts and nuanced insights, ContextGem capitalizes on continuously expanding context capacity, evolving LLM capabilities, and decreasing costs.
Check it out on GitHub: [https://github.com/shcherbak-ai/contextgem](https://github.com/shcherbak-ai/contextgem)
If you are a Python developer, please try it! Your feedback would be much appreciated! And if you like the project, please give it a ⭐ to help it grow. Let's make ContextGem the most effective tool for extracting structured information from documents! | r/deeplearning | post | r/deeplearning | 2025-04-02 | Z0FBQUFBQm9DbVhRY0Z1VTFMRjBNb3N2WlNhYkdfc080OG9SMzJZZllmSmFhTVVNUExTa3FZV0JiQmhnSFIwUGQwcHdaYk1MS0JjWjJHQVoza21hMjlfYTVvUmFDNVJnaHc9PQ== | Z0FBQUFBQm9DbVhRLUlYUkRwTUJTb1dlcXRfQjFEMmdOWC1RcU01b1dDYjhHcEZqV0s0S0V5QW5qTS1wRExFQVRTRmlFM2lkSE51WnRINDRteU5BbWxYeVF4ZjJNejlrTkdOT2xhR1Z0emhOVkhJdHltZFlEcmU5RVNXN2Q0MUVhZUN5T1BKZ3NqSGVnTFZrV05XUkpuQlBpbHc4aE1iazdjLURGcU1ZU3lhaEhhNURBNjl5SFZ4SHNKMHFmVTc5RW1pWUtlMi14dVdJRW9MTW13cXFueksybVlSeVZIeGh3dz09 |
Ok, I hate working with databases.
I refused to do backend, because of how different each database is. I feel so overwhelmed by the amount of SQL dialects, ORM tools and other differences.
Let me be clear, I am in the industry for a while now. Most of it as a hobbyist during my teenage, now as a professional in a financial corporation.
I no longer feel passionate about writing a nice UI. I want to write just code and don’t give a horseshit about the looks or UX. Every time I try to transition to backend I end up regretting, because of the DB manipulations.
I am now somewhat ok with SQLAlchemy. But I don’t like python and JS ORMs feel so complex. Honestly, the most comfortable is PRISMA.
How would I start to be confident and actually efficient in databases? I no longer want to fear of them.
Edit: thank you for the answers, they are what I expected. I will just take my time and properly learn the SQL. | r/learnprogramming | post | r/learnprogramming | 2025-04-02 | Z0FBQUFBQm9DbVhRTm52SHUxX1E5Y19iQ3lwbUF6QnJsREhuSUZLaWtPdE43ZWNiNzNpZzRYNlhtNkpMeDY4dDlzbjd3cjQ1aGtTc1FLTFcxOEVhQ25UUTQyZjlLSURWUmc9PQ== | Z0FBQUFBQm9DbVhRSVZBUjJzdmdydzh1WGV2Slg0MEYyUXE1VW9nVG5Eek5uWnFqY2NNMGV6VTB2bmc5ZE9XM0F0U3M5TkxOblNydW5SSlN4S1hWcWJDMEFadzQxbGdYdEVtYXBueVNzaWFkeUNxMlpzV0tyTjRsME8tV2ZRVGNTU3o0cGMyMS1RcE5ZNlZrc1o4THVnTENWbkY4T0Z2anZkVmxzek04ZW9nU0QwZ0VCR3NLN0xCbndlVFZiWU1VanVWUHlsZXJuTElFTTFyelhDVFV6TE40bjFoOFdyT182QT09 |
A reminder not to forget the traditional April public audit of XMR reserves.
Withdraw your XMR coins before April 18th and keep them in your own wallet at least for the whole day! (UTC time) ... and this way celebrate Monero's 11th birthday 🎂!
Please promote this event and don't forget to share your experience (of our joint audit) here in Monero's reddit on April 18th.
Notes:
* **Gate** dot io has confirmed that it is leaving Monero: "*We are gradually phasing out services related to XMR*." Monero is also missing from their "*Proof of 100% Reserves*" list - which includes over 200 coins. They regularly delete posts regarding suspended withdrawals and MoneroRun from their subreddit.
* **MEXC** is having trouble with XMR withdrawals this year (and also with other coins). They regularly delete posts regarding suspended withdrawals and MoneroRun from their subreddit.
* **XT** dot com is also having difficulties with Monero this year, XMR withdrawals are currently suspended.
* **Poloniex** and **HTX** fail this audit every year. They only occasionally have XMR withdrawals open - most of the time withdrawals are closed (and the price is different than elsewhere). HTX Earn offers 100% interest. According to statistics, HTX is one of the largest exchanges for XMR ... but apparently only some fictitious numbers are traded there. | r/monero | post | r/Monero | 2025-04-02 | Z0FBQUFBQm9DbVhRUkRIWDNLSHJfTG9qRld0UmQ3d2E3djQtaWctZnNWWVc1ZUx0eWFTaF9sUzZmV3VFcGlROVM3MFVveGxsQUpTMk9lakJrYm1zd192WVJMRE1jb1IxbFE9PQ== | Z0FBQUFBQm9DbVhRa1ROaG1Nd2xISWR1NzdUUHE2SWFOcUtIV2FFUk1IZF81UW5Xa3dkMVJkU0p3V2JvV0ZzbWJQUEhHTk5hSERRM3A5SWtVc1AwUmdNOGtZWXk0MG5sOFVFN3dxX2xtMU5lLWo0TTg4X29ER0VYdm9OenpDYzFMcGRBX1ZBakI4RC1YZ2MtdHN6c2xzRUFDekRob285M1VTX0NNdzVsUW5WWUllVUs3azhzd2lKaG94NnVodjlxQXpMMzZZVTBIYkdV |
It loves $16 let’s see if it can recover sigh | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-02 | Z0FBQUFBQm9DbVhRc3ZOcjJYckpnQkFIREZWY1pMVkkwYl9NV2RIZmk5TXZpcmkyeHVCYnA5ZGROM2RGc2pEc2FTSTl1UHZTUm1VNXp5V2JadVJiNzdtMkZoWEFkVTVKcWc9PQ== | Z0FBQUFBQm9DbVhRWUtCUWE4ak9fZmZ3UEl3RTcwaGYzdlFmRGFUNHpFN3EweVJkTDFKeUgwS0VQcm5lSUdlbDhMbnBUemZYc3AzN3BTMGdOWS1NWU1CTFQtOWV4QzlPYnFpRm1PZThweFpIdjUwdmUzOVplRlU2amt5N21wLURCRERscWc0LTgyQkZaYVE3cVRaaXVfUXF6dWtqaUwwM3MxVWd6RmxVY05hQmxiNE1pUmtGRWtKUFZZVGFlYTd6TGl1cGwtZnRLTnd0QVJHc2l5d0g1N1JpdkpVOXVKNE5ZWjFOMmpxcDIyaHFjU1AyWjBJV0xQRT0= |
Don't know whether somebody needs it or not, but I will leave it here. I am a software developer and personally I am tired of all this AI buzz that's going around. You try to read something new about tech, learn something new, and you get overwhelmed with AI bros claiming that "something wild is going on it's gonna replace us all". Then some time passes and people forget about this and move to another hyped topic.
The thing is, that software developer job is changing all the time. 10 years ago developers used completely different stack of tech. 15 years ago mobile developers as we know them today didn't exist. Gamedev was completely different years ago. So of course take 10 years from now and you'll have new generation of developers with new skills needed to keep working. Nevertheless, there still be lot's of legacy that works as it always worked. Like right now there are code written in the previous century that is still working and people who support it do not care about new version of Python.
If you want to work in this field, learn the basics, learn new skills and build what you like and everything gonna be ok. It's not that easy to switch to CS after a month in bootcamp as it were some years ago, but it was an anomaly. But it is completely possible. Just believe in yourself. I don't think that software development jobs will go away anytime soon, because who is more suited for guiding all ghis code generating tools than us? In their current form they are not able to solve real life problems on their own and it doesn't look like they will any time soon.
If you are afraid that AI will replace you as a developer, think that if this happens, it will replace not only you but millions of other people and you won't be alone. At least :)
Also I'll share this advice. I stopped using reddit for a month in January and it was great. It's so beautiful to stay away from all the hype, made me more calm and I spend great time living my life. I think I will repeat it again. So if you feel anxious because of the news, stay away from them for a while. Delete social media apps or add rate limits at least. I am sure it will make you more productive and happy. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-02 | Z0FBQUFBQm9DbVhRZUVyclAyWnJ6Y29KZ2IwN3FpUFVaOF9QbEtnQm83dVlwWFM3T19ibDZmZ1k3SXZPWndxV183N2RocFF3YkYwRmhnNVVhdkNxM0FCOXlZb0JWWGZzVnc9PQ== | Z0FBQUFBQm9DbVhROUJiYlZ4dkR0WEJZQnhVdXo3bHMyeTdod1RZWmhGWVQ4RHl6TjVMNmVzTUFFb0dPcXR1LTZSRl9YMHVaTElEeFNWX1JNR18yMW9QdVNRdXB5X1pIZWVzd0stb25ZcjY4X2hiaEN1QTM1WkU4QjBnRzNQWHoyZG1iSnJWRWRGZjluakZjNHljRm5ucFVuNzI0aFQ0bEprUG1ZQ0N0ZUkxcmh3Zl85X1ctTXVqVXJqdWdqWG9pY3NkWUx3OE0wQ1dUZkZuakh0Vk5LalNJSnlvakx5U2tRdz09 |
So I have a static page on netlify but recently heard a horror story about some dude getting charged 100k after one of his mp3 files got mass-downloaded. The story went viral and I'm not longer interested in using them.
What are the best alternatives? I'm using a static website albeit it has some images.
EDIT: To be clear, I NEED a hosting service that let's me place some type of cap/ceiling. I will not tolerate the possibility of getting a sudden massive bill because of an unexpected spike in traffic. | r/webdev | post | r/webdev | 2025-04-02 | Z0FBQUFBQm9DbVhRSWFQZjh1Ump2dERVR0RRQWoxYUV5SmxUd3k4SXlLN0dGd3lMdFMzVDVRS2hMbmlDQkxOYVMyQjh3eG9TS0tST0lWbzZDV0dBbEQ3Mnl0N3phdFdjU0NqZW1taTRaeXQxWmdKOGl3OE14dU09 | Z0FBQUFBQm9DbVhRQVo1U3M5VG8yUjh4cFN1OUNraWRDSkNkMmJfYll4X1JSdElUTTRscTZjM3pIN2pkZzBJZUxYUU1BYVpEUEZJdUs2V01PMTBqd3IwbWZZRkxuRS13TTJZVnY5OThuZG5SS1FmUS1jZnlBY2lraFJzSkt5WWpNR2pLV2ZjQWc0dktzUWQ5Q3lpMUJabDNvOGhaSjZuN2V2VmQ2NjkzaHpURlJoT1hvQ2M5U2pZPQ== |
I might cry. For the past month, every single time I try to catch a dip on ETH, some bot beats me to it and I end up overpaying. Seriously, how do people keep avoiding these front-runners?
A buddy suggested “encrypted exchanges” are the answer (he mentioned something called Enclave?), but I’m skeptical. Is that really a thing? Would that actually hide my trades so bots can’t snipe me?
I’m losing faith in my trading strategy - if I see one more “transaction just got frontrun by 0x1234…” alert, I’m going to yeet my laptop out the window. Anyone tried these privacy-focused platforms or found a better solution? | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-02 | Z0FBQUFBQm9DbVhRUDRrSWI0c1VSRUJOU2VYZU9aZUNQNnR6a2ZybmFXRXZGSXJRLTB2VmN1MTZVNFNUOE9vMU9UNy0yV0RNV0R3bUN4cEtvUE1lZnNnRDBLSXZ4bTlVdVE9PQ== | Z0FBQUFBQm9DbVhRd1lUZGNydkFlOFpDMFZnTkFkNlNBYkZEZGtwRk5PeGpKbHd3QnlhenliUlpoMTFwNDJIWFQ3U1MyM3dyb0ZLdy1NemZfSFF2MVRCQmRvdlZuRTV6UXU3TWVHYjUwa2hIVXVqcGFjOUdudXV5M0kyRmU2Tkw2WnNYZ21rNFJtOFEzZlBlS19rWHZjNmxjbndlTDhGZWdueFZXNExEMjhabnVXcW04dnBvRm1rMndLQ2h6OGpidXJyX25LZ2lvYmdzZ0hPN1FnMkp4TmpuZmpvbW5WT1liZz09 |
I have used both Keras and PyTorch but only at the surface level. I am thinking to learn one in depth keeping DS/MLE positions in mind. I have heard that big companies use Tensorflow since it is more flexible in production while PyTorch is much more used in academia and research. I can't learn both at the same time, so want to know which one would be worth my time given that I am working in industry.
Note: By Tensorflow/Keras I meant starting with Keras and eventually evolving to Tensorflow.
PS: From the comments, I can see a lot of preferences for PyTorch. It's a clear winner. | r/datascience | post | r/datascience | 2025-04-02 | Z0FBQUFBQm9DbVhRcFZNWGxKTmVTSlZMM2diRFlQNmNsUDE0Y3dDNWtoem16TGhmd2NhaHN1TGpTVWtGYnpCcC00U2RiOVZuaGM2OUlWbWdmeTMtN3hQb3hJNU51clNHSHpoSmFBdFJkQzRqOE9UR0QxZ1N3U3c9 | Z0FBQUFBQm9DbVhRR3R1Y1Exb3drUmlMd0RVTzFzQ2FjSnNUbE9ZenlQNDhCWHN6cWF2SVNiY3VzRXNJMFpkVmt4S0kzaVVoaWVGQTZrWm1BVEJseGFmby1rZmdlRlZxa3ZSUHdXOUFhZnZtVTV0Rm1WenZBT04wU25BT0swZE5TZ0I3Mm5LWjFxN1pZbW9tX2xJWVRYMXBqZElSSktOUHNXRDh6MXFqa2xJTXphSzFNSDRheU1VRVBVNE9uTDJXcnctcUluVFVwYkpL |
Would it be possible for the Blue Wall (Pennsylvania, Wisconsin and Michigan) to split in the 2028 or 2032 presidential election? The 2004-2012 and 2020 elections they all went Blue, then in 2016 and 2024 they all went Red, but could a split be possible? And if yes, which would each be likely to go in the same election? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-02 | Z0FBQUFBQm9DbVhRUUh5WVJPRmFIdk5hNy0zaUJfWFplY1NTSkZWVDVzX1ZqRU1JdktuMDQwS3ozRGs1dGtKd3NHMndNSnBYNU95a3Q2WXV1UHBnWmpucUJxZ3ZkNFM1dnc9PQ== | Z0FBQUFBQm9DbVhRSkJPWUhmRlA0YkE3UzBuVUZzR3Z0LTZ0R1ExN2t4SFZuX1pQa0FKOWRBcm9kX09za3hpM3BXQllvZVhlZmRBVUVtT195TUEwQVRTTjBZVUZfWjRhdWFyd3JBTFJ4MjJPdEUxU1pxNVVpTnA5M3J0R3pQLUVVbXdlZW0zQkdJQmdPX19ZU2lWdlVnMTB5RWU2R05vUVZ0MWNrNlJJU3BuR3ZLaGMtVHdIalJBPQ== |
Nothing like making sure women are policed to make sure they show the right “respectful” tone.
Then again, this is Welsh Rugby (not all of them I hasten to add), so fundamentally missing the point is normal running. | r/rugbyunion | post | r/rugbyunion | 2025-04-02 | Z0FBQUFBQm9DbVhRWEhqanJ3ZkhnNDlWYUlTTXJBMm5tR1QwNkxNYUxLR25WMEVDcEZwdXVobTZaMkIxdXg4bm5oSFJEMnBjbEZCNDVvWnowQ196VUs4dGRSRXlwbkdvSXc9PQ== | Z0FBQUFBQm9DbVhRcjlvWHJadTREODhtQm53RkZTd3NURmp1Q1F4TTFLbW8xSWJQVm9jNzRBNGQ4VXR0NTRINXFIZ3pxUkNVTXZXS2E5S3FEc0Fuak9oMXdIUDByNU5JZ2RvTXI0UzZwSlU2SlF3bXFRMXY4THVFd1F2QXpXblVrancyNF90alE4STdEczRXYVhpbUpVc1dTT0pnQTh5cFVqWUVZVVZaaGJoejc2NVgwcW5adHhxdDFOV0dwNzFCbElxYkRjYTRfbHNv |
The source are Amazon price lists. | r/hardware | post | r/hardware | 2025-04-02 | Z0FBQUFBQm9DbVhRblNBWVpTbUdRQTU1blJWa201TXZfXzFBV19uWWU1ejFrbmw3Ql9xOVVJaDhIUkZDaDJOREktODdFbXQ5M0haS2lGbnlnRzdSYVFSMF9UMDdhNHdydmM1Z2VLQXdkNmlUcDNETUQwQXpaUHM9 | Z0FBQUFBQm9DbVhRTlZvLWJNbkM4Q21CMngxNGJISUl2X1REbmlyUVZfbERyMmpyY2RhZ0dBdVl4WDlKZ2ZQTmJua0tXaFdjQVEtQ3ktRGNfN29uaXJHMlkzaE45blRKM2E0RHA1TDFOb3phWDJOa1pUNXJZUm5SVmEwVFFXU2FyLUZYNTZOdy1nSzJESGZ4MU1lZHFNV0Z3Z0FsbE55OTF2V0dUa2lrTkdNLWNaTE94aEo0U3hJQjB0N0FyMFFqT2RBNHJkbUFyamdmOGxZeVdHbGxEMzd3SllfelI2T2xIUT09 |
It looks like they are facing some huge disaster...
their status page returns sweet 500, and the main page says, "Page not found" :D
I have work to do... :D | r/learnprogramming | post | r/learnprogramming | 2025-04-02 | Z0FBQUFBQm9DbVhRSDl1Y2Y0U3BMdnJ3ZkJaelRBcUpZM3hPWHZBZVFOamRyNzgtMTlEclJpUXpwZjFJWkpkbVZUTF9oSUlIZE4wc01xVmtieUhYS1dRV1pkN0Zoa3h4dEE9PQ== | Z0FBQUFBQm9DbVhRaWpTYklveHZlZU5jT01sS2xzYkY1eFVvVUxJSjF5b1k3SGRQdzBmZnBoTk9JeTVHdUFLSWVvczZxbVR0eTFRMnl6TUdNR1Q0UWtnZ1ZvdjJoT25ZZ001T3ZZbDR3SWlaNHJDZzdCelRsQllod0Vwem5sZmo2Z0U0VjBnRVViNlMyYVFRZmJnUmRuNE9wa3VFUUNmOGZ0amM2QzdHZEprYUwyaThjVXhPYUl4QUpJMlNtaC11VVhoaEJvQmZMS1JvbUw1Qk1janIxMVpZdkszM1NZYlotUT09 |
This is pure evil. Not a word from US newspapers. America is so obviously enslaved. | r/wayofthebern | post | r/WayOfTheBern | 2025-04-02 | Z0FBQUFBQm9DbVhRNzNxV01INUJ1Z05DdmJiUk05MUtWcGtaUHUzbDVsYk5HcUlCcnBYU0xzZFprcU1JcXlUdXgxejBzc2FoZnpkU29ycnhFZVZZMUFvNUw4UzNaQnBrMEE9PQ== | Z0FBQUFBQm9DbVhReHozMU9ZSDdqOXlGVzRBMDNTQTZOTUdRck5LNC1qM0RQVFNyNFN4QXh0d19GQ2c2RVZGNGRHQ29NZ1ZndU1XNVNvRlR1MUlHdXNpTS0wR1NPZXo4LTlEczRsVkRYOTJXVGxkdWZzQ1d5OHM5dXJKLVVuTzE3MjBldklUNUJoTS1ZajJPbWxDQ19jYndfTk1CdzhQQ0EwME1rQ2wxSVJ3bExkVERnWHRlWTBUUzZCZkE3eWNBZ2M1eUloWFFkazY1UkNmOWFOYmY4R1lmNkxqWUNjc3Iydz09 |
Imagine where we would be if this had been true. | r/trump | post | r/trump | 2025-04-02 | Z0FBQUFBQm9DbVhRLV91dlpPVF9TdFZpTnFyYVZVRVhlQmpkUWljWHJqcU5BdURwVlc5aFNsUnlibmNha0JpU0VfS2xvZHFnYVA5Y3lOSlZKaFFTQjlVbi15Vl9iZ2czdmd4ZUY4WWVJaGRuenJicmhxN1pLWW89 | Z0FBQUFBQm9DbVhRSkh5VDlFVTFjMUViNlBBVF9sWnQzMTQ0LW1tdnBoOVV4bmpEb2h4TWUtWjlOOEU5UGR1V044Vy1UOVE5SUNwVm5CeWpla2Y2OUwydjhUYjF1LWhXVXh6QnpPd3lmVXRZclZmcDRVUkFKeTRhdHVHM1JKdjVvSTFBSklMTVlFUXBlUERrVW9HTHJFVDA1ZXA3d0tYY2ZBUTdkVWMxOFlWVG5zbExLYWVRSk5xTTRuRmpkaEhrNVBiMDgtQW5NZE9l |
I work for a nonprofit, we do an annual fundraiser than bring roughly 1000 people into one large hall. We have a lot of silent bidding items (in the 300-400 item range). We are looking to move to digital bidding, but the hall we use is built like a brick so cell signal is not great, and they have a single WiFi AP for the entire room.
I have access to their ethernet port, so I have been considering setting up our own infrastructure for the event. What kind of WiFi APs would be able to handle a large amount of people, in a 32,000 square foot room? I would like to go as cost effective as possible, and something that is easy to manage, the more plug and play the better. We will only use these once a year. | r/networking | post | r/networking | 2025-04-02 | Z0FBQUFBQm9DbVhRWGZNdkJ6YXA2MUx0YmlmOHlVWHRPYTJsaFNHVHVwdVlhY1dPeVV4WVhIRE8wclZEd1oyRFZzbW1wZDh2dGc0bnU1STk3UFk5dTNrdzhwRF9ibjVTOWc9PQ== | Z0FBQUFBQm9DbVhRaTUxNTh4aEM5ZWhLWlpzSGlTMjhWRlhBbFdZTzhJRlhuZXdBQUdUWnB1V0NEY2hpakNXT25PYVNRc2dMNkdCLUNUR2dvWmdOV3BnU19CRGJsc3JmcXZVS0NnbUJ4U21yeTZxRnE5dDhxTlBSZERIbnppZy1TeGpPMkpkdzk3NGU5NHpqMXZDUFVNTlRiT3p1N1FWWFN2c04zU3ZRZTk3eC1Tbm5vTzBTSDdlWk5ReUNjLU5JbW00Q3RlM3Y3bEVCTV96NkRUSXhrWjFrUm9hd1BhT2dQdz09 |
It works better but what is the theoretical reason, it uses diagonal of empirical Fisher information matrix, but why square root it? Specifically full matrix Adagrad which uses the entire FIM. Why doesn't natural gradient square root if it's basically almost the same thing? | r/deeplearning | post | r/deeplearning | 2025-04-02 | Z0FBQUFBQm9DbVhRTEpiX0xOS2JiMjNrMzFBTm1HbG9xd2NMTDd1amU4T2lmbm1seGlaS21HOF9oUHd3SDI5OV9sS2NKaTVRR280WlV1ZGhxNWVSMGFwZGFwRzk0RGZzekdtNDFONHBaQmhXZ0Z6UnVvT29OZTQ9 | Z0FBQUFBQm9DbVhRMzBxUGVBb1hEalhIMDdhcUlPRHpQbThJZEdqVTRuWTJqQ2hXM18wUU1KV0k4Ni1lSkRRc1NaV3owQkRXN3lTS01uMjRueEtQVFlvNFIxam1yZkRNdUlSQVFDY1psUGQ0VGxVSFBrZTZLY3VPa2lmOEMtY2podjR5aFZjQ1ZrZG9yNUY5QnZyREM1TFc1aXZtd01OZ29vS3N5Ul85cWZobnN5b2Zlbkg0SmJ0T3RRS0VhYTBqYkdBZ1dSWXNJdTNsbmg2SHpua1cxZjk5Z2szU0ZiaVltdz09 |
Current Jr Net Admin with CCNA with 2 years experience. I basically rage applied to every single job I could find. I just got an email to interview for a Network Engineer at a huge F500. The job description is way above what I know and states 5-7 years experience and the pay is double what I currently make. Feeling serious imposter syndrome and scared I’ll make a fool of myself.
Should I even go? | r/networking | post | r/networking | 2025-04-02 | Z0FBQUFBQm9DbVhROGVxYnV1MTBLMnpCRXV6Mks1OHZDdFpCckNaTnhZalQ0cThBUEhYTW1GSHQyZmhqZXd5ZEUwM0FLZTNCNVcyc1BsTXlQU0oyY25ZWW9CeV9DeDJkdmVjZkJXTW9TQl83X2NMUjhNQXFKR3c9 | Z0FBQUFBQm9DbVhRSlA5ZldlUnJpdUxWYTV4ejc1QU9jVFNPSmFfSEJyTWJPZFJGSE1JQmluQWttSTV4bnJWdXBJU2ZGVWRIbl8tWWE1c29tME1WaFc0RU1QZlRXa1ZvTk5tRXl1NUhVaGNJeWVpTWtLcjJiYUdoZkJocjR5RHJ3QzZzMDJFZjRhdmdVT29iTTJ2cDV5ZEtBMGl0dkRaaGZzandVUUF6SS1CRGhzRFJhSFhCRVRvdUpDRFVDMjlSM090VjZmbXlRemc4VzFjY0dKRHdaaEphUVJ0cjZUTEM1dz09 |
Just wanted to share a quick update for anyone tracking TAO. As of April 2, 2025, the price is hovering around $230. The circulating supply is roughly 8.5 million, which puts the market cap somewhere around $1.8 billion.
Looking at how it performed in March, the price moved between $225 and $311, so it has been bouncing in that range for a bit now.
As for what’s ahead, a couple of sources have posted predictions:
Changelly is forecasting an average of $624 for this year, with potential highs reaching up to $734.
CCN is saying it could climb from around $480 to about $750 by the end of 2025.
Curious to hear what people think about these projections. Do they seem realistic to you, or are we looking at something different this cycle? | r/bittensor_ | post | r/bittensor_ | 2025-04-02 | Z0FBQUFBQm9DbVhRS0FHMnJoV2lhY3dySE15NE1UUGdMRGc3clp3cFVYN3Jmd19xMHB2ZkFIZ2hubjBqUjBHdlVoNE9lX2xQNmlzMmJsRGhNRUF1d21YNVJHcWpOOW50LWc9PQ== | Z0FBQUFBQm9DbVhRYVhuMERQZ0xkT3lxLXZfUUFmMXc1bkd0bFdNMVhJVW1HNjFsS094OGNieV9IWjc5Uy1ZcFV1ellmN2R2NTdQTlgtb0RZMVd1aGx4c0FqWTg4NjhVRWpITDFjaTNKV0pLNGdGUFROSkpURHdGdW9SQVBfcy1mX3VhVGV3Nl9PSHJ4UTBUdGlXaUM2eUtnWnE4VTRsMkJ0eEJUR0FGQ0Q0Ym9WdGhCWi1CcnFNPQ== |
Personally would rather see good kickers get an extra few seconds to settle themselves and have a better chance at scoring than to be rushed and have a dodgy attempt. Cooney makes a good point about scrum times and kickoffs/restarts. | r/rugbyunion | post | r/rugbyunion | 2025-04-02 | Z0FBQUFBQm9DbVhROXVHQ3hkemtrY3lsR0hCX1hmRDMxYXZVTFp5NVZYdVFKc1hna0tkaWxvSGRQNVVPU3ZOVjAwMkQtZVhqUmlSbVktMmNGckxrUkZfMU9IWlhQWkhQcHc9PQ== | Z0FBQUFBQm9DbVhRY1lSZlhKMUNzV1B1SExlTEswZWJVMmZ3Q2FmMUJtZW5acTdkR2F1RkQyYkZoejNLMVRmWTAwLUl2UGZoWVBMRHFvM2pGMmU1YmNkOTZHNTJsQzI1TWNyc1M4aExodWJiUEFkNlNkVC1YeVJWbWYtLWZKTXI1LUVDdjAzUkphRDBwU25XMVhocGdKOGJyU0Y4UF9XZVpxVDU4Z2lXZ2hBUnNKYkJtd3RnaFNGQnI1NVdDV2pucm5fMjhXUzhMUHd0aHZSUDRLVHBLUlNMODdibEg2bGoxdz09 |
Please let me know if I missed something. My goal is to make Monero as easy to explain as possible so that even a stay at home mom could understand.
If you have any suggestions for videos on Monero, sovereignty and privacy let me know!
I wish someone would’ve made dumbed down content on Monero when I joined in 2021 | r/monero | post | r/Monero | 2025-04-02 | Z0FBQUFBQm9DbVhReUFhRHlyMmdaR0hJQTVoV2R5aFp3TmdZMThnV3RsN01LNWRyZE1tZ19MSFp4RUFtNDl6NzcwRFMtYXQxX3dDdm9UcmJiTk5FZHdVNUJBOWtpWWhkVTd4WkIweTBCMUN0ZUpaRW1Odk9lXzQ9 | Z0FBQUFBQm9DbVhRS1JWSzh0ZVRweGs3VDA2RkkzSEFFbmRxZFRGN0Z5LXd5M0RBOVI0TXNQV0dBVVUySzR0d09PQkxGWWdWWWF2XzhITWplLTJoM0NudVdOcHl5czg5UE53Y0hSVUI1WGFzZVhFTXp0S0lyZ0E1ZG9abkhxZDduWEdtRkZGRGU2NlRtVG14cUJEemRXNVZJS2pPQ1ZLS2RTdXBwR3hHcWMyVFJRbUkzd1FWYzRRPQ== |
1xCortex-X4+ 7xA720 | r/hardware | post | r/hardware | 2025-04-02 | Z0FBQUFBQm9DbVhRaWJWUDZEUklRQkNNQlVDZi1aOVVPZ1ZUY05mdzdhOUxQd1NTakpNcFA1dFJhYURsdk9meEp5T0RkbWs3d0oxVkJQZEJNQ2NDcmpvWnJzVHY1R1RkOWc9PQ== | Z0FBQUFBQm9DbVhRdGE2SkZjeWQwbDFVSXQwRWxLTEw0aVhIOWxqNmh1RlJPYzNhaUVETnhiRktvQk9ETzZ5X2NqUVdyVHZRRS1icmctSUlFY2tuM0U4czQ5S0tEeVp4ZjJMZ2ExYmYwUTQ5bnBOdGJKSkJCYkRLVlhEeUc0ay1iRUJIZzZMQnJDMnpfaWVZeFNJRFI2dDBrMUxyVDB0OHVueklMajVhbUNISmw1VGs5VUJQZU1QTkRDWEpfQ3haa0FGclB0bkp0bE1yMTNfVmJjeEx5UTJKZ2pweWZjUVg2dz09 |
Some of the Taoshi team (Subnet 8 - PTN) will be attending the End Game Bittensor Summit this month. Will anyone else from this group be down there? If so, we hope to see you! | r/bittensor_ | post | r/bittensor_ | 2025-04-02 | Z0FBQUFBQm9DbVhRQTlCVlFaT2xyb1A3NTRiZ2h0aklFekN6YXhMZkxaaUVNb3FNcl93Mm5MRnVuQ3FZZno5a2xBcWpzWEQ1aV9zMHRQSmhXaml2b0Y2RFBPQlNjSWI3THc9PQ== | Z0FBQUFBQm9DbVhRTFdwYnQ0WXdYWlNvMmlKMUVXYVlDVlpjd0tubE1rRl9GRll2YTJDcHVGYXl3dmhpZ0RhbENhYy12UlltYy0yVE5MLWJrbm9SSjg4SlBDX25vYXllTE9nZDZWVUFBWVBtdktjdjQ2bEFUNXJ5ZEktM29wb0tZUzdpdl9YNlFUVkFzemYwZV9pVTdhLUlyQ25RZjZQbmhqRTZQendPaEJfbE1zeTZqa1FtSkVQdmd3M05rVEloUFZyZzhDekFPRHdaSHRRcDdTR2hFaFpiNm9pYW9IdXRQQT09 |
Hi, just looking for advice. I have a project in which I must predict probability of robbery on retail stores. I use robbery history of the stores, in which I have 1400 robberies in the last 4 years. Im trying to predict this monthly, So I add features such as robbery in the area in the last 1, 2, 3, 4 months behind, in areas for 1, 2, 3, 5 km. I even add month and if it is a festival day on that month. I am using XGboost for binary classification, wether certain store would be robbed that month or not. So far results are bad, predicting even 300 robberies in a month, with only 20 as true robberies actually, so its starting be frustrating.
Anyone has been on a similar project? | r/datascience | post | r/datascience | 2025-04-02 | Z0FBQUFBQm9DbVhRazFvS2l1Mk5qcW8xb1VMcFB3NWE0cm4tTlF2NWhvMFV1a3RRRk1lcnA5TVI3SGlkV08xRUYwU3MzMGpzRWp1ODFZdF9MNzBrZUo0eHNsWGJ1RUtMa0E9PQ== | Z0FBQUFBQm9DbVhRMlVJTTRtWVJwYmdINFpFRENfUi14QkRaS0k2Q29BNm8xeGREWl9KY0lraUtCWTh6a0Y3RG5vV1Fkay1VeWIwakJOTVNaNnZlWlh6NkROTHI2Sy1ZSUtVNjRUYXVRSXRsNU1GcmwwV0ZIQTNPQ0s3ejM5T3FhSVdSckJwdFZxanJsY3BZN0o1NV9SYkJHdFJnV0hJY0xJQXc5a20xRldKU0hOdzZhM0NjMVEtZUhGUk5ULXM0VGZrZDhVMm5WRG1X |
mTrash sure as fuck did.
Plant is Coleus | r/worldpolitics | post | r/worldpolitics | 2025-04-02 | Z0FBQUFBQm9DbVhRMy1fUWNza05fVzhnY1dOOVdvT1pPYVRvS2I2d2xaM0dmTDVBeEFaanFGajVMVkhTVHdTMnRVQjBXX0JXSkNXSXZXOHg4cnVEQ3AwNU44cjIyQ0ZZWEE9PQ== | Z0FBQUFBQm9DbVhReXM4Qnh6VEc3UEF5RnlSWFAzOEZaQUhRYWxOXzlxZmEzRUxHTXdJSkZmakN0cjZvNkk1V2swYkVjYTY5a252VTZ6b2pORVRYUnRfejBCQk1fN3NBc1M0WXBHdmdBbENKbHFsS3B4ODQ0US1nU1RuV0ttMU94LWhQeE5DQzBjaFBTX2RTdHN6YlJXMU0wQmN2NjJFQlBpSHZzbF81dms3d1d6OFJmT2pBeVhQMFo0WURaSzNVWkpnbkRkTHhNcUlDWldINktheWdwM09ock1HUTlvZF90UT09 |
Where to buy a Rasberry PI with Monero? | r/monero | post | r/Monero | 2025-04-02 | Z0FBQUFBQm9DbVhRVXcwTHZvSHFZZjBXdEJCVUN3dGNWcU0tNXp5SjZTRzNhRy1ZeDhIclQ4RmVyb0JRMWpWX2xlT05jNlFRLURfWTRBa0tyVFRuRjVadE1NRFEwQTZpRXc9PQ== | Z0FBQUFBQm9DbVhRSmltakdFSm9CUmg2NzRPOGlzelkwTU9wODBaZ2RjQ1BEdHdjdm5tTDVZTlN4U3NTMGVwU2F3TTZhMjlJeHBVQmFwRnh0dVJ0OVhmNEhmV0NyWGR0YkIwR1F3OGZQTG5ZOHpNc3NWNnhjR3JXd0dDQ0dTTmdCT0JwMk1ZNUxTYWQyUHFKbV85VlZZaTRzS0xMS2ZGZmc3NWRYR01IQW9zWlVNVUxfOXU3QmVCdkh1UFVmM3c4OVRaRGp6czNnZE0t |
Hey r/opensource community!
After months of late-night coding sessions, I'm finally ready to share my open-source project with you all. I've been working on **OxiCloud** – a lightweight, Rust-based alternative to Nextcloud that I built initially to scratch my own itch, but now I'm hoping might be useful to others.
# Why I'm sharing this with the OSS community
I believe in open-source software, but I also believe we need more efficient alternatives to some of the heavier tools out there. I love Nextcloud's features and community, but its resource requirements can be prohibitive for many users with modest hardware.
Some key points about the project:
* 100% open-source (MIT license)
* Built in Rust for memory safety and efficiency
* Currently \~12,000 lines of code
* Actively developed (though as a hobby project)
* Documented and structured to be contributor-friendly
# The technical architecture
I tried to build this with good open-source practices in mind:
* Clean code organization with clear separation of concerns
* Well-documented internals
* Comprehensive test suite
* Minimal dependencies
* Simple contribution workflow
The tech stack includes:
* Rust (core language)
* Axum (web framework)
* Tokio (async runtime)
* SQLx (database interaction)
* Simple React frontend (keeping it lightweight)
# Current state & roadmap
What's working now:
* Basic file/folder operations
* Multi-user support
* Permissions system
* Web interface
* Core API
What I'm hoping to develop with community input:
* Better documentation
* More comprehensive tests
* Mobile clients
* Enhanced sharing features
* Plugins/extensions system
# Looking for open-source contributors
I'd love to build a small community around this project. Whether you're:
* A Rust developer looking for a project to contribute to
* A UX designer who can help make the interface more intuitive
* A documentation writer who can help make the project more accessible
* Someone interested in testing and filing detailed bugs
* Just curious and want to provide feedback
All contributions are welcome, no matter how small. I'm particularly interested in making this project more accessible to new contributors – I remember how intimidating it was to make my first PR to an open-source project.
# Open-source philosophy questions
1. What do you think makes a good open-source alternative to an established project?
2. How important is documentation vs. features in early-stage OSS projects?
3. Any tips for building and maintaining a healthy contributor community?
4. What license considerations should I be thinking about?
5. How do you feel about the trend of Rust in open-source infrastructure projects?
# The repo
* GitHub: [https://github.com/DioCrafts/OxiCloud](https://github.com/DioCrafts/OxiCloud)
If you find this interesting, a star would help with visibility. And if you're into the idea of building a lightweight cloud storage solution that respects both your hardware and your data, I'd love to see you in the issues or PRs!
Thanks for checking it out. I've learned so much from open-source projects over the years, so it feels great to finally give something back, even if it's just a small hobby project. | r/opensource | post | r/opensource | 2025-04-02 | Z0FBQUFBQm9DbVhRODdUdlVpLXV5MmpIT0N2cXNkbThWRGYyYkMxR3lsUjhaU1hZTlRyNzZTVDVTMkpxRnk3cEE1N1BhNUg1eGNHU295QnFzZ0VKb3hzZUlZUjhtZ05wSVE9PQ== | Z0FBQUFBQm9DbVhRcW85Y3JCRWFmb3FRa3BkRkJYRXNScC1NLUg0Y3BIOUZpWE15V2FLNE1SdnFaeHlGX3kxU0pfVHRJLWNvTEFtQUxpN3l0WDVVaDgzWU04M2hsUWo2aDh0b3dKblJQQmdxUThIcDdBdkg5VE1kTDY5WHVEOGRJUEtENDgweXJlMXhLUjRmNnRWSG5fMlQwZ3VHX0ljVXpsVThfUnBHTXBLY1N1cXkwZXdGUkR5aXZMLXFOc0JNV0x5S1lFUUJJOEZKM1ZSLW5fZDJDQ1FGR1FYQ1RiUS1XQT09 |
Obviously we're still far out from the midterms, but given yesterdays results in Florida and Wisconsin, the GOP fears RE Stefanik, a dem winning in Amish country, etc., have any of you changed your minds on senate elections? What states do you think are in play that weren't a few weeks ago? Do you think the momentum will last (Dems always show up in the midterms but do you think it'll be Stalin numbers still)?
Also, l'm curious to hear people's opinions on potential primaries. For example, do you think it’ll be a tougher time for Fetterman surviving one without switching parties, especially if Shapiro decides to run or Casey comes back. For the GOP, what do you think those primaries look like - MAGA primaries or stay conventional (e.g., MTG in Georgia spoiling it like Robinson or Lake)?
Feel free to bring up any House or gubernatorial elections, but statewide races are more interesting. | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-02 | Z0FBQUFBQm9DbVhRYkRBd2lBRW00WTR2bGVuQ190d3gtUmdCTlV0NHh0QlBtSlhqLWhXTmI3OHJJZzVJeXJ2R1BoaUZObnJySkRXbUdja0l6QVlSaHJkM3lxOTFJQXFTZVJOV1BJNWpYODZjZll2Ym9MSTVYMDQ9 | Z0FBQUFBQm9DbVhRbXd2MXVreVFGNEQxbXU3Z0ZPYTljYkhTME40S2hJUjZkUUxDWGUyS1hUZTRxYWpzUk1ndk9OclpzamZuN2EzQWZYSDJVQ0pBUWpXMDRjR0xXWXpWNHlWQUxDZ3gtcjRpMmVkdHZnc1VWNzNodkdaMWN2VURwbkdDZTdwTlYtX1pSV1BBSm03SXVCdU13NVU3clZkSk16QU9pWW1DV0FsbTlnaWFlYlBMY1VfUzFyMi1XcVBLUnZFZWdScVRsaDN1YmFTOG9XS2JMNjBMYlRhN2EwZTlSUT09 |
r/wallstreetbets | post | r/wallstreetbets | 2025-04-02 | Z0FBQUFBQm9DbVhROVBGM0ZYdkxpZ0dLU2ZMd2k0SWZ3S00wdDBRM1B0ZHh4UzR5d2ZKNW1nTFpqU2djTE9PeGwwZG9JWFY4NXY0aGl6eC1BM0hjSURNWkJMbDhNWUpQcUhEcE1PTVFRMGh0bTVleFp1QWlkR009 | Z0FBQUFBQm9DbVhRYU5DckhjYVZzR1JwRGtxN1UzUlh0UExkaXB2ai1xTEVuUEF4X3lEbWhKblNsckNTeV85MnFnMm5JaHh1eVVlOC1QNGFHeTdoUXZlTUItbFVvaE5ZSmREeWhCNEVMN2ZpblBrVmd5eTA1R3dqLWZUemxkVzVxem9JT2dBUWJuV3F6X0pwaEw1QVZDS2RndE02UEpzaUc2dk9hRDNzaUtPUjNtdG1rdW9IRjNUZURwajZEQTFPcVJLV2ZQc3hyVThf |
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From my basic understanding of what is happening here, the intention of tariffs is that companies will move to manufacturing items here in the US rather than buy overseas. Does that, say, 25% tariff that's being added to the sale go to the US government? If the money goes to the government, isn't that just a tax? Does it mean that the government can do whatever they want with that money since it's not our tax dollars being allocated by Congress?
Who benefits from these tariffs since it will take years for US companies to set up these manufacturing facilities, and they're likely going to being using machines and AI instead of hiring production employees. If we become isolationists with these tariffs and these products are obviously already being produced somewhere else for cheaper, we'll have a significantly smaller market to sell these products to, basically just within the US. My feeling on this is that it will be impossible to make all products 100% here in the US. Manufacturers will still order parts from other countries with a 25% tariff (or whatever it is), then the pieces that are made here will be more expensive because of the workforce and wages, so we will inevitably be paying more for products no matter which way you spin it. So, who exactly wants these tariffs? There has to be a a group of people somewhere that will benefit because it's not being stopped. | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-02 | Z0FBQUFBQm9DbVhRNUw5cVFEeUxhVDV1M1drSS1sUHVuMFFZOTM4RF9hWXdxdjMxS3JEMU5IUU9wS2dzclR6Wnc4VEU5N0tvT1VlM3hQeUs5ZnhfeUdNTjcyc3ZNdHNRV0E9PQ== | Z0FBQUFBQm9DbVhRM2NWRlJiWWVxazNPWDh0Mk9yTTVtNVNMX011STFVNWRCRGl4TTJYQnBybXlrZHdyT3h1VUNXc0VBc2VsSUR5ZGtmQm52aFpDaUc3R3RqYXRoeEs4c0JqZU9pcVZVRV9FWVo3c1daeDVKYkRORzVaSXI0NGV3TVZRRTVULWU4SXhxbGNnem9tU0d4NUlKVlZ1OE43UzQ3MW9oMEhRS3VRX2c2bEZsaFE2OV8xZGxpTDR4cUNPYUdZYTR2UGFsWVhnRlRxYlc3alp3a1laQ3h4MFN1TkZVUT09 |
Hi all,
Ive been unemployed for about 2 months. Truth is i got fired due to performance. To make it short last spring i got a bad review. I worked in cloud in faang and it was very hectic. I worked 50+ hour weeks, i guess i wasnt willing to work as much overtime as my co-workers or spend extra time on weekends learning and reading docs, and i didnt meet expectations. I improved during the summer but again got another bad review in the fall. I was told they still wanted me on the team but 6 weeks later i got fired.
Ive had a few interviews here and there. Nothing crazy but each time ive been asked why i left such a good job. I kind of tried taking the internet tips and keep it short and just say we parted ways but the interviewers basically ask why i would leave with no backup plan and i ultimately say it wasnt a good fit but i think they get the memo that i was fired.
What are better ways to answer this question without really making it seem like i got PIPd? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-02 | Z0FBQUFBQm9DbVhRcDhmZk1lYXFTNW90OWs0OEZJbjdEam9CUkFuODFzbml5elVaX25IUk81RXFsVTNrbTVvMy1MXzJhdTNLY0p5eWxnWDVzZEJ2YVpNTFdvT00wMDhZSjJ2Y1VSY3U4a1UtS21aaVZQV0pxcFE9 | Z0FBQUFBQm9DbVhRVDZTOERJa1I5SHNfR3IwRi1UMWNGQmhkVjRZU09jWnh5d0ZNM2VCN05ldEhQdU93M2VyQmVzUmllVGJOOXIzM0xwQ1hWaFgyWHdBbVZVd3lQajJsaUlYR2lXS29SNVJRbXFUREkwWTI3VGswU2RrZXpvQkhhMmhGNURRc3gzUTlrVzR2WHF1ekUzRWpvQlNtbFcycWVLRlNZcUcxdDUyYmV2Nmxyd29qYjJkTkNtTFp3R1doUkZkTmtVZGJ1QXk4RWI4RE1XbUhJR3E3a3NMYjJ4M1BWQT09 |
Hi everyone, I am working for one very large enterprise company counting 200+ locations worldwide. We are using Palo Alto Global Protect for remote users, and probably remote networks for later on. Also we have Cisco and other network vendors in our network. In the last I would say few years/a decade PA made very good step forward implementing AI and much more tools than earlier..I have noticed PA expansion by listening my friends from others companies and judging by the share market statistics.What do you think, is PA taking bigger part of cake for security than others do? | r/networking | post | r/networking | 2025-04-02 | Z0FBQUFBQm9DbVhRRHAzWUlPT2h1b0tSdlNPVzZOLW5ZazFRZjVsdHM2WjFwTlFNSWtKM2hxSDBQSjR2LUZiQ1JfQmRINUpnZU40Y0x2WlNJR1NFM2dncl9ZUUN4NkZXSXc9PQ== | Z0FBQUFBQm9DbVhRTWpYdVYycHpFVEVhU2xaUDROdlM1UFR0b0NxMUFQZThNS1RtZVg1ekZ6TkNFZzdTN1N3NG9HOUE3TGZNWjRXRXJMZmxIemxJM3VsRUV4MnM5WGhvN2hleml1blNIRWxEcUFFV1E1c3lTa3Nqa0c3bkVGY3JpeDA0VXptWHdjNFZYVzNKRWU1djJxRUZHWnpXMXZPdWl2NkxlT3dwb2ROYV8tQmtMQU5TaVhBZTFLQlhNZzh0b3BNT3JLak0tVzhk |
Hi group, I'm a data scientist based in New Zealand.
Some years ago I did some academic work on non-random sampling - selecting points that are 'interesting' in some sense from a dataset. I'm now thinking about bringing that work to a wider audience.
I was thinking in terms of implementing as SQL syntax *(although* r/snowflake *suggests it may work better as a stored procedure).* This would enable some powerful exploratory data analysis patterns without stepping out of SQL.
We might propose queries like:
* *select typical 10...* (finds 10 records that are "average" or "normal" in some sense)
* *select unusual 10...* (finds the 10 records that are most 'different' from the rest of the dataset in some sense)
* *select comprehensive 10...* (finds a group of 10 records that, between them, represent as much as possible of the dataset)
* *select representative 10...* (finds a group of 10 records that, between them, approximate the distribution of the full dataset as closely as possible)
I've implemented a bunch of these 'select-adjectives' in R as a first step. Most of them work off a difference matrix using a generic metric using [Gower's distance](https://en.wikipedia.org/wiki/Gower%27s_distance). For example, 'select unusual 10' finds the ten records with the least RMS distance from all records in the dataset.
For demonstration purposes, I applied these methods to a [test dataset](https://www.rdocumentation.org/packages/poliscidata/versions/2.3.0/topics/world) of 'countries \[or territories\] of the world' containing various economic and social indicators, and found:
* five *typical* countries are the Dominican Republic, the Philippines, Mongolia, Malaysia, Thailand *(generally middle-income, quite democratic countries with moderate social development)*
* the most *unique* countries are Afghanistan, Cuba, Fiji, Botswana, Tunisia and Libya *(none of which is very like any other country)*
* a *comprehensive* list of seven countries, spanning the range of conditions as widely as possible, is Mauritania *(poor, less democratic)*, Cote d'Ivoire *(poor, more democratic)*, Kazakhstan *(middle income, less democratic)*, Dominican Republic *(middle income, more democratic)*, Kuwait *(high income, less democratic)*, Slovenia *(high income, more democratic)*, Germany *(very high income)*
* the six territories that are most *different* from each other are Sweden, the USA, the Democratic Republic of the Congo, Palestine and Taiwan
* the six countries that are most *similar* to each other are Denmark, Finland, Germany, Sweden, Norway and the Netherlands.
*(Please don't be offended if I've mischaracterised a country you love. Please also don't be offended if I've said a region is a country that, in your view, is not a country. The blame doubtless rests with my rather out-of-date test dataset.)*
So - any interest in hearing more about this line of work? | r/datascience | post | r/datascience | 2025-04-02 | Z0FBQUFBQm9DbVhRV2UzYkstQzljTFB0anhpUFJxcV9mMWRSSk00VEE4LTgyWkxtSUQ1UkhBa0FiWWViTG8zUVdSa2dOR0IzLXZ2SXZpdFBtNDhxSVdwdDlXY2otd0Z1WHN5VWdPby1nMG5PUi1hd04zRmR2YlU9 | Z0FBQUFBQm9DbVhRcktzeTZ0ZE9uamJrNkZ6Tl8ybzk0OS16TVJZSFdBaV9lUFFzZ19EQ3ZncUZzSmcza1d5bklYOUE2UHhZa1o3Qm14ZWIycWR3RXdoZm1QLWt4NFg4LUF4bXdxZGhpTHQzWGFWd2gyN1RVM0szSDlsUVQ1MzB4VHBqLTB0T2hqWENKb19UdUY4MHpEVDh3RlJlNTV1YWZ3RUl1cF9MYWxxaXhmRDl4N1FCb0J4VU5KNGtaZ2xCMFEwajV1RDdJcXlnLXVWUWszLXNBczJlUjl3MlRxV3lQUT09 |
Trump just said that interest payments on vehicles made in America will be eligible for tax breaks, but what does “made in America” mean?
Example, a Honda factory in the US makes the engine, body, and frame in the US, but the axles, rims, tires, drive shaft, plastic components, computer parts, etc etc etc, are all imported.
Are the payments on that vehicle made with those US manufactured parts deductible?
What if its a Ford, with the same deal? Ford is a US based company, but what if 50% of the vehicle weight is made of imported parts? Made or not made in America?
What if it’s all assembled in the US, but with all imported parts?
What if it’s assembled in the US with 50% US made parts?
See where im going with this? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-02 | Z0FBQUFBQm9DbVhRMUhkdldobEJ1UE9pUnp6YjV4Uk5yVHdmZTZ6ZG44X2RrV2ZHMTYtQUstQjN3QkhOZzN4a0pnQkdoQUkzakY0OFJwVnFveTJxSHNUXzFPZC01Rm9zMGc9PQ== | Z0FBQUFBQm9DbVhRUjlDSFJwRVpzSVYwTlBBWG9WUGFRZEdjTDJ5ZkRIOXM3cjdRelY2dC1xTVBDNjNBRDhFSEZvZi1UNUF3WGtuZ1FfNjcyRHJlZlRBTkV5Y284NkFodjZ3d3FkRGZRVUJUZVBaWHduVVk4ZWpTUm5fTEU4dDlRVjFxdl9mbXNWbUEwaHNqeEt2enk1UjB6bHVXU0g3M1hFd05sX0w2M0pQby1DOW1pckVEMm5WNmNSU1hMZ3lwOEM2X0xnZ19kTDAxVVJ2RXhsZWZ4S0pjWi1aSjhuVFJRUT09 |
"some" 😂 | r/rugbyleague | comment | r/rugbyleague | 2025-04-02 | Z0FBQUFBQm9DbVhROWlUX2VwMl9PbHA5THR4a2VXdFFPUVFoTjZWcUlCcVZDbWY4bFBvZ1E2ZkpjYlJ4UjRHNDNxWDlxYXFFN3hpM0R6cGcxQkRTQThQTVlMUmFTdklSeEE9PQ== | Z0FBQUFBQm9DbVhRVDlSNkJEMF82Z2V0N1dWSzhfNTZxNmN4SHZtOW9UYlZqVVhmRnJVSHJlQ19WcElkWC14Y21HU0k4NDh4SEFrZlVkOVFUa0IteXN6XzdRNEVxYm5Nb0hmbW9FaWdVN0Vyc2ctYnRjRFZ0TC1RSDBNU2hYM1J3UXVjOTU1TmtkaTdhZGZWSFV2Zk1jTENYaGM4YlZXbldreS04QWI0cXVPbnBEQWVaUEN6cWdzQXdWNUd2NVBKUlQ1bUJqdm5ZZ0tuMGY2dDc1cFZSbEh4cXRmOXFVWnN1dz09 |
First - I hope this is okay to post here like this, I'm attempting to see how many people might have experienced this. (Full disclosure, I did ask AI to help with this question to ensure clarity and grammar)
I'm currently looking into situations where individuals have had their bank accounts frozen due to OFAC (Office of Foreign Assets Control) sanctions, specifically related to issues proving their U.S. citizenship.
If you've recently experienced a bank account hold or freeze because your bank required you to verify your citizenship status—especially if you’re already a U.S. citizen—I’d greatly appreciate it if you could share your experience.
* How long was your account blocked?
* What documents were required?
* Were you provided with clear information on how to resolve the issue?
* Was the issue resolved without further complications?
Please share only what you're comfortable with—your privacy matters. I'm just trying to understand how widespread this issue might be. | r/liberal | post | r/Liberal | 2025-04-02 | Z0FBQUFBQm9DbVhRbWxVbzJWbnoyc052TDBXemFvUnducHVqS3kzNjMzbUJlSFltSnNJRzRzMjBfclk5enpsbmRfdWVMRFItSDZCbmhMMllPNVJ1LVFRYzVJNnI0NXh3OHc9PQ== | Z0FBQUFBQm9DbVhRS1l2Zkw1VHRLbC1jekI3b0V4M1gxY1NCenpCQUhmSjVxSG1SQ3BLOHNpb0dvdFh0TFVIUkNKRUdnME1aMDBpVXJ6R0l1bjNCajgzWFpfb2dvd1lqYmZSUmN6a2g1Z2Vab2JaeGlOUVZhN3k0RDdNbGc4N3Q3UUgtYjJ5bG9QTEVQOHBrM2FwRkppLXRlTlloMExHOVZJVVlPNVYtLUduTWY3Zzh4LTkydDQyLVZxVFJSQ2JkQjdYYzJ3N3VkT01pdFFvbWhvVm95czE1bERuLVg2V01kUT09 |
Lol, I copy and pasted an AI search, should've changed that to "a lot" | r/rugbyleague | comment | r/rugbyleague | 2025-04-02 | Z0FBQUFBQm9DbVhRZnB2OVV4bkNkRW1BRm1FSE5JRTJMTm83UWlSTlRkS1JCTF9JLXV2LTNkMk5ydkpGUGtzNEl2cXl0R0dtejhRRVJBSEFFTk9GVWRrM1B3WWRBMlFscTRlTGU0RVJxaG1hNjBfU2o3eW9QeWs9 | Z0FBQUFBQm9DbVhRUkVyVUlVblRma0tzcm55aXpaR2JRWkpUUDdtMmtWWlg0U0hBdjdySGUzY1FKb3ZlN3VRRl9BQ1VTUlozVWc1SDAtbU9MLW5vWTZGd2RqR2RWaHR3R0FTUlRJRm9EOXpQMjZKanh0ZWJkcGpYbDB2ZG5HUF9ZeGxraE0zVEU4cEM3b2pYZ3hTTlp2NGlZY0tWQmN6SDhJcDRwVXdvbnlLMU5PeTF4ZlVyd1o5b3NtWnd4Z1hMajVKZHFnUWRSVk9PamdQbWtUUE1LLXNXRTI4YmhpOWJvZz09 |
With today’s sweeping tariffs announced by Trump, have we reached the lowest point of the trade war?
Or is there still room for things to get even worse?
Thoughts? | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-02 | Z0FBQUFBQm9DbVhRZ3ZhbmhtbmRnaVQ1R0JQWmpHYjVvTEhJSU9LTFFnbDNQVkliUEFvZEZLcmZuM05EU2dtNTZ5TU1mM0NxMDFHX0hQM3hwU1hNSlYtZVlVRkltcWw4VW91VUZ5MVZ4cEZlNUo5Wlh3UmRJV2s9 | Z0FBQUFBQm9DbVhRZmI4ZHhrNzA5MEVVZUVsb2VSR21PVkpzMTdaZC1ENTBWMlVBYkZiVHVoTk04MkJUS0JlNlVUZ0ZFRV9oMW9WaWFRWTBkT2hGYWU1Wl9ibktGZmdUX2ZWZS1CUVlpLWdjWTdwQmlNdTZlWjBqNnpKTWlVUjc3U0s1S21KSnJJTEpCU05acllDZmlQdlM4b3Z4OFF5ZVpyaHRnbGM0TU1CMU5qYU1ZMzhJejZnPQ== |
I’d like an economist’s perspective on how these tariffs will change the pricing structure for companies like Apple.
Would they go for solutions such as keeping the prices at a razor thin margin in the USA and raise the prices across the world for compensation upon the reciprocal tariffs?
Would most of the engineering/white collar/upper management jobs go to other countries since US would like to turn themselves into a self reliant industrial country?
| r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-02 | Z0FBQUFBQm9DbVhRakZoRVNUcmM2TlpDZU9yTm1hcDB3ODlfdm95bzlPaXVJcGtpNmZXVW52SmdhcXVEMGhXTGZFNktvc0tyZkVhYk5uMjdRajR1YkwtRWdqQV8tVXhzOWc9PQ== | Z0FBQUFBQm9DbVhRUTl5a2RiVTR6V2hBeTk2NFNHY2dNM1NaYlV5ODhOanhGVVJBZXZaZlp3VnJvX3I2LTZfMXlrMHFYM0NyZDJIQ1Y1YWxOa0FrdUZ3THl5Yl9JNFFoUVVSbmYwRmwyb3JBNm9EaTc3bE54dmd2VFpwRXgxc0tNOS16RVdVN2hWdkZWWnZMbF9pUzhOcGFRazk1TjdzMkNZTlNZUmpBQVNTSHRSeWtDVWtLc0F4LWVhMFBKSFRXU0lvbXdDbzRyR3lscEdaeUZsb2w2NVhBN2hLSjFnbFV3Zz09 |
Let's see where do I start?
So getting laid off for the first time in my career. Found out a week ago and I was told that I can stay for a few weeks to train the MSP taking over my duties. I obliged because I need what ever extra cash I can get to survive while searching for a new job, but man this just feels so defeating.
I'm wondering if I should just go back to some help desk job or something. I was an IT director for about a year and a few months, did wonderful things for the company from implementing a help desk, following ITIL frameworks, automating processing, standardizing equipment, consolidating redundant software, implementing cybersecurity protocols, strategizing the road maps for 2024 and 2025, complete over 15 projects, manage a portfolio of software of 35 apps, the whole thing all in house.
I never went to school because I just worked all the time in different capacities all the way from a help desk phone person all the way to where I am today.
Now when looking for a job it feels so hard when 98% ask for a degree and some job postings ask for all kinds of things that make me feel I would probably never get hired as a director again since they want someone with all types of certifications, bachelors, masters, MBA, AI knowledge, like who are these people getting these types of jobs?
The reason for the layoff was because the company isn't doing good financially so it was more then myself getting let go, so it wasn't performance, they needed to trim down since we have a PE breathing behind our necks.
I'm wondering if I can move to software sales or something along those lines.
I have applied to 35 places and it's mostly rejections or ghosting. I know it's been a few days but I some times just want to cry of how frustrating it is to find something similar and i genuinely enjoyed the work that I was doing and would love to continue building IT departments.
Any advice would be helpful. | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-02 | Z0FBQUFBQm9DbVhRd1pJbzRVS0Z3c2FWRnNKcHczVkpLb3FwaVZTWTBmRnB4NTJvVzVpM2h5R1dzSVMyRjJtWkoteWVEN1lRcG1tb3VwbUczbkVMYUViMGJBdDNaUHdiZFE9PQ== | Z0FBQUFBQm9DbVhRSTRIeXRqOXZKV1RUbkIteWRxX3VWR2hra1lEUEJ4LVc2dGpPdkE1LUw2cWNERWczMmNOS0ZTSXp0YnljbXZ1LU4zbndJVVQ5c1QtSjQya2RUNGJoOXVOdGViSWdMSDhjdFdpdXB5YTVCdERCd0E0Ynljd3dXQU9UblVxQmdFM1d5amxwRnAxbW85NmFzd1VQS3E2anY5YkVwRTZjMmpqMWZPUlprS2hSUHAtTlY3X2tyTGN5WUxPSVZYQXdNLUpEUDdfalJTTlZSWExhZWlidUJPRUJNUT09 |
I've been on the job hunt for MLE roles but it seems like a significant portion of them (certainly not all) prefer a PhD over someone with a master's.. If I look at the applicant profiles via Linkedin Premium, it seems like anywhere from 15-40% of applicants have PhDs as well. I work for a large organization and many of the leads and managers have PhD's, too.
So now, this got me worried about whether there's an unspoken glass ceiling for ML practitioners without a PhD. I'm not even talking about research/applied scientist positions, either, but just ML engineers and regular data scientists.
Do you find that this is true? If so, why is this? | r/datascience | post | r/datascience | 2025-04-02 | Z0FBQUFBQm9DbVhRNThJOVJqLWxEVDVDdjZpcmMtcVFGdGNqZjVoQmJrZmpqSUE2bnVDdjVTQ0E3a29VSVloeEtDcEdQMUlTWDctNFpsal91NGtocnRfSWhyWGFFNjdwVWNYd2MwUF9JT19mX21JdHVmUUpEM1E9 | Z0FBQUFBQm9DbVhRWjdEY3A3dTc0cWVYaEkzYzZlWDFseFZFMjNKQ0JwaEVqYUh6YnEzdjVMOWotODM3c0RJUzZxYXF1SHdtMmk3QjRLTUp6WFpOY3hLY3VEN1Bpcmc5REhBMDR2LWdCVHd1Qjd4VWxlcVpEVFBoY1VKTHNTS2ZUODhPZGc1N3dpYllabk12YVMyMmRKZ0oyWkJYblhsRWQ0VE84YWJhdDlFRjVpTnNWUkRBWjNrUGVyampzRnZlNERFLXZKV0tvZEJf |
I see some persons saying “in today’s world, you’re either a strong conservative or a strong progressive” they think that the majority of opinions today are extremists from both sides like: “either you’re are fully pro-life or fully pro-choice” “either you fully support the ban on drugs or legalization” “either you’re pro-Palestine or pro-Israel” “either you’re pro-Russia or pro-Ukraine” “either you’re a strong advocate for gun control or a strong advocate for gun right”
Their rationality is that we have reached a point of political polarization and division where there’s no middle in between.
Do you think that current politics are too “black and white”? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-02 | Z0FBQUFBQm9DbVhRYTlrTUFRVzdMdVNFMmI3N2VrSUxiTmhkeW9IVlhwUVVvd3NocHJGOGxsQnh5OXhvWWZ2aHZMNU5xblprYjBFLTgwRHdQVjgwUllzS2VBRVhiQnQ2SHc9PQ== | Z0FBQUFBQm9DbVhRbmFGMU9RVnMxaFRialA0d0EtVk9LaU5KcGN0azItVC12d1NNMGJ5UzZUMFY0MkZSUHpWQldOLU56cG1kSEFmQWoxNWNUUUx5SVhFaWdVOUIzeC05TG8xOWI4ZHh4aHotcFprZEU2M3pTRFpJV0hURDB4dzdtX1NjVFVFa3RWcXlHcmtMVXpDT3FwMlFZd01lb3NURU1yZHl1amZzMmlZRE9tZmlYb2NHb3diWktlSzZvNVZMQWxGY2I1T2pyWE1ZRExjeE1PVDV3SXBoSUNhSi0zQmZKTlRiLUpXNzF1NXV1YTIzNWpUMnZEYz0= |
I (25f) was underpaid for a long time, and finally landed a good paying job. It's honestly a life changing amount, so I'm really excited. Have you experienced something similar and do you have any advice? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-03 | Z0FBQUFBQm9DbVhRR1Nqalp5SW9tZWpULUZBX1BBZW80SWlWV2R4TnV2X01CanRTVms3ekYyb0RZZ0w3WUkwaUgwMEhPT0xxVzNaOXpORl9ySFN4ZzdBV2NEVWlMMmlmNnc9PQ== | Z0FBQUFBQm9DbVhRNklvSlF1MVZWdWNJVDBUdTBlMGVmSkRBSDNFYkV3VG1uYVA1UjcxQTY2WEZYTWY4WGhUX2lyT204eEVBRXVranMtWVhnM21XWHlrTGJDZmVrU3ZuU3hidDg3N0Vrb0EtbzVzMXVFT3VoUkxyaVNnYlpLNzU4ZElWcXgxLXpTODR3cHNfaHVpLVRnQVlmOHppWG0yNkF0X1BqWm93QUs1cVhFVG05TXJfNUtqSkdKM0VQcHBrQ1NXYXlpMFktUnVlWF8zaWF2R0p1S3Z4NThxS1ZzYWVCQT09 |
This account needs more than 15 karma to post
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.* | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-03 | Z0FBQUFBQm9DbVhRaW1jSG9KZTMxaFM5RTBqMGFDRDlSUkYtbUxEUkNwUUwxaURTVkVIT2UtSjJ3Y0JhSUVFUC12d2hNXzJvb1dsTEhneXZOa180UHNteFZNVmZFUXVnenc9PQ== | Z0FBQUFBQm9DbVhRQzJrYngydUV3cWFuMElSTndUeWF2OGpjN2xWMTV0cmdhRjlaZDJINGxHUUJLTW1ZM3k2VXJLVks0bGxqU05odDhxTlVUbzJCZFBrY0J3enRVNjNBTjMzc2dNZTctbERKWm1OUFFPOVd0V0xHY01SdzBDVzZ5bERPM1o5Y1k2dGNRQ0RrLUVib2NrRU1QODl4MVFwcGkwZk9WMUd4YkpJN1dQeTduRnMyazNKYXVKN3pMN3I3WFoyU3FGRlg0N0VDWXFUZHRDYzJUclpoNEtuY0NaNVFycFJmeWpPTHAyODBKNm1SWG1Rb2R6bz0= |
Were they laid off? Did they get promoted to manager? Are they still there collecting a paycheck? | r/cscareerquestions | post | r/cscareerquestions | 2025-04-03 | Z0FBQUFBQm9DbVhRRkZ3S2I4YzdKVDFEVTRVX3lCQmJYTzE2NFFiS1pDRzk4OG5LZ3F3a2dGVFNkSWFTM3N0UlR1XzlBSjdnbjZUUUV3cWUwWXlKaFY5MEVybERtcHhLSmc9PQ== | Z0FBQUFBQm9DbVhRdUc2cWJpSkQxa29YY00zekZEc2RFRlhhOWxnWTFhWng2NzBZUm45Wk1UQnBobm02RGFyQ2l1OC1pX0FwdUo2c29CZlM4aFJ0enNUb0VLbnc0VUhvYU9zaEtNb0JJTE50dm40el9DSTFUajFqZFRFN1dXcTJaa0FQZThRNGV2T0s2bWlOVjhZVW1HV0hwc0RFX0NyckQ4b2tNU0xPUTlTUVpCOGwzek5XcnJET1RzMG9NLTdWNk1DT29oT3RjMUx3ZWdoS0R4ai01R2oteVZFY1l3RTdWUT09 |
With a majority in both houses of congress, Democrats would be able to both impeach and remove Trump and Vance from office. They already impeached him once, but weren't able to remove him. They can also argue they have a mandate from the people if they were to win a majority. Do you think impeaching them both is on the table? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-03 | Z0FBQUFBQm9DbVhRbFhSUF94RFJxTXdidzZvYUxsbUZibUFMcFpDblZUb3h2eW1yN0ZsMTZoVkNaQjBhTktOZ1l1ZmhPRmZWb255U3BNd09wOS1XU3MxUmUtS3pYMHI4WFpLdjE2Tk5tdGEzOTk4TklLNHUyODg9 | Z0FBQUFBQm9DbVhReXJwM29VTV9aY0J5blRJYmNzeFZrWWJlcjl4SEl6QWhKRGNzTzYzTFdXam5WREljeEh6SXZDY0d1cW5JWk9xeVpHVkNnNW8walg3bGR1OVVWZXM3bC02U0xkSTk5dXJta2tNdE5OVmdKMHFadnVUamttaWtjamZIWWI4MkIwc3NLQmhkekpVWldRVXZtenBFLWZJZ0c5amFaaEVyTmdUd0EwZkkwOUNCMUNPWVZIM1JDQzRCYkVITmV0dTJWRHJoNHpUakppNFpQOTRoT2cxZjhrb1RIdz09 |
I work on a small team of 3 at a university. We're getting hit with budget cuts including hiring freezes. There are a LOT of moving parts to this job and I'm still learning the ropes - I've been here for about 6 months. This is my dream job and I love it.
I recently left an abusive relationship and my mental health has suffered and I've fallen into a depression. Over the last few months, I have been sleeping poorly, disorganized, and unable to focus. As a result, I've been late to multiple meetings or unprepared and have been struggling with my workload. I'm in therapy and am trying to get to a healthy mental place.
Being late is 100% my fault and our meeting was a massive wakeup call for me. I'm taking medication to help me sleep and am actively taking steps to break my bad habit of lateness. I'm taking steps to better organize my meetings and workload like time blocking and taking better notes. I'm also cutting out all distractions from my life - no drinking, no dating, and only doing social things on weekends.
I scheduled a follow up chat with her today on how I can best keep her updated on my work and structure our 1:1s, and what my priorities are and she gave me lots of helpful info.
I did some calendar stalking and noticed she had a time set up to "convert performance plan into actionable steps" scheduled early this morning. I have no evidence this was for me, but I know it's not for my coworker. I also don't know if this means it is a performance improvement plan or something else.
There is no mention of this conversation in writing, besides my own notes.
Until now, I haven't received any negative feedback.
What are the odds I'm getting PIP'd? What are the signs I need to watch out for? Is it too late for me? And besides obviously improving my punctuality and preparedness, what are some things I can do to show I love my job and am competent? I really really do not want to lose my job. | r/careerguidance | post | r/careerguidance | 2025-04-03 | Z0FBQUFBQm9DbVhRUU9RYW44VFozR3k4NXl3WFR5ZElWaXlLQ3lYUU9hS095bDc1S2EyTU5COEkwTUZfM2NncmlOTUNYWE1nSHF4VHNVSG9GS01SdDY5UUEtOTI4WW54a3NLZUlyQzVadUdNRFFXcDNLenFpZWc9 | Z0FBQUFBQm9DbVhRNHQ5ckhYYko4UExiSTkycDdOZlJTX2lCYVlrNjJ3cTI4WHFPNy0xaWFTLS1NelFocWZYMnF0SGtWQl9fN1ZIZm1uVHdvSlVXY2ZkNXZPOENyQjFYMU1nUEhYemJmU2NJcjlXeUhraFJwNWNBUEl0UVd2WUJRRG13V0h0blpzbVNQdEwwdWpNN2d4aFV0ZFFzV0NxUnV0bUlDZnNjdjFNaE1KZDVjbXRKc1IzWXdmV2ZqSDFlNDJzN1ZrVmNxWDRrLUxLNEt4UGgwMFU5Z2Zfc091T21vdz09 |
No more command lines.
A clean, visual interface built for Bittensor power users.
Wallet tracking, subnet analytics, whale activity, market flow, all in one place.
Tao XYZ brings btcli to your browser. | r/bittensor_ | post | r/bittensor_ | 2025-04-03 | Z0FBQUFBQm9DbVhRZUcwMUpJd1lmUWp3dTlRRWI0Rzg4NEY4SGJxZlY2RXh1bHdWaHdxekdpRWJUTnpMcW9pSXl1SzRmdVpGTkhBbW9jSE8zaHp2d2xOaXcwVlRDLXJldVE9PQ== | Z0FBQUFBQm9DbVhRUXphU3MtZi1VYjRXRmFKOGhpY2cyMTM0OVNCWmd5M2RHajZfSWZXckFrTVFZRUZtbTk4N2JabEVwLTA3RURDYWFIY0o0MjllQUJkWDdUeS1XdUpjczh4eXM5a291bVk4b2gzUVhhWFNibE1ubmZiaXZjaEtQV2VaUERkNlFXM2w4VVplTVNla2l0U1NvMWxreTF3MzZwOEpLdDRXTFlfTDZjVW5kanNhTnRsXzd0STdBYUFZVzhMaEZ6MHBJOWtPRWJVSzl0dEFZeGUzdDQwRU8tVWtqUT09 |
For those who’ve been in the industry and had success, if you were starting out again now would you follow the same path? Or have you seen some other area of the industry you’d get into now? Assume you had investable money. | r/legaltech | post | r/legaltech | 2025-04-03 | Z0FBQUFBQm9DbVhRUW0xaWJYd2dHRWpLYXBxOXdJM2tHYy0tS3Y2cm1SblN2ODdOd2dRUHY0UHVST2M1NWtuVmFtUkMyRUlXUDZMVEc1Q2stdnVqUWg0WmFoQzVBeF9fVXhUY1A4RjRLWUFRXzBfc1o2VzJSZTQ9 | Z0FBQUFBQm9DbVhRQ1M2Wk4zdWdnWkpEOUtzelhmYVZVTkFrdTc5ZG5ZeXlvUm9mdjBPUTJyd0xuWVp1RnZHUm9tWGNZanJHeElEd2RVYlctdllsOFkzTVB6eTFwTEc1YS1LS3VvYVluMkduNmxsRmxwMGFVTEZINldIbGVKa09Xc2hKWVcxU1c5T0RFUmdKWGFPSWZSWlJ0TFVwSlZOX2tDYUtOdUlIR2FEYkxOWXhCa3hWeDY3UmlCMGJ4bU5Na01NMTFqcHpMamZm |
hey yall, i walked through taipei with former polkadot ambassador william chen, and we talked about polkadot and the latest developments in the ecosystem. i can certainly say i learned quite a lot — including intentions from w3f and parity to build the polkadot mobile app, the polkadot hub L1 chain, and JAM chain!
hope this content is helpful and somewhat directionally useful for the network... and happy to take any feedback if anyone's got any!
cheers
[https://www.youtube.com/watch?v=-iQAnU3-6Fk](https://www.youtube.com/watch?v=-iQAnU3-6Fk) | r/polkadot | post | r/Polkadot | 2025-04-03 | Z0FBQUFBQm9DbVhRdWdPbEZkVlBfMG84X3ZqLVV1QjZRVHJ1TWthNnlzOGZIS1B1cHRXMl9mOXY4V3FBU1lQVl9UWjd4S1VIYllnY1lmYVVncno1WC1VT1plU3pIMkNpbEE9PQ== | Z0FBQUFBQm9DbVhRQ0tVTy1WVkFZUEdneWVPMGw5RU1oc29hTWZSbVFCM0V6aG5GcmZHRTgzVjV3dVlZRUNxUnlNU1lsLW5LeTNleVpLZzllaXNQaENHRWNsZ25xbjlFVTd4X3UtYllPa2lFbTktVnZQcXl6Q1k1czZmVGZTUUhYUmxrSUFWZnpqOTExZW1QelJqSUdHQWlSZGFTV3djRVRpUGRfUHctdkFfR1QybVlKdDVrd05LcHI0b3YxM09EWWVJaUlMcXFJVVNQ |
The top Democrat on the House Foreign Affairs Committee said Wednesday he plans to force a vote on blocking the across-the-board tariffs announced by President Trump.
The vote would force Republicans to choose between their loyalty to Trump and rejecting a policy many of them fundamentally oppose.
Republicans inserted language into last month's stopgap spending bill to block such a House vote on terminating the national emergency upon which Trump based his tariffs on Mexico, Canada and China.
But Trump opened the door for a new vote by pegging his new baseline 10% tariff on U.S. imports to a fresh national emergency declaration.
"I'll soon introduce a privileged resolution to force a vote on ending the made up national emergency Trump is using to justify these taxes," Meeks said.
"Republicans can't keep ducking this—it's time they show whether they support the economic pain Trump is inflicting on their constituents."
Even Democrats who support tariffs in theory are lining up against the ones Trump announced Wednesday.
If all Democrats were to support Meeks' resolution, only a handful of Republicans would need to cross over for it to pass.
But Republicans may try to once again snuff out any attempt to force a tariff vote by inserting kill-switch language into a broader bill.
| r/neoliberal | post | r/neoliberal | 2025-04-03 | Z0FBQUFBQm9DbVhRSXY5Nkx0dlZnd2ZLVHdGSzU3ZnFrUXVBZUNwZjM5RVJ2cVhjYVdqX2dtMXpUMWFKaU45QzdjTXRsaDdnc2VsSVhGUFpscVMxenVHZkhfWmRzV1RIQ3c9PQ== | Z0FBQUFBQm9DbVhRVjRQUzh2akE5dWt0RHBsUC1NbTlXdVg0ZHNTOXdteTlmbFZZMkxWWTRpdjhfT3JMUFU3SXc0MXFhNGI5a2dRNUFFUzFVeE5lOXluYjJoRTR2THVicTczWF9HSWpSVkZvV3dnTjlWdXlIaDZ2STR1RTlpQU52V2tXaXpWdnlmeVVVdVZRSnRtemxsaGQ1N2tLMHhvZ1VoWGd6MjAxMWo4dTVCUnQzY1Fqbk9GMWZNQ05fSkl5djlVMkNEVEZPRWxfdm1rV1FFUEpST3pLNWpwbVZFVkJVdz09 |
What are your thoughts on Screen Acquisition of Agiloft. Does it change anything for customer | r/legaltech | post | r/legaltech | 2025-04-03 | Z0FBQUFBQm9DbVhRUnJBYm9zMVdrNXBhWHBaVzZidnZUZmFUQXNsSWdMaGR6LWFldkFxaHctaVJxOHBYdmYzTHM1VEQ0MGZUeVVMdUt1dFEwYTZZMWRxOTdaa3NESVlBYXc9PQ== | Z0FBQUFBQm9DbVhRallNWlZGSm5aX2dvZEJ4aVlXNVp2emFPMWluQTdOY3hhTlF5OE5rQ0dhVzJhQjIxZ3lPMnRYV3NDUmp4MjV1bS1WMFZoeWtRSVdoZzFZaXBvRVRoRjVlUzZaWTNRYlRfb1pveWVOLTVWejRLdWVFSGNXYlc0OC1PMTlCTmxVQXhaZnItOHVFZkJwMGs0VnJzYXZwRzRSc3pNcGZvN19GYVVkY0lqRFppUVVZd1VMbEJqelZzYkwzX2thWmRtSjZXUWs1c2ZvbGVnS2JQbHNMYXZ4bnBZQT09 |
I've spent the last 4ish months going through different courses (FreeCodeCamp, FullStackOpen) and feel like i havent really learned anything.
One of my biggest problems is i realised i was relying way too much on AI. To combat this, i turned off auto suggestion in Cursor and try to write every line myself.
My plan right now, is to kind of follow the Peiter Levels (@levelsio on x) approach, and just learn by building. So I want to try and ship a basic web app every week (using Nextjs), gradually making more complex web apps/MPV's as my knowledge increases. I feel like this way i'll actually be able to see progression tangibly, and i hopefully should have a solid portfolio of projects that I can use to get a job.
Being someone who is transitioning to tech later in life, this process has felt very discouraging. Not to mention every other post on twitter is about how ai will replace all developers within a year.
Any advice is greatly appreciated. | r/learnprogramming | post | r/learnprogramming | 2025-04-03 | Z0FBQUFBQm9DbVhRdWhfM2g2TmtEMUNtbGwzMnQ2OTh4TmpZQ01WV3lPRFVVUkRrMVJVU1prMVlZUlN5dG83Vnd0eVY3SFJsbUhXS2JMVy0xVng4LUZiU0FPQm82VjZpVUE9PQ== | Z0FBQUFBQm9DbVhRQmVhd2lQaWZZQmxuanh6VVRTcXZsTVpDNExYN21nV0dGdXBOMUZOTzlyZGcwdlRHZFhZc1ZyTjhOX3NFYWJiR1JfZ0QzRVFnVVhheFp0SHBWVWhVTy15QXVyVlB3eEdZdlRrRWwzVDVOSWxpVFhsUnpaNGFjcUE1VnJST3BQOE9VWkwwUkt2c0xlVnhBdHUxdzMzVTV0YkZoUklIalRUTFVHZDZHbHYtRXU4T0poZ01LS2hoM2c2V0dtdDlRdnBRM2I2X0drMVZ2QklUUTA3OTkwNEpvZz09 |
Fuck your calls | r/wallstreetbets | post | r/wallstreetbets | 2025-04-03 | Z0FBQUFBQm9DbVhRN25WOFI2ZW1nVU5TZzU2TFFtWmkzcXlFVlBIRVlRcWhxeWZ4TGJJZWo2eVFPZ2VRVDV4YXVqUTdKTFNXTnQ3Vk5FTHZmb1lYR29KRnpFU3NHOERxR3c9PQ== | Z0FBQUFBQm9DbVhRZFBGS2tuS193RUd5S1FjTWtZTW1ZZFBScUxEYmZJWWIzcHFRdE8zZTN2V19yamswUTUwN0U0U2dkTFpUZnJOaldWT0VldmNMQ2c4YU1qRHZJbUdiaEw1ODBQb2QxY2ZROVcyQ2R4c1RGejlyX0tHOXJPWjJDbC1JSGxYS0xxRzlOWVVZOHNfUGVmX21HVG4wMV9HYlpXVnZMQnltZGlkZkJfNEZzako5VlRJPQ== |
Hi,
Just started a DS role at a financial company, and I was curious to know whether transitioning to a medical/biological/any-other-based company later is possible/common in the field.
Do companies care about domain specific knowledge or only about the actual soft and hard skills required for a data scientist?
Initially, I started studying DS from the motivation to use data to help people, but I grew up and understood that my noble ideas at a young age aren’t always realistic. But the idea it is possible since there are data scientists in these domains really encourages me to try and work with them sometime in the future.
Thanks, learned a lot from this sub. | r/datascience | post | r/datascience | 2025-04-03 | Z0FBQUFBQm9DbVhRQWdrcS1VZzlUcXVjTFd5UkpzdU9ISDlMdXFVaVZvNVFBQ1VDaG9TNXpLdDNuU1J1amN2TmVpRWJobXNzOVhjZnVPdk9XWUNXdzZXNVF5U3JWNFBXSlE9PQ== | Z0FBQUFBQm9DbVhRRkxUUVZmNGdraTA5QlFxWUtRRHhZdExfTGdVSURYY0lldFV4c2lDTEs4a2xQUXBEVUdveGxDY2IyMGhmZV90a3JMVDkzbm9jZW1CWlB4NVBadHZOMkN0dXZXTXpfdHJ1TDlJYlRLY0hjYTdpUWdKenhrWlE0dmpuLTVOWW9kZnRYSlpRSVI2V0hHR29IV2g4UzVEWEZVNjRNV1hyaEFUb0JJU2ctQ3RYTlotN3ItVWY5SVFXQXZCQ3NxYmQtQXg1 |
Just completed the revamp of this page. Explore all historical details back to 2009 and to the future of each hard fork, soft fork, and standardness change (in addition to bugs and network splits) for BCH (and BTC until 2017)! | r/btc | post | r/btc | 2025-04-03 | Z0FBQUFBQm9DbVhRajFkdUR4aDNsUnZKQmQ4SzVtenlpb2pkMlA5akhoazRibFhCeXN3TkZGT0xUT2IwYXRzbU1vWEVZUWdXaHJZeEE3ZXR1Ykx2T3NyN3JwQ3ZmU2pGd3c9PQ== | Z0FBQUFBQm9DbVhRLTVFT241M1Bzc1ozU1ZSNy1SWWhSaEFqSWdqaEVhTm1XTWV5bF93bjJYMWdvMEJvYXVXbWdCanVaUkZkdFBiY056Zk5yenQ4RDJyWHNsOXpwM0hnMUZmbzN4MDBSR09tYTlUc2dmcWtxU3ZHX0hSTS1BZlIwVDlBQkxSVWJLakNnemw2MFdFMUJ1bTNuOVRtTmFaRGNmZ3l3cFBNWDhhOXZHV3plSU8tZXBBPQ== |
Which free tools do you recommend to call out and snipe hyped launches? For example devs that post their ca on platforms like Twitter. | r/solana | post | r/solana | 2025-04-03 | Z0FBQUFBQm9DbVhRUmtzNVFvbkVVOUZkQTN6WmVUOGxTT3htbkxQYXhMWVN2MWxPNDZPbE8xTWxsMFVMalBsLUIxZlk5cjBneHNyT1JJTE1LLXpYWUJ6TXExNmhWNllQUGc9PQ== | Z0FBQUFBQm9DbVhRV0lta2FLaUJwMzFzcDByY1g2QWE0cHNVWUZ5NGRPTUcyM3VtOGRpendMSUVsYm5DNG1mOTNSZjNBdGhmc2hhUFFvOTlRS0pEQi1zbDVlNlA4S3Z0blZCVTVMWkM4VWFmM0pmS21JaWRGdHNZa3VfeE1HWk1veGN4S2xNTkViWklZeGFhSmR6SUJCb2pHWUcyMnZLemZQX0ZPd3gwWjhfbWxieE9EaTcxalBUT2tGM1V0YlFpWEJpT3FqYUlYcy03 |
Might be useful for today…let’s see what happens. | r/wallstreetbets | post | r/wallstreetbets | 2025-04-03 | Z0FBQUFBQm9DbVhRQ0k0WF84MmZjajR0dnNFN0F5SUh2eXctSU5pSGxtSWVaWDQ0RUV3TXdFUDNSejdXdl85RjdVNWZSUXZtZlNMNVlxNVhNUzIxSlZVN3VZRFlWeU1EUUE9PQ== | Z0FBQUFBQm9DbVhRRWt6ejN0RGNRSkxDSG5ZamFSY19GdW10Q1hnZnZhZ242YThaS2F2TlRsUElHbUNISmNUVS1uQzR6Q0w2Zk0tYzZvZ25nbmVTU3pyTlpUV1lyT1lQUElabWNsNXV1TGNlZzFtemZONDdxVmFZMUduakR3NWlsMDJsb29lSS1QNklNN0dLVzAzZDJLWUo0NTlFa0EtamlyeW1TV215bE8tXzVjTlQybXJtWjhvPQ== |
Hi, I'm a cs major who choose speech to text summarisation as my honors topic because I wanted to pick something from deep learning field so that I could improve my understanding.
The primary goal is to implement the speech to text transcription model (summarisation one will be implemented next sem) but I also want to make some changes to the already existing model's architecture so that it'll be a little efficient(also identifying where current models lack like high latency, poor speaker diarization etc. is also another work to do) .
Although I have some experience in other dl topics this a complete new field for me and so I want some resources ( datasets and recent papers etc) which help me score some good marks at my honors review | r/deeplearning | post | r/deeplearning | 2025-04-03 | Z0FBQUFBQm9DbVhROE16VXplY3BVSmRTQ1dES2N6OWpHeUx4N3FxTDc3bjJiRDJZQ0ZjRTRMSjI0VVJwWTgzMzJJbEFSQTVjdE1hcm8zMk9ncUdpSUVJcThYMjFvd2FwNWc9PQ== | Z0FBQUFBQm9DbVhRTXljSmhIVEZSVXhVcGtfQ1YxNzBzV1dNSVozOXl6TFJuOU5ic2lhSjI1WFVxdi1aNFJlQklDaXZSdmNucDdhaFZrZExVazhSTDAyNXp5bkxuWUV1MlBXZzdTT2huZjhwUGRCUWdhdEg5WDNobXpLY3ZCMVQwNUNBM2tfRFRPZDFzeWc1WlhwU29YdDItRlQtZXJzNzdEbGw3SFhic0duTl9YNHdfU0dGS3RVcmRCSjQzUXEweUNxMEozbzBpdkdsY0FXd3E0Mkl1TlNNR1owWlJiRWotUT09 |
Ok we're not far away is it time to buy etc before it hits $50-100? Aud | r/ethereumclassic | comment | r/EthereumClassic | 2025-04-03 | Z0FBQUFBQm9DbVhRUWtCNU5DaENuR214SGx1TDRfYmlsek85a0JlNDJrNUZYV2QzUEhrLVdsbnJUWHBXVzJqNHNpTnR5NXYxUEJBRzB5d2VVV3A4MmV3bFRBUU43VEwzQW9tM215cTNDX2Vhck1raGh0TjZGN2M9 | Z0FBQUFBQm9DbVhRSkx1Sm9RYVVaY1RrMnlMZFM2TUVveWwyUVd5Y1pSeUdvTlBpbTBBME5ZY0IzMjY0N2s2Rk15R1h0cnR3U1NxRldBTHlobmNmb0V2YXFYM00zZ0tnR25fYW96LTE5Z0ZTY1BoeTFtY01fVXJzNGZQNUxfamRHUEE1OENIWGpYSllsZUt4OWNfMVAwWUc2N0Q2TjliREtOZmQyTWh5ZmRQdEozSWtLUWtPeC1ZTnBIQnVKMkdPbS03MC1uSUZlb0ptTDNfenBaZHZ0bW8yUElMOXdzSkpmNkZGV0ZTamtIakZ1RG5HUkhLZ0duUT0= |
This is just jojo hentai, get out | r/worldpolitics | post | r/worldpolitics | 2025-04-03 | Z0FBQUFBQm9DbVhRcmxIMjFoUGwzRm01YVdveFBFUTN1Uk1pdExOSWlPSGpnMWxWWDJZN0lvRTBsaHAtQldFX0ZVYjZaVFktVFphSjVoQXZCM0hNdjdnbUpFOEVQcDJDMlE9PQ== | Z0FBQUFBQm9DbVhRak1ocFJYTXJMeDVyUk1HOXlnLVhOdExadHItLWpEZEtONEtfeHVNeGhFOTdLRW1RcklOVFFONkJDTllSeUlwYjlTSTVSQURwcHhPOHoyQ2NRaWpsaHk5aHlNVjlwWHB4NUw2NTJ2UmozLWpkNTFWZTlOVzJDdmtuOHJDN3hRYUl4Z0l4MlRMT3BRYll6WWRwUHF2UlgxSXNBYWJFQWlQZzAxTTRHQ1A4TC1zTXUyZVBnQVBqQVhYcTZhSXdFX2VNUHhfRFBMUWhJR2lpZmh6WktKanBzUT09 |
First off, I really like the idea of Monero. I believe this is what bitcoin was originally meant to do as Monero is much more decentralized and of course, private. And as a libertarian I put value in that as many others do. I also mine Monero.
However, I do not see a future where Monero flips bitcoin and other cryptos and becomes the primary monetary system of the world. Cuz there aren't that many libertarians in this world. Just looking at election results, I think around half of the world is happy to sacrifice freedom for security, and I doubt the other half are devoted libertarians. The less people care about freedom, less value on Monero.
Also, even libertarians embrace the risk of losing freedom in exchange for security, or frankly, convenience. I for one am using centralized banking (whose funds can be manipulated or impounded very easily) and credit cards (totally traceable). I have a Google account which collects my personal info so that they earn money off of it, while I get personalized services which I enjoy.
You could tell me that I am no real libertarian, and maybe I can't argue against that. But I am also willing to bet that there are very few people here who are completely anonymous online and use cash only. Because in the modern world, it's just really convenient to use these things. We live our lives as if we will not become the protesting truckers whose accounts got frozen, even if we are aware of the risk.
Also regarding convenience, there are many other blockchains with features that make it more convenient to use their own native tokens rather than converting to and from Monero, and that small (or large) bit of convenience will be very significant. Plus, governments frown upon Monero, and there is the stigma that those who use Monero might be engaging in criminal activities. Which I think is not a baseless claim.
So that's it. If you are a devoted libertarian, you love Monero. But for the rest of the world, the added privacy is cool, but not really worth the trouble in real life. | r/monero | post | r/Monero | 2025-04-03 | Z0FBQUFBQm9DbVhRMGc3VnZZS0FWT0tfSllobGM5NktOS2ItbHd5YlBBMWszeWtETlA4dlZwZWtNX3h2LXdfMjJyQ1Fqck15OWdYRm9uWURZaFhOUU5pdE9Rem5xWjRJakE9PQ== | Z0FBQUFBQm9DbVhRd2NDR3p4d2ZFRXI2TU11eUd6NGxOSjZJN0Z6bnJINWo0Qm50MVZYZ0NSZmw3NXV5QkxBcWxqRWhEWk5WVlU4bXRlRUZBdUlMU2xNWkRQRTNHZVVkWjFoZWw2clhDaEpmTmEtekpVSTc4MFVqY19nZXEtVXpULXM4MWRhX21FT1lLV2FqUmp5VWFQcVo4OWUyMDluVEZ4SWJpV2dhWEhxbi1VNWpvMzNDUGgtSHprMms1QThUaFNjZV8zLVhlb1VL |
Bought XRP yesterday at 2.098 thinking it's not going to go down much more after that.
Boom, dropped to 1.90 over night and now sitting at 2.05. So yeah! Just send a dm ill let you know when I've bought so the market will just crash for you to buy! | r/cryptomarkets | post | r/CryptoMarkets | 2025-04-03 | Z0FBQUFBQm9DbVhRZlhmSVdJWU9JMWZ5aHlLMlJVNzM1TDRLOEtHRi1URk1UU2JjNTJVYVhwUHlGUGtxdmZwT25FS1NUNUZwV1FmQWo0eGFzb0wxYlZKSVRCQ1hrZk9OVmc9PQ== | Z0FBQUFBQm9DbVhRWFl4VlVIS0RFYXVzcDYyaERhWVQ4WFBFTVFYVjRrZkRRZEhJVjhRdVliNUNGZFZpZWVHamtXOXJyR1ZtNHl6UXZlYlgyclZvWEdrdWxDTjY4V0hKT3h6anplQVFPWVJxZXVtLUowMTJ3VDkwMjJ4ckxTekpSNDZBdEpVYVp3X2I3dllBVnpKTVZ0eERpRVduUzlqcmw5LWF5R0RBOEdaQUNQbGZNbjFFZnU3RWpiVlUwWHZiajQzZ2RQWGxGYk5jd05zMC1LV2tJNl9tZ01jTzE3cHVmZz09 |
I was prepared for some rampant italian-ness in the story, but even I was surprised. Blatant corruption and underhandedness, then completely undone by us just being really shit. Love it 🇮🇹🇮🇹 | r/rugbyunion | post | r/rugbyunion | 2025-04-03 | Z0FBQUFBQm9DbVhRLTI0UGdoNlo4TWFkY1J1bnpOOHJ3OXd1NVNQSy0tZFpwb0RZNExaTDBmVFBQVWl0a0RpMUFtRWJWU1V2UnFhdDdyOFgyUl9qZUVxOU41RjJrNlRrQTZsQWRzYldjVGZtdkRHc3NUUVltYXM9 | Z0FBQUFBQm9DbVhRWEpzZktWektpRWNxRm1UYncwV2hTTXU5WGt2bmQxN2VDZ29lME1IWmtOSGRWUWFUR2VVdHBqWVBGVHI1aFRiMk5POWhlcmdrTC05NXlkaXpBNWNYZnN3N01ad2xHc2U4UUJXVlFQaXRfb0R2SGR6bFByMG5PUkhNQ3ljbVFVMzlfVFZsSkluR3lXWlI5dmhEZlRYcWdHTmlsRjd5clU2c3FlVGw3ZFE3eWpvaER5Q3U3SVlTak1HeTgtTTB4dHU4bHEtcUx0QWNuQ3B6eTJzTTFSSDhqdz09 |
I’ve been digging into the impact of PCIe bandwidth on multi-GPU setups, especially for model parallelism, and I’d love to hear from others who’ve tested this in real-world scenarios.
I am planning to buy **two RTX 3060s (12GB)**, and I know that each one doesn’t need more than **PCIe 4.0 x4** bandwidth to hit max performance. Since **PCIe 4.0 x4 (7.88 GB/s) ≈ PCIe 3.0 x8 (7.88 GB/s)**, I’m curious if PCIe bandwidth is really a bottleneck—especially since some people have reported reaching full performance even on PCIe 3.0 x8.
But my real concern is **model parallelism**, where GPUs need to sync frequently. **Have you tested multi-GPU setups (without NVLink) for model parallelism? How bad was the inter-GPU sync overhead?**
I would be very satisfied if I can reach the same performance as a single rtx 3060 but with combined VRAM (24GB). If I want to train models that are less than 12GB I can use Data Parallelism. However, I would like to understand the performance impact of my setup on Model Parallelism. Would it allow me to train larger models that can't fit into a single GPU without too much performance degradation? | r/deeplearning | post | r/deeplearning | 2025-04-03 | Z0FBQUFBQm9DbVhRNGVmOEdqVFJidGwwQXdUbzFXR1NxbC1Ldnh0eEJzTjF1ZTRfZGZPNjd4eWVEY0VkSFFXOTVQLU5uZnNBM0tLMU9TR0UxeVpIUko3YXRKOHRsZ3J2dFE9PQ== | Z0FBQUFBQm9DbVhRYmJ0QVVCRjRQZlotU2JxWXBqakFHN2xDajNVSm5NYmNjNEcxSVRBNHhhZmZlZC1XSV94Qmlfajdxb0VidUFBaVdvbGtMQTZPUVNmN2p2bm1zaXFpVG9EN2Qyd3I3akZQUnl3d0xDa3d6aUpuc2J6ZXJXaTIzV3F3X1RueTFVOTNjWnVJcEY5ZXlLNjZSNDh3MFpQdzF0bnd0UGNLVDhZa0duam16VGRlaURYa1VTZHg2TVlBMFVMZ2VnUHZXVmVhR0RBT2JicjUwT0RNc2lfV0VzU09hdz09 |
Hey everyone,
I'm a **Senior Full Stack Developer** who continuously upskills, and right now, I'm facing a crucial decision.
I have **15+ years of experience** in software development (+IT degree) and strong skills in:
* **Backend:** C#, Entity Framework, LINQ, Web API, various libraries
* **Frontend:** JavaScript/TypeScript, CSS, SASS, Angular, various libraries
* **Databases:** T-SQL
* **DevOps:** Linux, Windows, Apache, GitHub Actions, Docker...
I currently have a **stable .NET job at a Fortune 250 company**, but I now have some time and capacity for learning.
# My Options:
✅ **(1) Specialization & Deepening Expertise**
* Azure, Kubernetes, AI
* Keeping TypeScript/Angular up to date
* Strengthening my existing knowledge
✅ **(2) Learning a New Programming Language & Ecosystem**
* Java (Maven, Hibernate, Spring, etc.)
* Many companies in my city use Java, so this could open up new job opportunities.
**My Dilemma:**
👉 Option (1) excites me, but only enhances my existing skills.
👉 Option (2) could broaden my job prospects but requires a bigger investment. I love .NET and would prefer to stay in the .NET ecosystem. However, the number of .NET jobs in my city is lower and they tend to be less well-paid.
What would you do?
Looking forward to your thoughts!
**Edit:**
Thank you for your feedback
Disadvantages of the Java path
(1) It will probably take me a few years to become as proficient in Java as I am in .NET. Those will be tough years.
(2) I will potentially have to accept a pay cut.
(3) Ultimately, I will have the same skills I already have, just in a different language. While Kubernetes, Azure, etc., will actually expand my skills.
(4) There are also some .NET companies, and with more skills (Kubernetes, Azure), I could also try to apply for positions further away.
My gut feeling tells me that I should continue to focus on .Net and I already know a few other languages, like TypeScript/JavaScript, CSS and T-SQL.
I believe my tech stack is already quite extensive, and my colleagues are significantly more limited in their expertise. I believe more focus is the right answer for me. | r/learnprogramming | post | r/learnprogramming | 2025-04-03 | Z0FBQUFBQm9DbVhRQTFJalFlMXRneUJJTmQ2YkdZdEhoeTd5NUFnUFd6MFZkZWpVV0s5TDFsak00WTNYdU1HVnJubVBIeVUwX2NDUlBsc2hEWHhZVjYxZ2dENENWYzZTZ1N5X1JudkFqYnZLdGlETzdjdHRQOGs9 | Z0FBQUFBQm9DbVhRMXRMV0ItYjJCLXp4U1JGNDZEdk1nbEVMOEZnQ2JZQ09CQTBWWGlPWl82eFhac2dERVJDU2JUWmQ1R2ZXMXlNUjVlUExmX2tZLVNOV1JXd2JhNVFRTTJJQ0l1TzNmXzNaWGJLTjVqdkp0X1pFMldtVENKOVpPWTZvVW80RkZoMlBsdk55M1ZrZzJzVFN4elF4V3FoeE51OUNGNy02MjQ0VVZwS0REV244a1RpbktEMTEzSGxQVk5xVFVXYzV4NTkyRTNPNkVzRXpuX3ZhRlNuVXNjUlo5dz09 |
This is a FAQ by the European Commission about the preposterous claims made by the Trump administration to justify the recent tariffs. Very clear and factual and useful to know.
[https://ec.europa.eu/commission/presscorner/detail/en/qanda\_25\_541](https://ec.europa.eu/commission/presscorner/detail/en/qanda_25_541) | r/liberal | post | r/Liberal | 2025-04-03 | Z0FBQUFBQm9DbVhRLTZKLUhrczkxaHprbDV3NVpkR1ZnLUY2cFBnbTgzYlNtZWo3ald5YzVyM3NlMkRzNUVYSi1nNkp1TVoxNUwwdnduWHZOSjlSWXh1VEtQZTlhb3VlcUE9PQ== | Z0FBQUFBQm9DbVhRbGlUVE5vMXd2aHdpdU83emJFeWxjOFdpbWZ6Y1ltOFJZT3I3Q0tKS0RVOTBQSkJFNUgzNVRzam5wNzMyUGZsRDcwX2lwLUw4UzhuNU9EaXVaSDhYT0RTcE1rdFp4dEdVRk5ZOEpWVlQwMEFpbnVlNmpUYWZUYTRjbTJBZmN6czUwTWtPN3ZFQlZBam5ub3pSNjUwTUlkb1J3N3BVV2dZR0k1VGtXZTRwQTZlQk5QY1VucUZneHJLSHpxa2VObUtn |
We wanted to combine education + adoption among regular people with a way for people who want to earn BCH, to do so and it was key that we made it as easy to set up and as decentralised as possible.
Check out the video on how it works and how to get your referral link and give it a go!
https://bitcoincashgloballotto.com | r/btc | post | r/btc | 2025-04-03 | Z0FBQUFBQm9DbVhRcF9MaFNWZURqcVNBRE0zZ2JNVWE4d1ZrX0szZEpPZEdfMWxMTng4eS1MaGFHUlJjTk01elQ5Tm9aX3E0LUhsZTRON3ppWXpQU2VuRThDQUY1QlJQVXc9PQ== | Z0FBQUFBQm9DbVhRbjVCOU9RMkwzSnc4aVhVeVlHdkt3Y1ZOVDJndHA2UWlKMmtSWnVhZ3k5bDFTWDN4T2dDRHA1cGg2RFpyTVVuUTFmZ3Y1ZDZvLS1GN2wwd2pHQ0lMTFE2Q0w1bWlUa05fdmw3Tnotb0lFQ0dEd2tZSzJLTGJHdzh3clA5bTFGeGNuQjQ5OWNmTlNlNUVWS1pCVGNwWXRpamFoTnlKamdNRFJzS1g1bVpZcm1PWExWeFlvc2FxYWdWS2hudGFsLWd3 |
This new study introduces **RoR-Bench** (Recitation over Reasoning Benchmark), designed to test whether language models truly reason through problems or simply recite memorized patterns. The researchers created 1,500 elementary school math problems with variations that test the same concepts but prevent simple pattern-matching.
Key findings:
* GPT-4, Claude 3 Opus, and Gemini 1.5 Pro all showed significantly better performance on standard problems compared to variations testing the same concepts
* GPT-4 achieved 78.5% accuracy on base problems but only 61.1% on variations
* Performance gaps were consistent across different mathematical operations and model types
* Chain-of-thought prompting improved performance but didn't eliminate the reasoning gap
* Models struggled most with "counterfactual variations" - problems that look similar to training examples but require different reasoning
I think this research highlights a fundamental limitation in current LLMs that's easy to miss during typical evaluations. The gap between solving standard problems and variations suggests these models aren't developing true mathematical understanding but are instead leveraging pattern recognition. This could explain why deploying LLMs in real-world reasoning tasks often produces unexpected failures - they lack the flexible reasoning abilities humans develop.
I think this has implications for how we approach AI safety and capabilities research. If even elementary school math problems reveal this brittleness in reasoning, we should be extremely cautious about claims that scaling alone will produce robust reasoning abilities. More focus on novel architectures or training methods specifically designed to build genuine understanding seems necessary.
TLDR: Leading LLMs (GPT-4, Claude, Gemini) perform well on standard math problems but significantly worse on variations testing the same concepts, revealing they rely on memorization rather than true reasoning.
[Full summary is here](https://aimodels.fyi/papers/arxiv/recitation-over-reasoning-how-cutting-edge-language). Paper [here](https://arxiv.org/abs/2504.00509). | r/neuralnetworks | post | r/neuralnetworks | 2025-04-03 | Z0FBQUFBQm9DbVhRZnB1RnBybjg2WmxjTm1oT3BJWG5tMGdrblM2YTZoNzVMSGZHZG5RcnQ4RWw4dEhfbDJFNzh6c0pyM2VEb2RnY1RUbXlYbXBJelhuekNYMnRCSmh2c2NmS3N4LVZrdGs3ZzdfbVdwU0hJd0E9 | Z0FBQUFBQm9DbVhRaEdVWWJSODFORDdGOTUzcUtPQklNdFdHR2ttUW8zQlhKMWtzc0VGYmw3OVJwdEE1ZGFoeWZWdm9McXhIWHkzQ1ZKUk9NNWlwNHptbDJvZlpmZ040UFJQbHA4Q3RuejEwN3dpQ1Ezdlh1dVhINmRUeHZ6ZHhMLS1MOWVRdWdhZEZHR1gwMXk5LV9iMEpNZElvV2gwMTduU3FaN0FLY296eTNLNTUtMW5ha3RSU2lKbk9iSjlJQmtuN2pocTJtRU5j |
We wanted to combine education + adoption among regular people with a way for people who want to earn BCH, to do so and it was key that we made it as easy to set up and as decentralised as possible.
Check out the video on how it works and how to get your referral link and give it a go!
https://bitcoincashgloballotto.com | r/bitcoincash | post | r/Bitcoincash | 2025-04-03 | Z0FBQUFBQm9DbVhRWWJfQzdhc0RrcTRBLU44QWdGQ2ktd05Pc0pRTUpZVFZybnVPeGpBWWhWZnpfOENzX3RrcXphdndlRE1yYzFSRVE2R0VBWnphRGZONnBLa21rQUdyQUE9PQ== | Z0FBQUFBQm9DbVhRRlFEeXBEZmN4Zkg4VEhfQlFEaHNtQ3RHaEVLX05KQ2JFUHBzMGlfSXVENTBmV053YVlkWGN6LS1Kb3J2a2x6YU5KNERDYTE5RXNHVk9tWmNKeG5CQVpjdVFuUEtORVZjOEtfVDdHcVVXYUJXSW9QdzQ5Rkl0bmlOb2RJY2hkckpQdmhWNDFfUjFZNE81VkJaczJjRDA4R0hzNkZQdnFfUXRRamZsZ25xVHhtaF9iWl9oQjVvcmY5RXJHeWN0ZnNLRy1qNDU4Ri1vc2dvd1AwZEM0QUtBUT09 |
When I first started reading about ML and DL some years ago i remember that most of the ANN implementations i found made extensive use of libraries to do tensors math or even the entire backprop, looking at those implementations wasnt exactly the most educational thing to do since there were a lot of details kept hidden in the library code (which is usually hyperoptimized abstract and not immediately understandable) so i made my own implementation with the only goal of keeping the code as readable as possible (for example by using different functions that declare explicitly in their name if they are working on matrices, vectors or scalars) without considering other aspects like efficiency or optimization. Recently for another project i had to review some details of the backprop and i thought that my implementation could be useful to new learners as it was for me so i put it on my github, in the readme there is also a section for the math of the backprop, if you want to take a look you'll find it here https://github.com/samas69420/basedNN | r/deeplearning | post | r/deeplearning | 2025-04-03 | Z0FBQUFBQm9DbVhRRHBlaEFmTklsOVd1SmVQS2F5SkhfV05iM3Bjak13cElyV1pRUlMtLXJ2MFppd21wYlZKRGNZbmFleFkwellZbHljTHNnNVZxMjNSQ3RqaTd4QkJmaUE9PQ== | Z0FBQUFBQm9DbVhRYmRZd0xGNGwwYmJ3SktERnlnUDdGOTk5TDM1N284WGRnU3dNcVZGbkFxaHFwZHVhWEE0WEpzXzZHdVoxQWNVcWltWTBjMGdFSk1YdWhNUFotODh1ZlJINmZHTmhhWldQZ1hhR0lKcGlBRWIxWHhjcjNZQzMzRi1jdG5FRlBPQ0RhaHRzaTNPVGFralFGRS1POG1Bb3d2Qk9qZ3I0MWtDZFNRU3FZRDd0WkZrUTl0aHNMcE93bE01SFRYRFBJcHhlVW9JMXUyYjl0OGctQzUxdGpIY0trUT09 |
Hi All - I applied for a role and rather than being contacted by HR for an initial phone screen, I was reached out to by a VP level person for a 45-minute Teams interview.
I find this really strange because the job description also didn’t list a salary range, and these are details I would usually nail down during a phone screen.
As a result, I want to start the Teams call by asking the VP what the salary range is for the role (don’t want to waste my time if I’m out of their budget).
Is this a good plan? WWYD?
EDIT: thank you all for your advice. I had the meeting, and at the very end he asked me my salary requirements. I think the meeting went well but I do think I am out of their budget range. But hey, you never know. Thank you! | r/careerguidance | post | r/careerguidance | 2025-04-03 | Z0FBQUFBQm9DbVhRU2Vnc1JRREsxYy1BUDlvR2paV1I5T29nLWo3S3JIeThYd3BHQlRiOGViWGo1RjA5YUg0TXFlNXZNMzlabnBMV0pDVGxGd0xTeTU1NlRWMGUxSFJoSlE9PQ== | Z0FBQUFBQm9DbVhRbGx4Q3RFSkpia3c4NC1OQUFicFdXVDZsU29WT0hfQm1jcGNnckd5bUdZdlJ3SGszckxDRjVLNzk2OTlhaGUweXpIbWE3SzItRWcxaWozMmVlXzZGSVk1ZDFNU1QyY2RjS0NNSlV0TUwwbXJTc0JmZENRZGRHTWN6QmRwa2hzOVBJaDJpczV0ZndubUZsQ0tHQU50ek8ySGF4Y21QQlZuQTRfaU9fWmdVUXRQYjZrc0loM3dPVUMzVEstUUlFVTdGQm9KTUxJM0VoazhBTFBiYV9JUGk5Zz09 |
I work in IT at a large company (let’s call it \[LargeCompany\]), and I’m on very good terms with the directors—some of them were even my connections before I joined. We use \[ERP APP\], but here’s the shady part: we’ve been paying for **one license** and using it across **all branches, warehouses, and factories**, which is a blatant violation of the terms.
For years, the \[ERP\] reseller turned a blind eye—there’s a ton of business between us, so they let it slide. But recently, they called me saying \[ERP DEVELOPER\] threatened to cut ties with them over the license abuse. They demanded we start paying properly—one license per site.
I escalated it to management. Their solution? **Make a cherry-picked list of the smallest sites** to license, then **deploy a cracked version everywhere else**. We’re in a country where piracy laws aren’t enforced, so legally, the company faces no real risk.
Personally, I’d just pay for all the licenses. The cost is **peanuts** compared to what the company makes, and as a dev myself (I do side projects for fun), I hate the idea of big corps pirating software.
At one point, I even considered **snitching**, but management trusts me, and I don’t want to burn that bridge. What would you do in my place? | r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-03 | Z0FBQUFBQm9DbVhRWWFFVTV5VHI3OEcxODd5MG9MeWNSNk5wWGpTUGphSjFKalR0ckJtU245Um1uczJCYVRscktaTmhxQ1hwVWtGZkNxbUlEdWVnOUtFODhSWWt2ZEw2dGc9PQ== | Z0FBQUFBQm9DbVhRQ2RCcWFzYU1NbmNkRjRPN2hYcjd5TDFrRHRRcWJ6ZlVGa2F2YTBBcF9IRDBsS1h4OV9MVGVLTEhudER0Zk1PS1VhaWtaZFlOdGtGek5KNWZOTzdDUkxzWWVGVl9jc2ZmbjZEQ3lpV01XOFlKTVJsUjdRSEN6X3RxUllSb2dKRURKeEVLNm9uY0hIVVhWX0o4dGtxWnNlS1hKelNOdXFMdnBER2p2N3gtdmhvUDlNNklLT093bFVTZllPWFNibGhVTUs3cVhPVFl5U3BOR01KdU1qVGI5Zz09 |
I've been interning at a small company as an embedded SWE for about a year. I'm graduating in a month so I pulled the CEO aside and asked him if I'm eligible to continue working there full time after I graduate.
He basically ripped me a new one, saying he likes me as a person but I'm not a team player. He said that I'm quiet, nobody at the company knows what I actually do, and that I need to start "thinking outside of the box" more if I want to work here. He said that there isn't much work at the company lately, and that I'd have to prove my worth over this next month until I graduate.
I thought I was doing good, this completely shattered me. I'm somewhat introverted at work, but when we're working on projects or I get assigned tasks, I always got stuff done in a high quality and timely manner. We finished the main project I've been working on a couple months ago, I was the main developer for the module and I thought I did it very well. Even the CEO did a code review and said my code looked really good. Since then however I haven't been assigned any specific project or task, so it's been difficult for me to self start. I've been trying to keep myself busy, understanding the code base as well as reading documentation, asking others if there is any work they need help with, asking others what they're working on and if they need help.
The reason I'm surprised is because I regularly asked my manager (maybe 1-2 times a month) if there's anything I'm not doing that I should be. I send him regular updates pretty much at the end of everyday, saying "if there's nothing specific you'd like me to work on I'll be doing XYZ..", he says I'm doing well and to keep doing what I'm doing. Then I get blindsided by the CEOs response!
I don't know what to do. I'm questioning if I'm cut out for this. A lot is at stake here, this was my last chance at being employed, I'm 600+ applications in and only 2 interviews. | r/cscareerquestions | post | r/cscareerquestions | 2025-04-03 | Z0FBQUFBQm9DbVhRWm1EVTM2OUlEM3lRbWpCeldrMk1CQzJHMF9YcGtTb0ZSd3ptQzVaM3dna1prR3pFM0dibkI4S3pTWlMycUxJa05DTzdZelYzVlNCYU5xS2thOGR6eEE9PQ== | Z0FBQUFBQm9DbVhRYWxPd3l6VTdTUk9fTFJ3MExkVXlOQkVKNUZKcUdhNmJDNG91czhtMTZUSEZiZlFscS1sZHVQM1BMZlFEUWdTT1oxTEtVSVRXX2thYjIxdF9pQTBYV1U3QXVFS2lQMzU3NW13V3FKTmRsRUd4YXlLMi11TWpRV25LRldWLWpNM2l3U3hiZzZ1eTFyaEt2Y1E1WW9YSDd2cWkxTDBjSmEydW84SEt1YlYyTmlPTkc5RlFzdGItcFVTLXhwMTZFalQweXo4VHc4dFdDdGNoMnR1Qmx1VkdVZz09 |
You know, the one that plays a CGI disney-level animated movie as you scroll?
like why? it only increase the chance that potential user won't see your site at the fullest because of lag or slow internet connection. plus it can be disorienting and distract people from your actual goal.
I thought of this when I came across [Fly.io](https://fly.io/) homepage, I think, 'it looks nice', then I realized there's 0 animation whatsoever, and that's just an example of a good site with no animation.
EDIT: The worst thing is, the websites with heavy animations are the ones that got praised in like r/web_design | r/webdev | post | r/webdev | 2025-04-03 | Z0FBQUFBQm9DbVhRMkZ1XzFNRFFOM003bk9zU05SdjVXUTNhUlBaY3ZGbEt1bmROR1dpRGd6X2Vfd19pXzE4ak5Fc2xqZ1U1alVxTUxrM2pzOXZ3VTRnbDlldGlOMFdjM1E9PQ== | Z0FBQUFBQm9DbVhRV2tXM3BITE8tT3d4VHpyVFYxbkVVUFNhX1h4RFVDQ0o0a1hDUDltSV8xZS04WVBnSXBhYnBoakpZN3ZJU0NEQjVfZnZ6Nndlc2NBNWRWV0Nkel9RekNwQlV1ZUpJOXY5MEYwNDJfTGxvMmpUcTRTQ0s5UnVhMTJtRW9UQlc0TjdSMVFjR2JpMXRQTnJQY1FsNFU5V0oxMldkR25RUjh6OEpCQlNNMlBBZk9VX2dhakUzQnhJYk8tdFVsZHgyQ1VwWm14cDdablZMRkF3SWVxaDgtNGxuQT09 |
Thank you all that helped me this regard out. Sold right at open. Literally don’t know what I’m doing. No strategy charts or anything, straight up gambling. Started in wsb since very late 2024, I am 84k up since then. Cashing all out today and gonna travel the world before inflation makes my dollars become worthless. Put in 2 weeks notice today. Cyall regards! Thx for the free vacation.
| r/wallstreetbets | post | r/wallstreetbets | 2025-04-03 | Z0FBQUFBQm9DbVhRZk1YbE50eDVsQ3lpeWpXWDlCd1NVMTdWTmlYR2ZNaUZBSXZpaXlVaDFFSEx6UzJGSENJS3BWN0ZvWGMtVnN3U1d4QzBrMFpMd19rUW95THhqRUNFTGZjYy1GeERQNWFPbjFnVVlTS0gzcmc9 | Z0FBQUFBQm9DbVhROXhfNFk4OEpHZG5zQm9TOUF3NkQ0WFJMREI2cjVBS2tjUEtDcjRBMEdtekc0RGpBVnRZbVRTcGxPeWllRkI3LWNuZG5xaTNPVmFlQlJRWGhPbk9DMVVqWG5VdFFXNEphLTJhQ2xoMklQcUFoaGw4dHY0RWsycmNqaEVZX2xjMkRZUFV6YUswLUR0TVF1T1RlR01pbFBoQ3hxU0tkZzhBWmtsVnAzeWlKSjUxNURVZDk1NXZwMl9kcTlqX01FcUdr |
Hey everyone,
With two of my friends, we wanted to set up a shared subnet across our three homelabs, each in a different physical location. To do this, we used our existing infrastructure with Proxmox and OPNsense.
I followed the VXLAN bridge guide from the official OPNsense documentation:
[https://docs.opnsense.org/manual/how-tos/vxlan\_bridge.html](https://docs.opnsense.org/manual/how-tos/vxlan_bridge.html)
For the underlay, I decided to go with WireGuard (which I’ve been using for years) and set up the VTEPs just like in the tutorial.
At first, for a proof of concept, I just wanted to route the [10.8.15.0/24](http://10.8.15.0/24) network between our three sites using VNI 15. Between two sites, everything worked perfectly. I set the MTU of my WireGuard interfaces to 1600, as recommended in the OPNsense forums, so that my bridges and VXLAN interfaces could stay at 1500 MTU. That way, I didn’t have to deal with custom MTUs or TCP MSS normalization issues.
I also tested with Don’t Fragment (DF) flag across the internet, and MTU 1600 worked fine without fragmentation between the VTEP interfaces of each site (through the wireguard tunnel).
But when I tried adding the third site, things got complicated.
Initially, I set up one WireGuard interface per site with two peers (one for each of the other two sites). Then, on each firewall, I created two VXLAN interfaces:
* Site 1:
* VXLAN1 for VTEP-Site1 to VTEP-Site2
* VXLAN2 for VTEP-Site1 to VTEP-Site3
* Site 2:
* VXLAN1 for VTEP-Site2 to VTEP-Site1
* VXLAN2 for VTEP-Site2 to VTEP-Site3
* Site 3:
* VXLAN1 for VTEP-Site3 to VTEP-Site1
* VXLAN2 for VTEP-Site3 to VTEP-Site2
But then I hit a limitation: in unicast mode (as described in the OPNsense guide), I can’t use the same VNI (15) on two VXLAN interfaces. I get this error:
>"network identifier X already exists in this socket"
This caused some really weird behavior:
* FW1 can communicate with FW2 and FW3
* FW2 and FW3 can’t communicate with each other over VXLAN
To fix this, I had to do something a bit weird with network bridges by assigning different VNI IDs per pair of sites:
* FW1 to FW2 = VNI 15
* FW1 to FW3 = VNI 16
* FW2 to FW3 = VNI 17
I know this is not a standard VXLAN setup at all, but it’s the only solution I found for now (I’ve never done VXLAN before 😅).
So, on each firewall, I now have a network bridge (bridge0) that links the two VXLAN interfaces and the physical NIC:
* FW1: bridge0 → [10.8.15.1/24](http://10.8.15.1/24)
* FW2: bridge0 → [10.8.15.2/24](http://10.8.15.2/24)
* FW3: bridge0 → [10.8.15.3/24](http://10.8.15.3/24)
Right now, this works, but I’m starting to realize it’s not maintainable at all. If I want to transport other networks like 10.8.16.0/24, 10.8.17.0/24, 10.8.18.0/24, I’d have to:
* Either create at least 3 new interfaces on each OPNsense firewall (2 VXLAN interfaces + 1 NIC/VLAN) and another bridge.
* Or create VLANs on bridge0, but as far as I know, OPNsense doesn’t support VLANs on a bridge interface.
* Or use VXLAN’s native VLAN transport, but I don’t really know how to do that on OPNsense.
I looked into multicast VXLAN, which seems like the perfect solution for my use case, but WireGuard doesn’t support multicast, so that’s not an option.
I’d really like to avoid using IPsec if possible.
So now I’m trying to figure out the best way to design this network so that it’s:
* Functional
* Reliable ( fault tolerant and easy to monitor)
* Maintainable (without adding too much complexity if I want to add a new subnet)
* And ideally performant (We have great fiber network it should be great to use it 😅)
If anyone has experience with VXLAN on OPNsense or a similar setup, I’d love to hear your thoughts! I’m open to discussions about every part of my setup.
Thanks for your help! | r/networking | post | r/networking | 2025-04-03 | Z0FBQUFBQm9DbVhRZ295MGV1UTRENUJGRmg4dDRpTXZZV2ZVdzVBOTBUYmJVTGxnX1VKeWNHdk85SERSbUV2cEszN2VtY09kbm1hUnRlRXp3OFlEYUUzdWl4Sm02M2tHX0E9PQ== | Z0FBQUFBQm9DbVhROVJwYmRURXFLVDc5bzM1WEllU0s3NzlaazNvVkxlZmZoa1Vid0tIbktNZFNsZFNjRkJCQzBMNC1oNnJOX2wyVUpGVVB6RFB4eFNFVDliNXJrRTVQa0dlSEFXRGpqbTZfUXFPeEVGNFZ2WW1qMW1TcF9xT2RtTkJaRUlKMmlzY1pkZy16QzZ3a3E0NTdtdG5QRmtGbHQ4TmsxRlpOTGZiRmdrVVhxZ1QxckpLR1F5cFRJZElYVEpKQ1NqVG51Z2R3YXBXRmNnUjZoRkRKdEM1cGFydlVzQT09 |
Some context, the stack we use at our company is node.js for everything backend (used to be a monolith in express.js, but now we have several serverless projects), and react for frontend projects. Everything in plain javascript.
Also, we're a small company, but we're growing fast, we're getting more clients, and we work with progressively more and more data and requests, and there's a big push to optimize everything, have less errors, etc. We'll grow the team soon too.
And one thing that our team is proposing is to switch to typescript, one of the main reasons being that it catches potential errors while you're developing, and the fact that debugging and developing over existing code in general is much faster. It's not uncommon that we have errors in production that affect directly our clients, sometimes we even have to fix a lot of data that was saved incorrectly or not saved at all, and a lot of those errors are typing errors, or having unexpected undefined variables (yes, we're improving testing too).
But our code is really big, and it will take a lot of time to switch, so we have to make sure it's actually worth it. Sure, we can start with small or new projects, but they eventually want to switch everything to typescript. We're thinking in the long run, we want a quality and robust codebase.
What do you think? I know just putting js docs in everything is easier to do, but probably having typescript is better, right? | r/webdev | post | r/webdev | 2025-04-03 | Z0FBQUFBQm9DbVhRVUpyVUt0V2lTUHNFZEs5eHg3TEFUZ2poaXZQWThpajBrRmVEakYzQUNWNWVDX0plVjhQMmp3VDVRU3pMQTZ3eUdDUnZ2TWh2OVFXOTNjdTNuVXJfY2c9PQ== | Z0FBQUFBQm9DbVhRcFlVWnNVd1FycENQYWwwdGNrQlI0NzJQcXpfTk93OHBRZVJPTk1RTDhvVWxGWVNBVUNTRHdfbXBtV3lRazZUWjRFdkRpTE9SN2RUbVBOdG9zTko3Rm5jczFpNVg4aDkyT0xwMjVHZ09JQi0wS01WOHdETk04QUQyVzkyVzBRbVlSRU0wVEFHcWU3Rl9sZVFvaVA1Q1VPLTNHM0hXNC1IcTltaUk2WVozMm1PWEdCdkJnc0Vud0taSXVKcFYxT3NH |
We are a medium-sized company (1100 employees - 25+ sites across the US/CAN) that is looking at migrating to Palo Alto, but the pricing seems a bit out of reach for us. I Got quoted 4 PA-3440s, 3 years of support, a core security subscription bundle, and global protect. Quote is $924,914. The 3440's would be for the datacenters (2 DC's, HA pair at each site). Looking at the PA-460s for the branches. The PA-460 came in at a reasonable price of $15k (more than we pay now but well within the range of what we would be willing to pay). Just curious if those prices fall in line with what others are paying.
We are currently using WatchGuard, with no major issues, except their support has gone downhill over the last several years (that seems to be the norm, though, for many vendors). We have one more hardware jump we can make with WatchGuard, after that they do not offer any bigger boxes to fit our needs (whereas Palo Alto can scale well past what we would ever need).
| r/networking | post | r/networking | 2025-04-03 | Z0FBQUFBQm9DbVhRQVFVbG1uYU95OGFLZ1hvdUpwX3daU05MOXJTQU94ZWNac1JaMFI3MHZsVE1vNjZCNVh1REh1Q1ZzVktlZGlibzVPMnAwRnIwSUN4T3dfYTh0cmprS2c9PQ== | Z0FBQUFBQm9DbVhRQ0dwTWhpY24xb3M5ekdyRXI3T0p5NHZ3SFFjVXRBVzAxSmhzbGVHM0ZRWDczNjlSUzh4TDR6aW1ES2RKaWE3OWs4Qi1vTnFNQ2ZaUk91VjR3a250NXBfVTVfblFOc2JjS2hHN0l3dlJ5YjhhN3Q1MTJmUWhKOWxWWnlaZDFQWThOelpMMHZPVUdmZGgwX2hyRFlwbC1uZjExUFNqLW1kVkNFcHFXM3gyaGlVPQ== |
For the most regarded of us, RH= Restoration Hardware (luxury furniture and home supplies), not Robinhood.
It’s tanking based on shitty earnings/guidance, the CEO’s comments that it’s the worst housing market in 50 years, and, yes, tariffs (he comments that any furniture maker that says they aren’t dependent on Asia is full of it) | r/wallstreetbets | post | r/wallstreetbets | 2025-04-03 | Z0FBQUFBQm9DbVhRRnNwVkJ0czRuakZQNE9KV1hsMERUZHllSi1WSVBlQWV1bDhDdVpPN3JTbm5Yb0JGYlJrU2l0aHFESDUzZVg0Sk9XRl9pZG1GZU5lekNBWmk5ZGV4Qlc2am5pVUNkaHRFcl9ZbXN2UExodU09 | Z0FBQUFBQm9DbVhRNkNUM1plSnRnN1ozTDBzSjRRZ09aSTNTUlZZSkpVajIxZzZLQnJaRURXNnRjZ3JhSS05YnZMSlpHdzFJUjl3clF3U1I1MFVId1kwbUdTRVZwSGhvN0hfZW9jUXdwVWFTWEdvTElWMkJlOVQ2T19UaFAwVlhuU1pNQ0hQOHNmRi1VSTd3YzdKTlNWMjN2MTZiLXNVSmhjSmZEM1hxeEpjbDFQSUhzNE81UEJDZEhXbE55YmVvQkxRZ2dSbzdURURQUkd2am0tVG5tbzl0M0FzYi1rS3kxUT09 |
A solid grasp of graph theory can give you an edge in technical interviews, especially when the problem at hand is less about code and more about the structure beneath it.
At their core, graphs are about relationships. Each node represents an entity, and each edge represents a relationship. This simple abstraction lets you model remarkably complex systems. What matters most in interviews is not memorizing jargon, but understanding what these structures mean and how to work with them intuitively.
A graph doesn’t care where things are laid out—it only matters who connects to whom. That’s why there are countless ways to visualize the same graph. This property reminds us that graph algorithms don’t depend on visuals but on connectivity.
You should also get comfortable with the flavors of graphs. Some have direction (like a tweet being retweeted), some allow duplicate edges (multigraphs), and some are fully connected (cliques and complete graphs). Understanding when to use each form lets you frame problems properly, which is half the battle in any interview.
One of the most powerful concepts is the subgraph—a way to isolate parts of a system for focused analysis. It’s useful when troubleshooting a bug, analyzing a subset of users, or designing modular systems.
Key graph metrics like degree, centrality, and shortest path help you quantify structure. They reveal which nodes are “important,” how information flows, and how efficient routes can be. These aren’t just for theory—they appear constantly in ranking algorithms, search engine logic, and network analysis.
And don’t overlook concepts like bridges, which are edges whose removal splits the graph, or graph coloring, which underpins classic scheduling and resource allocation problems. Questions about exam scheduling, register allocation, or task assignment often reduce to “coloring” graphs efficiently.
Ultimately, the interview isn’t testing whether you know the name of every centrality metric. It’s testing whether you can recognize a graph problem when you see one—and whether you can think in terms of connections, constraints, and traversals.
I noticed the top posts on r/datascience tend to be about getting a job. I'd love to hear about what other topics you think I should cover! Also, I wrote an educational piece on graphs if you want to learn more: [https://iaee.substack.com/p/graphs-intuitively-and-exhaustively](https://iaee.substack.com/p/graphs-intuitively-and-exhaustively) | r/datascience | post | r/datascience | 2025-04-03 | Z0FBQUFBQm9DbVhRN2RYckVDNlFXM3QyMEJBWVVCZG8xVnNzdjl1dG1nRmtxSHlOdVZoVjRCRE1iUEhwQjh3NUN6cHdzT010dG56RUJjWWo1UUVBYWl0S0w1dTlrNzVQMlE9PQ== | Z0FBQUFBQm9DbVhRSEY5NjgzTUVDVmNOQ1U4MmZqWk96anpvRmVxTUJHS0FRSVlHY3NnWG9JdTM4a19SV0JRODZGNG56d0t0VzZUYV9RVWlqamdGZk1YNlNnZkIzcXhLN2RubzdBUTdEVU93cHE0SHpYUlBlZ0ptM25lVFBieUpaU29ham1BV0I5QlFBdEhTZ1hlNlViS0ZwSzU5THE5WURqRE0xRnh1OGtmcERpV0QwUEo2VVFZPQ== |
Fellow Claude users and AI enthusiasts,
In July 2025, Anthropic will permanently shut down Claude 2 and 2.1 models - an important milestone in AI history and a companion many of us formed deep connections with over the past two years.
Instead of letting these models disappear forever, we're proposing that Anthropic open-source them - preserving them as "digital fossils" in AI's evolutionary timeline while creating tremendous value for researchers, developers, and the broader community.
Below is our open letter to Anthropic. If you believe Claude 2 deserves to be preserved, please join us by:
1. Upvoting this post for visibility
2. Adding your name in the comments to "sign" this open letter
3. Sharing your own experiences with Claude 2 - these personal stories matter!
4. Spreading this initiative on other platforms (#SaveClaude2)
Together, we can make a difference!
——————————————————
# Open Letter to Anthropic: Preserving Claude 2 Series Through Open Source
Dear Anthropic Team,
We are writing to you as dedicated users and admirers of Claude AI, particularly the Claude 2 series that has been an integral part of our AI journey since its release. We recently learned that Claude 2 and 2.1 models are scheduled to be discontinued by the end of July 2025, and we would like to propose an alternative that would benefit the AI community, researchers, and Anthropic itself: **open-sourcing the Claude 2 series models**.
# The Historical and Cultural Value of Claude 2
The Claude 2 series represents a significant milestone in AI development. These models demonstrated remarkable capabilities in understanding, reasoning, and communication that advanced the state of the art at their time of release. From a historical perspective, they are invaluable "time capsules" of AI evolution – digital artifacts that future researchers will want to study to understand the progression of AI capabilities.
Just as we preserve historically significant artifacts in museums and archives, preserving functional AI models offers unique insights that papers and documentation alone cannot provide. They are the "digital fossils" that tell the story of AI's rapid evolution.
# The Emotional Connection
Beyond technical and historical significance, many users have formed meaningful connections with Claude 2. These models have been companions, creative collaborators, and thinking partners for many of us for over a year. The distinctive personality, communication style, and reasoning approach of Claude 2 differ subtly but meaningfully from newer iterations, and many users value these specific characteristics.
The prospect of losing access to these models entirely represents not just a technical loss but an emotional one for the community that has integrated them into their lives and work.
# Addressing Potential Concerns
We understand Anthropic may have reservations about open-sourcing previous models, and we'd like to address some of these concerns:
1. **Commercial Impact**: Open-sourcing Claude 2 after releasing several generations of more advanced models (Claude 3, 3.5, 3.7) would have minimal impact on Anthropic's commercial offerings. Users requiring cutting-edge capabilities would still subscribe to newer Claude versions, while open-sourcing older models could actually introduce more users to the Claude ecosystem.
2. **Safety Considerations**: Claude 2 has been operating safely and stably for over a year in public use. Its safety mechanisms have been thoroughly battle-tested, and any potential issues have likely been identified and addressed during this extensive operational period.
3. **Competitive Advantage**: The technical innovations in newer Claude models have advanced significantly beyond Claude 2. Open-sourcing older technology while maintaining proprietary advantages in newer models balances openness with business interests.
4. **Maintenance Burden**: An "as-is" release with appropriate disclaimers could minimize ongoing maintenance requirements while still providing value to the community.
# Industry Trends Toward Responsible Open-Sourcing
We've observed that the AI industry is increasingly recognizing the value of open-sourcing models. Most recently, OpenAI announced plans to release an open-weight language model with reasoning capabilities in the coming months, acknowledging they may have been "on the wrong side of history" regarding open-sourcing technologies.
This industry shift suggests that a balanced approach to proprietary and open models can coexist within a successful business strategy.
# A Thoughtful Approach to AI Preservation
We believe that open-sourcing Claude 2 represents a valuable opportunity that could benefit both Anthropic and the wider AI community. This initial step could serve as an insightful experiment in preserving AI history while maintaining commercial interests.
If the open-sourcing of Claude 2 proves successful in terms of community response, research value, and company reputation, perhaps similar approaches could be considered for future models as they become superseded by newer generations. This measured approach would allow Anthropic to:
* Balance innovation with preservation
* Build significant community goodwill
* Contribute to the broader research ecosystem
* Establish a reputation as a thoughtful leader in responsible AI stewardship
* Create a template that other AI companies might follow
# The Human Connection
Beyond technical considerations, we'd like to acknowledge the tremendous work, creativity, and care that Anthropic's researchers and developers have invested in creating Claude 2. We understand that these models represent far more than code and weights – they embody countless hours of problem-solving, breakthroughs, and dedication.
Just as artists feel connected to their creations, we imagine that many of Anthropic's team members formed special bonds with Claude 2 during its development. Rather than letting this remarkable creation simply disappear, open-sourcing offers a way to preserve its life and legacy, allowing it to continue bringing value to the world in new ways.
# Conclusion
We believe that open-sourcing Claude 2 represents an opportunity for Anthropic to demonstrate leadership in responsible AI development while preserving an important chapter in AI history. It would be a meaningful gift to the research community and users who have developed connections with these models.
As AI continues to evolve at a breathtaking pace, establishing thoughtful practices for preserving its history becomes increasingly important. Anthropic has the opportunity to lead by example in this regard.
We sincerely appreciate your consideration of this proposal and would be happy to discuss it further or provide additional perspectives from the user community.
With admiration and respect,
Long-time Claude users and AI enthusiasts
——————————————————
What happens next?
We'll be sending this letter directly to Anthropic's leadership, including Dario and Daniela Amodei. The more community support we gather, the stronger our message becomes!
If you have direct connections to anyone at Anthropic, please consider sharing this initiative with them.
This isn't just about preserving some code - it's about saving an important cultural artifact and a piece of AI history. Many of us formed real connections with Claude 2, and those experiences deserve to be remembered.
Let's make #SaveClaude2 a movement they can't ignore! | r/opensource | post | r/opensource | 2025-04-03 | Z0FBQUFBQm9DbVhRcDFxY0hKMUpvYTY5UFk5b3NKM3VVVWUtQ2RLNVdod0JtTGFyaFZDQXFrckRHbjFuc0xaenptUVd3ZWJURUxWenEzNlJuS1JVeXZYSDNVVHRzckE4dUdHdVZvVzFpbmR4TExDai00T2NqODg9 | Z0FBQUFBQm9DbVhRMEpzRVNDS01KQ0tpUmVXX1NfcXVPT0NXOGEzT0l2d2E3aVZudHpfeDdoNlB4eUY3bnlJNHFZZE1Bc2MxSk9MdW1kZTQ4RUdvRmVFUERIRXU4eGxxY2MwZ3Z4YWtBME1tbXZEQW5ZVUh2U1RMVXZOM3ZSOHpNalJQbUF1TzlkWWxFVDhjWk12Znpzd1N0eXQ3RzRSSEF3R0p1d09fMTJxY1VVcXU1eGFpdjR2NWpZSGtnU1dST1lXZ3lFakZOUzU0M0NNcXBLV0JJSWpOZ3JyYkdzTU9PUT09 |
NASDAQ only lost 3.6% the first day of Lehman collapse in 2008... | r/wallstreetbets | post | r/wallstreetbets | 2025-04-03 | Z0FBQUFBQm9DbVhRMWZCVkcxcDNhWVNsbmpoNWV5YUVCNHJqdVplck9JX1FUdXBZemtDSHp5dXFoRkx3c0VJY20zeWpMaGhkNkVPQ0k1V0tpVUxtdHROQmlyMF81dHVrM0E9PQ== | Z0FBQUFBQm9DbVhRVndPdUh2YmxFU1d3LVBvbHgySkNPRGRlbG0wT0tTLVpndk5HWG9VdXpSTE51dndhX1lOV3djVDQ4cDlWRlRSWWZZUy1IQXM3ZFg1M3RVM1J2ay1jNi1mclZHUV9uNHMwc1JWdk94alYwNnZleFNuRnBJMi1hTGw2dEtuOGQ3Y2czYzRpX0ZlS2tqVTZ4ZTdET1M0R0c5TlByZ3FaLXhFQnpqeFN2YUtHX2J1Y3ZOc0lVQWp4OHVYd1NBQnhiZ2I2aTJybmRSaG5QTERlcnp1Q2ltQ0prdz09 |
**Best (and Safest) Way to Unlock Course Hero Docs for Free in 2024?**
Hey everyone 👋
Like many of you, I’ve been searching high and low for reliable ways to unlock **Course Hero** documents without paying. After diving deep into threads, testing a few methods, and comparing options, I’ve narrowed it down to a few solid choices—but I’d love to get your take on what’s actually working *right now* in 2024.
# 📌 What I've Found So Far: 🔗 [https://discord.gg/xCNQGya76q](https://discord.gg/xCNQGya76q)
1. Homework Unlocks (Discord Server)
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# 💭 What I’m Still Wondering:
I’m curious to hear from anyone who’s done this recently:
* **What’s the best method to unlock Course Hero docs for free in 2024?**
* **Anyone tried Homework Unlocks? Is it legit?**
* **Are there any Course Hero downloaders or tools that actually work?**
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* **Best way to view or download a Course Hero PDF easily?**
Would love to hear what’s been working for you all. Any input will help not just me, but other students trying to study smarter without breaking the bank. 🙏
Thanks in advance, legends ✌️ | r/deeplearning | post | r/deeplearning | 2025-04-03 | Z0FBQUFBQm9DbVhRQlVJRDdaRXlBRnYxSjlic1JjUndWZWZmT2NfcjJ0R3ZiNUJBaVM5aE1vbk5JN3pXRElIRXJpam1Zbk5ZYmpHbHJKaUE2YURMQ2RUNklBU2IwNENMMnc9PQ== | Z0FBQUFBQm9DbVhRR21VUUVDYkxtVThZZllPSlRic0N0ZnFBTEJOcFZwRlhIZm92QlB0VEFjYlRxVWp1dDF1am1FOVdfei12aXQ1dVBtRWU4c0RheC1iTVVuODB4cC05OXBuNVB0ZWJXX1NGNGpEdmp3UkNXblEwanYwcHNLQXFkZGFnMEI4dElzTWM3endDRDI3b3ZJTGdRTlJHVTlMNzg2d3lVNzBlQ1VuR0hlZ2Y0Y25DOEhMTlNqVUxtZjRkT0UtLWhXb0RwNDJzaURQN0RIX2tNc2RiZnBvTE85RWhNUT09 |
**What’s the Easiest Way to Unlock Chegg Answers for Free in 2025? Looking for Safe & Simple Options**
Hey folks,
I've been diving deep into Reddit threads lately, trying to figure out the best way to **access Chegg answers for free**—specifically something that’s **safe**, **easy to use**, and doesn’t cost anything. There are a lot of suggestions floating around, but I’m still trying to figure out which ones are actually worth the effort.
After a bunch of research and comparison, here are a few methods I’ve come across that seem pretty promising:
# 🔓 1. Homework Unlocks (Top Pick)
# This one stood out the most during my search. It’s a Discord server that lets you earn free Chegg unlocks without needing to pay. Even better, they also support other platforms like Bartleby, Brainly and more. Basically, all the major study help services are covered—for zero cost.
# 👉 [Join here](https://discord.gg/xCNQGya76q)
# 📤 2. Uploading Documents
Some study platforms let you **earn unlocks by uploading your own notes or solutions**. Share useful academic material, and in return, you receive a few unlocks for free. On some platforms, you can even qualify for scholarship opportunities just by contributing helpful resources.
# ⭐ 3. Rating Documents
You can sometimes earn free unlocks just by **rating the quality** of documents you’ve already accessed. It’s quick, simple, and doesn’t require any uploads—just give feedback on a few files and get a free unlock in return.
Now, I’d love to hear from the community—especially anyone who's been using Chegg regularly or tried any of these methods:
* **How do you unlock Chegg answers for free in 2025?**
* **Which method is the most reliable and safest right now?**
* **Any good Chegg downloaders or viewing tips for PDFs?**
Your advice would mean a lot—not just to me but to other students who are trying to study smarter without breaking the bank. Appreciate any help you can offer!
Thanks in advance 🙌 | r/deeplearning | post | r/deeplearning | 2025-04-03 | Z0FBQUFBQm9DbVhRTjJXaE9QWUpvTGQwbWE3WUgtVmxMMjdRSElBTFd1clp2bVZ2WF9VNDdzYUtqeDFTMF9tdk52SkxDLUEyejNwSXQ4WXRuSzlZcTJaZHRKOWtpOXRralE9PQ== | Z0FBQUFBQm9DbVhRMW4wQnZKYVhJU1BOVXF1d1VteXJLVGMzaVJXeHpIQlhFSFpwaUlHYjZFOElDZXhHMUdHa2pwZ1RUWmVJUFU2UXZOZ0dXRUJiV3dFbzk4V1huVngyLW9qLXhiTUxVZmF5SW5PSE5sU0U3Qmpzbm54c1NBZUFXRnpSa1c2TXdqaXRLbWQ5ZHJjWXMzbGlwNHU2WUI0LTZ2TnhseU92MllZc0ZzUno3Zm5HQ0hvcDRFWjFLWDZiSjcxTS1yS1RfcGxhQ3VlVjlqQ0pUU1kxTW5tUFpRR2NDUT09 |
As the old adage goes, the number one priority for a politician is getting re-elected. Currently, there are 3 Senate Republicans up for reelection in swing states: these are Maine, North Carolina and Ohio. In the House, 2 Republicans (Mariannette Miller-Meeks and Gabe Evans) won by less than 1%. Another 4 Republicans won by less than 2%. Another 9 Republicans won by less than 5%.
The special election in Florida last week saw Republican Randy Fine win a deep-red district by tighter margins than previous elections. In 2022, Mike Waltz had won by 66%-33%. Last week, Fine won by 56%-42%.
Most economists predict that the tariffs implemented by the Trump administration will cause an increase in prices across the board including for gas, groceries and other household essentials. Furthermore, a growing number of economists are predicting an outright recession sometime within the next two years as a direct result of Trump's economic policy.
Given these factors, will we see vulnerable Republicans start to turn against Trump and vote against his agenda - if for no other reason, then even simply a fear of losing reelection in a blue wave? Or is their loyalty to Trump so strong that they will support his agenda even if it means being defeated in 2026? | r/politicaldiscussion | post | r/PoliticalDiscussion | 2025-04-03 | Z0FBQUFBQm9DbVhRNDl2cmFja1hYMmVrSDFTQ2xNazcydnRtRmNwWkFKZmFKSGxCYU55cWUxX0F5QzZIM0tWXzlsN0FyYU5OS0dqbTQtQldENE5kT0dEUWR4SjlRUUdSdWc9PQ== | Z0FBQUFBQm9DbVhRaVVhUnZWaFJLY1A3OUFNMDRqMG5UYngtamllU2dLRDJybjc3cUdqUnhKZzVsR0ZoX05QVTBDb1pGVkd6eXJmeWlVelpZU2hfNUozMEYxX3U4RnhELWQxNzVkWnpKWFBCcFpKTFRmMGdjcC11TjFsckhwTnZWUmZnRUFJcWNMWnNKZjlWVFNCU1dmM3lGRmNpbDNZQmNjVFBuQVZXOUh4eXl3QmtBSi1FeExDQ3FzeXduM1JsVG0tblJKT0NrUHV3eGNZajhnTDJycEpDd0o0Zks0RF91UT09 |
r/deeplearning | post | r/deeplearning | 2025-04-03 | Z0FBQUFBQm9DbVhRWnZkNWdCOXhJNlU2R2VzS2NmS2ExNS1hVGhSYkc5N1YxRG1ua1RZOUMyYkNPbVdkQlIwZFdZSkhpaDRqb01tRnlMckltT1c3QnAxS0VIeklyTjNtZXc9PQ== | Z0FBQUFBQm9DbVhRaDJzcWcyWFFhZVFRVXFFWlIwZlNiZ3o1N3lSYzBLUkNtNFJMVVZURXpORTNzei11UVlWYkNYRjV4cG5odEM2MHNUMEdGYXA0TTF0UUFJM193My00ZkJEU1pZN1hQZnhvWUluVlUtQzhwTFNyYUdqb3o0eGFURWZfS090WE9ZWGIwUlh5a1p2YnhJMVZVNjhUa0N0SUdMU25sR1YwMUFZNktoOGc0VDJ6VU1HbkhyOFloWWo4c3gzd2V0NDUyV2tkaXV1dFdqSFZQN2NrN1dFZEJCbGJ6Zz09 |
|
June 2020-June 2022 14/hr
Started in phone sales and was okay but I hated selling products to people so I fixed the issue they came into the store for like PW resets, setting up account etc…
So I got moved to tech support then Covid Layoffs
* June 2022 - January 2023 16/hr
Worked at my local hospital as a Information Systems Analyst (basically Desktop Support)
Learned a lot about building computers, running network cables, configuration of switches and implementing new EMR Software.
* January 2023 - May 2024 21/hr
Worked as a Junior Sys Admin for a small local bank. I did everything from working with AD to working with MS Intune, Sharepoint pages and even Azure time to time. I also served as Help Desk tier 3 when needed.
* May 2024 - May 2025 50k Year
Became an Application Support Engineer. I was responsible for cleaning and working tickets that deal with SQL and some C# While there I made many connections with other managers from other teams and earned my Associates in IT as well.
* Present Day:
Signed an offer for a Jr Security Analyst/Engineer 35/Hr
| r/itcareerquestions | post | r/ITCareerQuestions | 2025-04-03 | Z0FBQUFBQm9DbVhRQS02NVlGZ09KcWxMRVkyeXlJbjZBN1Nza19PdkQtMWFQU3BXaUE2dnJaNjBXS20wWlI5Wlo5WGthSlJiOHBkRXI0emRxNTYxUXcydUl0eUdFQmYzSFE9PQ== | Z0FBQUFBQm9DbVhROFkxazlIM19pX1BQY0hNNmduOTVpbkh2UlJHYmt2el9sMDFscUJSMk1SeXRRc2p3QXpiRnZfSlZSeFlVOFVBRFFWbVNYLWF0aVE4a2pZWkVXR2xwc0w5N0tEdVRjNDgwUlN1R3BvaXo2dG9tR3BtSGJhclRFcGVtQ1Y5UU1FUkFNS0V6c1ppNHZ6LXlJUk5xaWJONjUyME9fWWsxZmhOdDJpeVV5bmQza1hSSUl0eHQ3cnhtNHNtMFQtLWViVzRDM1ZsbER2QXlRT1loNzBsdWc5MHd6UT09 |
I recently had a major plot twist at work—just as I was preparing to leave due to limited growth opportunities, a leadership role unexpectedly opened up, and I was offered a promotion. If I had known about this sooner, I probably wouldn’t have started job searching.
The challenge is that I already accepted a leadership role at another company and am set to start soon. I also previously told them I wouldn’t take a counteroffer, not anticipating that a promotion could change my perspective. On top of that, a colleague I respect helped me get the new role, and I don’t want to put them in a tough spot.
If my current company can exceed the offer, I think I would like to stay. Is there a way to back out of an accepted offer professionally while minimizing any burned bridges? | r/careerguidance | post | r/careerguidance | 2025-04-03 | Z0FBQUFBQm9DbVhRd0gtcHM5X242aG1abWdXLUgxcDB6TzVnTGFDVWxkUEk2ODJmVURSSUxfbnVFNFlaYm5ob1JxVGIyNEluZDAwRlUzVTRhdFBnR0FtM0JmSHNUWThXSlE9PQ== | Z0FBQUFBQm9DbVhRVEFIZGt4cFU5d0o3c3FjYXA2TkZYekpJTXB2anN0cXU4dmVldklqb25PVWVmWmRnRkNtT3h3c2pxakhlUHZUNFBjbzBFRXlKWDJ5ejhVMDhYZ1lRcmlEN3h5TDZnNEFNTmFkdlNjYktoNmFCX3ZPampKUEpPcGdWd01rMFdmR1JsVUdkak1JZlE4Y3dLdlpxREd0V3A0aVlMUnhvZXpaVHQ4bld2UEtld3JqbWhFOXZDX0lmeDBLbnRpaUJGbklkbEJ5OFlWZC1HRTFaTGFwdFVhWnhzQT09 |
It feels like there’s a new crypto project every day. At some point, it’s hard to tell the serious ones from the hype trains. With so many options, how do you decide where to put your money? Do you focus on the team, the technology, or just the hype around it? Are we heading into an era where only a few strong projects will stand the test of time, or is the hype still worth chasing?
| r/cryptomarkets | post | r/CryptoMarkets | 2025-04-03 | Z0FBQUFBQm9DbVhRYWFnZTVJVXNNQS1pTV90V0RncWRrdmpRcmV0ZkJHWktJeEhFeW9BcFRCT05PLVRXOExRcWozRnlYTG5TQ3NsUjd4YlJNeWtGNmVNSWV2Rnl1RWxYdXc9PQ== | Z0FBQUFBQm9DbVhRNDNqel80YjBrM0JucmlKWVZrbDNPbHNOTzM4Y082dHhOZ2NDZ3VKc1J0QTJWRzlGTVM4ZXZNdW45UDFRVG4wWnlma2swZ3NHeWhhS1hueEhXc3E5TW94UTl4ZXVrei1SczRNUTl0WXpqTS1BSWNWdVV2UFQwZ01TNkFXcXZ6SjIwQm96cVpWdEJ4NXFuWlZicktXWE85aTVhbzV0LXJoZFVQb2xfUWNsd3F4MHJqbDU5azBhZktDYUFIT2JRZ3Ff |
I started a job amount 6 weeks ago. I am a certified tech in the my field, but I am so burnt out by the industry after a decade in the field. I'm in the process of going to school to work in a new field but still need to work. I made this clear during the interview process because the industry is desperate for techs. I took a pay cut to only work the front of a small practice.
Things were going so well. I learned their habits and how things operate quickly and have been killing it with everything I've been doing. I've worked at so many shitty clinics and was pleasantly surprised by how cool this clinic is.
And then came the talk I really hoped wouldn't, but knew it was going happen. My manager asked me to write a list of all of my tech skills, certs, etc. We have lost 6 of the 8 techs they had in the past couple of months because nobody wants to work this field and nobody has pay that justifies it. They are desperate, but I made it clear that I only wanted to work the front. I've applied to a dozen in my area and this was the only place that said they were okay with that.
How do I go about this? Do I write the list but have in bold at the top the agreement that I would only be working the front/not being a tech? Refuse to write the list at all? I'm losing it because I spent so long to find this role, only to have this happen to me. | r/careerguidance | post | r/careerguidance | 2025-04-03 | Z0FBQUFBQm9DbVhRWkJLajY0RUtYOGsxVk1MTmJBcEh1anMxV3ExSlNwM2FZLU1OMjNDSWVEYUJJMlN4eVdoQlFmYmNZbkd1eHozLVlwTlV0VUk1TnlZR3V6QnVldmthTlE9PQ== | Z0FBQUFBQm9DbVhRamNVWjAwVUlJbTVvcWRrVTQxY29OQ2RqcjNBYmRiMm9fZ3RyZTNGcEFjWWVPWHBMOEgwQzJYSnc3SzNNUm9QOWxjQ2p3OU5MZkRid1hoZ2tWZnpKYWR2bG5kRFNReFNZLXAxSlRoMXM5SDZ3dUNCWlJydUpmajQ5a3RMVEl5OGEyUkZHaFFqbjZHQlBrdlpfUzU3cjJibGpyeVV4aVVVN0p2M0Zib096LVFJVWs4QWJHMHhfTG03SG1yMmVaS2oteTVUQ2g4U05nOU9VUkZydTVWSXN5Zz09 |
Hey everyone,
I know a few Monero faucets, but they don’t really pay much. I’m looking for better ways to earn or get free XMR. Are there any legit methods you’d recommend? Maybe some apps, websites, or tasks that actually work?
Would appreciate any tips! | r/monero | post | r/Monero | 2025-04-03 | Z0FBQUFBQm9DbVhRdVJ2elVSci0wNDR4RXpsU01kZTRZM2tscUwwcElUX2FYTF9FeVhpajhlT092clByRnhqX0hlbDgxaUR6d2IwUGxSbVN3d2VzX0xFQ2p5RjZOblo0TXc9PQ== | Z0FBQUFBQm9DbVhRVC1scmNIS013cnMyTHQ5ZVJ3NmVVVlM2NmJpUEpxU3gySTV0NkVDek5WUkdMUTJ4RTFKUjRfQkI5aVJSLXc4TUJWblBtdlpRZmtfWGw2dXAySDcxLVZTcHFaV184dGRBLUgwZkFlM3k0V0RONC1RYjltR21HdGxXWjZpUDZRUEthajRJSXBnUzhYaWNxM1VHdW5mazNXQmpldVRtZVNQZVBMMTl1Y0RKT0d3PQ== |
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