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It is 11:40pm and a retry loop is quietly eating someone's free tier. Not with a crash. With a for loop that never checks what came back, a client that retries on any non-200, and a usage dashboard nobody has opened since Tuesday. By…
I'm Kaviyarasu Viswanathan, founder of Oryxen — a free index of 36,000+ AI, developer, open-source and SaaS tools with honest pros, cons, alternatives and freshness dates on every listing. This is a practical guide, not a product pitch.…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built I built * HealthTuner * for my friend Alex, an ambitious fitness enthusiast who constantly balances heavy training sessions with a…
A few days ago I wrote up how to run OpenPilot with Ollama. I've also been testing it through LM Studio, so here's that version. It's shorter, because LM Studio does most of the work. Quick context if you haven't seen it: OpenPilot is a…
The goal is small. Let a free model tidy one config file. The risk is not small. A model that writes files is a program with your permissions. I have written enough of these checklists as prose. Nobody runs prose. So this time the…
The 30% Rule Is Dead. Here's What Housing Affordability Teaches Us About Building Health Tech That Actually Reaches People. A recent analysis on realtor.com confirmed what most renters already know: wages no longer support the old…
Soft deletion often begins innocently: add an IsDeleted flag, remember to exclude retained rows, and move on. That works until the application grows into several modules, several DbContext types, and configuration spread across assemblies.…
Last week I watched a designer approve an agent's refund draft in four seconds. The policy clause sat behind a quiet little link. She never opened it. Nothing in the log recorded the skip. Who owned that decision? She did. What was the…
Last week a teammate sent me a two-line message at the end of the day: "Stop works the first time. The second time, the chat just keeps typing and I can't make it stop." She had been testing the retry path after a 500 from our own gateway…
It is budget season. Somewhere this month, a customer of yours is sitting in a planning meeting with next year's spreadsheet open, going through line items. Your contract is one of them. Nobody in that room will call you. The decision…
Thursday, 4:40pm. A platform lead drops a screenshot in our channel: free tokens, a free server option, and one line of text — "why are we paying for anything?" Fair question. Also the wrong unit. We were never paying for tokens. We were…
A debugging war-story about async def , a blocking call, and the event-loop trap that makes a fast framework crawl. One Call. Total Freeze. The alert came in at the worst possible time, the way they always do. Our FastAPI service (the one…
Article URL: https://unsung.aresluna.org/in-every-study-that-considered-the-question/ Comments URL: https://news.ycombinator.com/item?id=50127839 Points: 15 # Comments: 9
Article URL: https://dune.fandom.com/wiki/Butlerian_Jihad Comments URL: https://news.ycombinator.com/item?id=50127274 Points: 148 # Comments: 82
Article URL: https://www.flexport.com/company/careers/ Comments URL: https://news.ycombinator.com/item?id=50126774 Points: 0 # Comments: 0
Article URL: https://www.theatlantic.com/science/2026/10/giant-african-snails-florida-invasion/688850/ Comments URL: https://news.ycombinator.com/item?id=50125545 Points: 47 # Comments: 26
Article URL: https://bfl.ai/blog/flux-3-image-klein Comments URL: https://news.ycombinator.com/item?id=50123580 Points: 147 # Comments: 40
Article URL: https://claude.dev/blog/solving-code-review-at-anthropic/ Comments URL: https://news.ycombinator.com/item?id=50122951 Points: 296 # Comments: 276
Article URL: https://alexwang.ai/posts/associative-memory/ Comments URL: https://news.ycombinator.com/item?id=50122878 Points: 222 # Comments: 60
https://words.filippo.io/seeds-solved/ Comments URL: https://news.ycombinator.com/item?id=50122800 Points: 792 # Comments: 300
Article URL: https://www.sandordargo.com/blog/2026/09/30/cpp26-debugging Comments URL: https://news.ycombinator.com/item?id=50122736 Points: 86 # Comments: 14
Article URL: https://github.com/cobanov/PS5LM Comments URL: https://news.ycombinator.com/item?id=50122431 Points: 247 # Comments: 63
Article URL: https://www.arrl.org/arrlletterissue?issue=2026-10-15#eBay-Restricts-Listings-of-Radio-Equipment_-But-Exempts-Ham-Band-Only-Gear Comments URL: https://news.ycombinator.com/item?id=50122034 Points: 204 # Comments: 162
Article URL: https://www.anthropic.com/research/designing-efficient-quantum-circuits Comments URL: https://news.ycombinator.com/item?id=50121939 Points: 122 # Comments: 25
Article URL: https://www.mercor.com/research/labor-index/benchmark-map/ Comments URL: https://news.ycombinator.com/item?id=50121179 Points: 456 # Comments: 396
Article URL: https://jakearchibald.com/2026/jpeg-xl-vs-avif/ Comments URL: https://news.ycombinator.com/item?id=50120224 Points: 230 # Comments: 158
This guided lab walks you through migrating a small payments app, with a React UI and Express API running on a single AWS EC2 instance, while PostgreSQL stays on AWS. You’ll move the UI and API to Google Kubernetes Engine without changing…
Article URL: https://adepts.of0x.cc/eufy-homestation2-firmware/ Comments URL: https://news.ycombinator.com/item?id=50119751 Points: 30 # Comments: 2
A good final answer doesn't prove that an agentic AI workflow was correct. This book develops a code-backed method for verifying execution and business outcomes from authoritative state and using that evidence to gate releases. You'll find…
Ask someone what their AI product does while they are asleep and you usually get the same answer: it keeps running. Which is true, and also where the interesting part starts, because "keeps running" is not the hard bit. The hard bit is…
Originally published by **Asif Muhammad Iqbal (Founder & CEO at Logic42) * at https://logic42.ai/articles/living-off-the-agent-lota-lateral-movement .* Living Off the Agent (LOTA): AI Tool Loops as Lateral Movement Living Off the Agent…
Originally published by **Asif Muhammad Iqbal (Founder & CEO at Logic42) * at https://logic42.ai/articles/graphrag-enterprise-latency-token-collapse .* The GraphRAG Paradox: Scaling Knowledge Retrieval Without Token Collapse The GraphRAG…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Snaplist turns product photos into a publish-ready listing for eBay, Etsy or Vinted. Anyone who sells online knows the grind: take photos…
When a laptop or desktop motherboard lands on the diagnostic bench with a "completely dead / no power" symptom, the instinct of novice repairers is often to plug in a power supply and start hunting for warm chips with their fingertips or…
Under the assumptions in this article, an AI evaluation pipeline costs about $400 a month in non-people spend for a pilot, about $5,300 a month for a single production AI feature, and about $35,000 a month for an enterprise program judging…
Three days ago the signup door on my side project refused to send a new user their code and their ebook. It did not lie to me about that — it answered {"sent": false, "reason": "not delivered"} . But that is not an answer either. I could…
⚡ TL;DR: Understand the pipeline from source to browser: transpiling, bundling, tree-shaking, code splitting, minification, source maps. Treat bundle size as a budget , ship code splitting, and that 4MB landing page shrinks to something…
A website can have useful pages, clean URLs, and a well-organized navigation system, yet some pages may still be difficult for search engines to discover. This is especially worth checking on JavaScript websites, where routes may be…
Originally published by **Asif Muhammad Iqbal (Founder & CEO at Logic42) * at https://logic42.ai/articles/enterprise-cyber-resilience-post-quantum .* Post-Quantum Cryptographic Readiness for Legacy Infrastructure Post-quantum cryptographic…
Originally published by **Asif Muhammad Iqbal (Founder & CEO at Logic42) * at https://logic42.ai/articles/dynamic-model-routing-cost-reduction .* Dynamic Model Routing: Cutting LLM Spend Without Cutting Capability Dynamic model routing is…
My strategy looked fine in the backtest and lost money live.\n\nIf you've done this for a while, you already know the suspects. What surprised me is how mechanical they are — each one is a specific, checkable defect, not a vague "the…
Article URL: https://waymo.com/blog/2026/10/waymo-in-toronto/ Comments URL: https://news.ycombinator.com/item?id=50118981 Points: 49 # Comments: 53
Article URL: https://calif.io/research/big-fish Comments URL: https://news.ycombinator.com/item?id=50118977 Points: 176 # Comments: 50
Article URL: https://simonwillison.net/2026/Oct/13/redesigning-source-control-at-anthropic/ Comments URL: https://news.ycombinator.com/item?id=50118863 Points: 17 # Comments: 20
Article URL: https://www.worksinprogress.news/p/porcelain Comments URL: https://news.ycombinator.com/item?id=50118828 Points: 3 # Comments: 0
I've refreshed StarSkirmish Bench, a benchmark where LLMs play StarCraft BW by writing code, with results from the flagship models of OpenAI, Anthropic, Google, and Muse Comments URL: https://news.ycombinator.com/item?id=50118688 Points…
Article URL: https://onlinelibrary.wiley.com/doi/epdf/10.1002/aaai.70113 Comments URL: https://news.ycombinator.com/item?id=50118662 Points: 5 # Comments: 0
Article URL: https://xenaproject.wordpress.com/2026/10/16/how-to-formalize-all-of-mathematics/ Comments URL: https://news.ycombinator.com/item?id=50118512 Points: 10 # Comments: 2
Article URL: https://machinelearning.apple.com/research/mlx-distributed-inference Comments URL: https://news.ycombinator.com/item?id=50118320 Points: 296 # Comments: 144
Article URL: https://dfarq.homeip.net/what-was-a-token-ring-network/ Comments URL: https://news.ycombinator.com/item?id=50118318 Points: 10 # Comments: 3
Article URL: https://anuragbhatia.com/post/2026/06/rfc8950-announce-ipv4-with-ipv6-next-hop/ Comments URL: https://news.ycombinator.com/item?id=50118267 Points: 13 # Comments: 0
Article URL: https://nltimes.nl/2026/10/14/amsterdam-server-seized-request-us-authorities-antifa-allegations Comments URL: https://news.ycombinator.com/item?id=50117952 Points: 29 # Comments: 19
Article URL: https://www.jamesfmackenzie.com/2026/10/13/i-love-software-rendering/ Comments URL: https://news.ycombinator.com/item?id=50117746 Points: 313 # Comments: 198
Article URL: https://blog.bityard.net/articles/2026/October/bark-the-toll-free-bbs-for-90s-teens Comments URL: https://news.ycombinator.com/item?id=50117504 Points: 16 # Comments: 4
Artificial intelligence models like GPT-4 and Claude require massive, highly complex physical infrastructure. We just published a new full-length course on the freeCodeCamp.org YouTube channel that takes you deep inside the data centers…
System design is one of the most important skills for software engineers today. Whether you're applying for senior or staff-level positions or just looking to level up your architectural knowledge, understanding how to design systems at…
The way I see most organizations roll out AI feels more like a farce than a strategy. If it were turned into a movie, reviewers would say it was unbelievable. Nobody could be that stupid. Yet here we are. And what makes it all the more…
Article URL: https://www.themarysue.com/monty-python-holy-grail-coconuts/ Comments URL: https://news.ycombinator.com/item?id=50115703 Points: 16 # Comments: 3
If you use Google's AI Mode or AI Overviews, there's a quiet but important setting you should know about: Preferred Sources . Google's Oct 15 update pushes your preferred sources higher in AI-generated answers — you now have real control…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Pujo Atlas is a browser-based map and itinerary planner for finding Durga Puja pandals in Kolkata and across West Bengal. It brings…
A pentest report lists what is wrong. What you show an auditor, or an enterprise customer's security team, is the opposite: what was wrong, what changed, and the proof it worked. Teams usually have the first document and have to build the…
Rédigé avec l’aide de l’IA Guide pédagogique crypto Comprendre « Quelle est la différence entre un ETF Bitcoin Spot et un ETF Bitcoin Futures ? » avec des explications précises, des exemples et des sources vérifiables. Mis à jour le…
How I built a repair triage system for remote public housing, and why I hide the model's confidence from tenants 1. The problem A family in a remote Northern Territory community loses water to their house. They ring the repairs line. In…
Railo is a GitHub Action that finds security issues in a pull request and proposes the fix. The fixes are rule-based code transforms, not model output: the same input always gives the same patch, and every patch is a diff you can read.…
Article URL: https://danieltemkin.com/esolangs/folders Comments URL: https://news.ycombinator.com/item?id=50114342 Points: 161 # Comments: 27
For most of my career, building software started with the same setup: keyboard, mouse, editor, terminal, browser, and an impressive number of tabs I was definitely going to look at later. The tools changed, but the relationship did not.…
Working with outside collaborators can add more work for a repository owner. You need to confirm who still needs access, change permissions as projects evolve, and archive repositories once they’ve served their purpose. To keep up…
Every team that ships software eventually builds a staging environment. And every team that builds a staging environment eventually discovers the same problem. Staging is shared. One environment, many pull requests. Someone deploys a…
Our on-call team keeps a small internal notes API. The web app in front of it shows who's holding the pager, which days are frozen for deploys, and where the runbooks live. A developer on that team wanted the same search from Cursor…
There's a conversation that happens in most engineering teams,maybe usually too late. Think of this, a feature ships to production. A security review happens afterwards, or a penetration test finds something, or worse, an incident report…
At some point, a map project needs more than markers and polygons. You want something to happen on the map: water moving up a street, smoke drifting with the wind, or a shockwave spreading out from a point. The first time I tried this, I…
Our last update covered content through August. We did not publish another in September while other public content addressed the August 17 outage. This edition covers progress over the past two months. The short version of August and…
Maintainers look at star history to answer a practical question: did a launch, release, or event change a project’s trajectory? To reconstruct that curve from the GitHub API, tools had to request pages of stargazer records (each person who…
On 1 October 2026, Nigeria's postcode changed from six digits to an 11-character code that identifies a single building, such as EK-01-A03-FK-01 . Language models trained before that date still describe the old format with full confidence.…
A print job, a one-time download, or a support attachment typically only needs to exist until someone finishes with it. But most backends still store it like Google Drive: a named object, no expiry, and a database row that can search it…
OUR PIPELINE VS. THE PREVIOUS LLM PIPELINE Smarter secret scanning, at a fraction of the cost 11.5% higher acceptance Owner-weighted alert precision 86% lower median scan execution time Post-push scanning 98% lower serving cost Compact…
Context matters when you’re working with AI. Every codebase has its own house rules: how components are structured, which scripts to run, and which conventions apply to different frameworks and file types. Copilot can help you make changes…
A report on AI productivity, human capability, software economics, SaaS defensibility, and the future of engineering work. Between 2024 and 2026, the marginal cost of producing a line of working code fell further and faster than at any…
A colleague once asked me why a number in my code had a comment three lines long. The number was 18 . The comment said which rule it came from, which section notified it, and that it could change without warning. That felt like a lot of…
In my previous article , I explored executor independence: the idea that different execution mechanisms should be able to satisfy the same operational specification. By executor independence , I mean that the operational specification…
Structured data has always mattered to search engines. When a search engine reads your page, it sees HTML: a heading, some paragraphs, a date somewhere, a name somewhere else. Structured data tells it directly what those pieces are. This…