I kept hitting the same wall looking for an offline wiki. Kiwix is great, but it's an app plus multi-GB ZIM files. IPFS needs connectivity and setup. I just wanted something dead simple: a knowledge file you can open on any phone with no install , and hand to the next person over Bluetooth or a USB stick. So I built Portable Knowledge Mesh . It's one reader.html (~19 KB). You open it
The TL;DR If you need to spin up a local, privacy-first AI agent that can query your own internal documents without sending data to third-party APIs, this guide covers the exact architecture using TypeScript, Python, and Ollama. Time to complete: ~15 minutes. Prerequisites: Python 3.10+ or Node.js installed, basic familiarity with embeddings. The Problem: API Costs & Data Privacy When building pr
A sponsored benchmark is just an experiment with a sponsor. So read it like one. I read a lot of vendor benchmarks. Most are fine. They are marketing, sure, but the honest ones tell you what they tested, show their work, and let you decide if it maps to your world. Then there are the other ones. The ones where you can feel the conclusion was written before the test was. You read the setup and realize the whole thing was arranged to arrive at a number that was decided in
Everyone uses the word "memory" but I feel like they all mean something different by it. For some people it's conversation history getting stuffed back into the context window. For others it's a vector database getting queried for relevant chunks or a profile of the user that updates over time or a scratchpad the agent writes to mid-task and forgets the second the task ends. Calling all of that "memory" hides the fact that these fail in different ways and probably need different
I built Lease Lens for the Hugging Face Build Small Hackathon . The idea is simple: most people sign contracts they do not really read. That is true for apartment leases, freelance agreements, gym memberships, SaaS terms, and small-business office leases. The risk is not that every contract is malicious. The risk is that a normal person can miss a renewal clause, late-fee stack,
it's incredibly easy to ship code now. but, what does this mean when the number of good ideas are tried at levels never seen before? It's not that all AI's are shipping "slop", but it does mean that the number of less than stellar ideas are permeating the space. This is dragging down the average of what's possible. This also has the negative effect of bringing down the perceived value of genuinely good ideas. Comments URL: https://news.ycombinator.com/item?id=48531710 Points: 3 # Comments: 2
Article URL: https://www.slopesome.com Comments URL: https://news.ycombinator.com/item?id=48531705 Points: 1 # Comments: 0
Google announced the transition from assistive AI to independent agents, highlighting the launch of the Gemini 3.5 series and major updates to its Antigravity agent-first development platform. For mobile developers, the post introduces new Android CLI tools, the Android Bench evaluation leaderboard, and an automated Migration agent designed to rapidly convert various frameworks into native Kotlin code. Web development is also being transformed through Chrome DevTools for agents, the HTML-in-Canv
refactor: route bundled plugin session callers through seam (#89129) Merged via squash. Prepared head SHA: 7975bc06ac09f8a77528eebfbdc9da8058caec0a Co-authored-by: jalehman Co-authored-by: jalehman Reviewed-by: @jalehman
Today, June 15th, 2026, I officially start my 6-month LFX mentorship under the Linux Foundation Decentralized Trust (LFDT) program. I will be working on a project called Hiero Contributor Identity Verification Prototype, under the guidance of my mentor Alexander Shenshin. * ## What am I building, and why does it matter? * In open-source projects, anyone can open a pull request. But how does a project maintainer know that the person submitting code is actually who they claim
Article URL: https://www.cityam.com/kpmg-report-on-ai-found-riddled-with-ai-hallucinations/ Comments URL: https://news.ycombinator.com/item?id=48531568 Points: 7 # Comments: 1
TL;DR: AI's recent advancements make me want to change careers from SWE or math. I feel completely lost and struggle to predict what future is best and "ai proof". I want any advice. I feel completely lost both career and identity-wise. I think I should pivot careers. Engineering? Trade school? Law school? Medicine? Who knows. The problem is, any, high paying, knowledge related field seems under threat. It feels impossible to predict the future and so I am not comfortable putting my chips anywhe
<p> Text an AI agent. It builds and runs your business </p> <p> <a href="https://www.producthunt.com/products/locus-founder?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1171771?app_id=339">Link</a> </p>
Article URL: https://github.com/softcane/cc-session-recover Comments URL: https://news.ycombinator.com/item?id=48531504 Points: 1 # Comments: 0
Article URL: https://github.com/fronalabs/frona/releases/tag/v2026.6.0 Comments URL: https://news.ycombinator.com/item?id=48531500 Points: 1 # Comments: 0
For about a year I used AI to code like a slot machine. Paste a wall of code. Type "fix it" or "make this better." Pull the lever. Sometimes I won. Usually I got a confident answer that solved the thing I asked about and quietly broke two things I didn't. I assumed the problem was the model. So I switched models. Same slot machine, nicer graphics. The problem wasn't the model. It was that I was giving it almost nothing to work with and expecting it to read my mind. Once I
Stop Picking AI Frameworks Before You Answer This One Question If you're building AI agents on Azure, you've been here: a kickoff meeting where someone asks "what framework should we use?" and the next 90 minutes becomes a debate between Semantic Kernel, AutoGen, Copilot Studio, Foundry, and Logic Apps — before anyone has agreed on what the agent actually needs to do. That is the wrong sequence. And it's why so many Azure AI projects start with the most sophisticated-soundin
https://bitsavers.trailing-edge.com/pdf/mit/ai/AIM-628_chaos... Comments URL: https://news.ycombinator.com/item?id=48531449 Points: 35 # Comments: 4
Hey DEV Community! I recently participated in a hackathon and built Samiksha AI , a universal review and comment analyzer designed to turn messy customer feedback into structured business intelligence. The Problem Generic star ratings on e-commerce platforms don't give business owners the full picture. Rule-based sentiment tools often fail to catch sarcasm, background noise (like shipping complaints), or aspect-specific product feedback. How
Article URL: https://github.com/joske/yserver Comments URL: https://news.ycombinator.com/item?id=48531394 Points: 39 # Comments: 10
قمر (Qamar): راهنمای جامع و فنی در دنیای پرهیاهوی توسعه نرمافزار، گاهی اوقات به ابزارهایی نیاز داریم که به جای پیچیدگیهای بیمورد، مستقیماً روی حل یک چالش خاص تمرکز کنند. قمر (Qamar) دقیقاً همین کار را میکند. این ابزار برای مدیریت و بهینهسازی جریان دادهها در محیطهای توزیعشده طراحی شده و برخلاف بسیاری از ابزارهای مشابه، وزن بسیار کمی دارد و به راحتی با زیرساختهای فعلی شما هماهنگ میشود. اگر به دنبال جزئیات بیشتر هستید، همیشه میتوانید به <a href="http
fix(opencode-go): warm context metadata from provider catalog (#92913) Register OpenCode Go's provider-owned static catalog so lifecycle cache warmup supplies the correct context window to memory flush and compaction without persisting catalog rows in user config. Fixes #92912. Co-authored-by: kumaxs
Let's match Free Software and Open Source projects that need help with people looking to contribute. Think of this as "Who's Hiring" but for Free Software or Open Source projects looking for volunteers - a semi regular thread to surface interesting projects that could use more hands. Please include: Project name and description (if not widely known); Tech stack; Areas needing help (DOCS, CODE, DESIGN, etc.); Level (BEGINNER-FRIENDLY if applicable); Email address, Project website or other means o
This is the narrated version of our free, interactive Data Engineer Roadmap . Same areas, same order, with a focus on the one thing each layer asks of you that AI can't do for you. Every data engineer roadmap written before early 2025 made the same quiet assumption: that the hard part was writing the code . Learn SQL. Learn Python. Wire up a pipeline in Airf
Article URL: https://github.com/danygiguere/audit-skills Comments URL: https://news.ycombinator.com/item?id=48531259 Points: 1 # Comments: 0
Hi everyone, I wrote this cool C# web application where you can provide an FTP/SFTP backend, and it creates a new FTP/SFTP/Web server with everything encrypted at rest so it basically proxy + encrypt the backend data source. You interact with it like a regular file server, but in the backend, everything is encrypted via AES including the file names. It uses Stream ciphers so we can support encryption/decryption for files larger than server's available memory. Check it out. It's all open source.
I'm an old guy working in legacy industries. People are increasingly using AI here but many are just vibe coding and not checking on the results. I always have to clean up the data. Made this skill to help them review the data and numbers themselves before merging. Any feedback from ai bros appreciated. Comments URL: https://news.ycombinator.com/item?id=48531208 Points: 1 # Comments: 0
Article URL: https://www.theatlantic.com/technology/2026/06/ai-music-generators-suno-google-udio/687485/ Comments URL: https://news.ycombinator.com/item?id=48531137 Points: 1 # Comments: 0
Article URL: https://github.com/Idank96/agent-panorama Comments URL: https://news.ycombinator.com/item?id=48531114 Points: 1 # Comments: 1
Article URL: https://economist.com/finance-and-economics/2026/06/11/how-to-share-ai-riches Comments URL: https://news.ycombinator.com/item?id=48531099 Points: 1 # Comments: 0
fix(agents): tolerate missing attribution baseUrl (#92991) Avoid assuming every runtime model exposes a string `baseUrl` before provider attribution checks. Preserve OpenRouter and Cloudflare attribution behavior while allowing Bedrock session setup to reach provider routing. Fixes #92974. Co-authored-by: Sami Rusani
There's too much on the internet to keep up with tech and AI. Hundreds of stories a day across dozens of sources, and most of it is noise. So I built scrunch.fyi... every day it covers what happened in the world of tech and AI, crunched into a 3-minute read: what happened, why it matters. Every item links its source. "crunch" the noise down to what matters. Free to read, no signup. Feedback welcome, especially on what you'd cut or add. Comments URL: https://news.ycombinator.com/item?id=48530926
Article URL: https://github.com/osfv/bravedebloater Comments URL: https://news.ycombinator.com/item?id=48530920 Points: 1 # Comments: 0
Article URL: https://cacm.acm.org/news/from-manhattan-to-genesis/ Comments URL: https://news.ycombinator.com/item?id=48530912 Points: 1 # Comments: 1
Here are some ways you can get a Kindle Unlimited membership at a discounted price.
Article URL: https://modeltell.com/ Comments URL: https://news.ycombinator.com/item?id=48530829 Points: 1 # Comments: 0
According to a new report from Semafor, the White House's decision to impose export restrictions on Anthropic's Mythos was driven in part by fears that it had been accessed by a group linked to China. If the Chinese government actually had access to Mythos 5 or Fable 5, it would present a serious national security […]
fix(agents): prevent duplicate before-tool-call hooks (#93009) Prevent duplicate `before_tool_call` execution when an already wrapped tool passes through schema normalization and coding-tool assembly. Preserve the normalized schema while replacing stale wrapper context with the current agent/session/run context. Fixes #92973. Co-authored-by: zengLingbiao
There's a widespread idea in the technical community that TPMs don't provide any security: - https://news.ycombinator.com/item?id=37435450 - https://learn.omacom.io/2/the-omarchy-manual/50/getting-started?search=tpm#getting-started (see advice on tpm) - NSA encourages we use it https://media.defense.gov/2024/Nov/06/2003579882/-1/-1/0/CSI-TPM-USE-CASES.PDF But, TPMs have real use cases: - It theoretically prevents kernel level exploits extracting secrets. - Projects like Qubes suggest using it to
