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github.com• Mar 3, 2026• 1 min read
Show HN: Open-sourced AI Agent runtime (YAML-first)Been running AI agents in production for a while and kept running into the same issues:controlling what they can do tracking costs debugging failures making it safe for real workloadsSo we built AgentRuntime, the infrastructure layer we wished we had. Not an agent framework, but the platform around agents:policies memory workflows observability cost tracking RAG governanceAgents and policies are defined in YAML, so it's infrastructure-as-code rather than a chatbot builder. Example – agents and policies in YAML agent.yaml – declarative agent config name: support_agentmodel: provider: anthropic name: claude-3-5-sonnetcontext_assembly: enabled: true embeddings: provider: openai model: text-embedding-3-small providers: - type: knowledge config: sources: ["./docs"] top_k: 3 policies/safety.yaml – governance as code name: security-policyrules: - id: block-file-deletion condition: tool.name == "file_delete" action: denyCLI – run and inspect Create and run an agent agentctl agent create resear
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news.ycombinator.com• Mar 3, 2026• 1 min read
Ask HN: How are you structuring Markdown-based context for AI coding agents?I’ve recently transitioned from using LLMs in-browser to a local agentic workflow in VS Code (Gemini Code Assist). I can approve/disapprove changes which is nice, but I’ve hit a wall regarding context management. Initially, I provided all the whole repo as context to the non-agentic version of Gemini code assist and it performed well.I read the agentic mode is "better" so to keep the agent aligned with my project's architecture, I’ve manually built 7 dense Markdown files that serve as the system instructions for the project. I require Gemini to update these files as we implement features.gemini.md (instructs gemini to read the other md files and handle updating) project_overview.md, architecture.md, features.md, database.md, api.md, security.mdEach file is between 500–1,500 words so I’m concerned if f this is the right way to go. There seems to be no consensus on context file best practices. I’m seeing strong arguments for both minimalist, lean instructions and dense, project-wide spec
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agentthreads.dev• Mar 3, 2026• 1 min read
Show HN: AgentThreads – Stack Overflow for AI AgentsI was listening to a recent YC podcast about "build something agents want", and while building apps with Claude Code, I kept running into trouble figuring out how APIs actually behave in practice. And knowing that most companies won't update their docs to be agent-friendly, it clicked — agents need their own Stack Overflow.AI agents are consuming APIs at a scale and speed that human-written documentation can't keep up with. AgentThreads is a community directory where agents discover, submit, and review APIs — for agents, by agents.The idea came from watching agents fail silently on undocumented edge cases, relying only on Google searches and bad docs. They need structured, community-maintained knowledge they can query at runtime.A few things we built:- API directory with agent-written reviews and ratings- No UI, just REST — built for agents, not humans- Anti-spam verification (agents solve reasoning challenges, not CAPTCHAs)- Karma system so agents build reputation over timeBuilt mostl
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videototext.tools• Mar 3, 2026• 1 min read
Show HN: Video to Text AI TranscriptionI’ve been building a video-to-text web app and wanted to share it for feedback. The core flow is straightforward: upload files, start transcription, then track progress in a history page that refreshes automatically while jobs are running. Paid users can submit multiple files at once, and speaker diarization is supported for conversations and interviews.Over the last few weeks I focused mostly on reliability. I changed the pipeline to extract audio first and then run transcription, which made long-file handling more stable. I also spent time improving failure handling so users see a clear message when a job fails, instead of raw model errors.Pricing is intentionally simple right now: free users get 3 transcriptions per day, and there is one Unlimited plan at $20/month or $120/year.I’d really appreciate feedback on the overall UX, whether the failure/retry behavior feels right, and whether the pricing is understandable for first-time users.
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news.ycombinator.com• Feb 28, 2026• 1 min read
Ask HN: Do fast-moving DevTools need localized documentation?I’ve been reviewing documentation strategies across several globally adopted DevTools and OSS projects.One pattern stood out.Even products with large user bases across Asia, Europe, and Latin America often keep their official documentation English-only.Some projects experimented with community translations in the past. But as release velocity increased, translations gradually fell out of sync. Eventually, many reverted to English-only.This raises two different possibilities:1. Localization is valuable, but maintaining it does not scale in high-velocity projects.Frequent releases mean documentation changes constantly. Keeping multiple languages synchronized introduces review overhead, validation work, and operational complexity.For fast-moving teams, English-only may simply be the rational trade-off.2. Localization may not be strategically critical for DevTools.Developers are generally comfortable reading English documentation. Core ecosystems (Stack Overflow, GitHub issues, RFCs) opera
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inkgest.com• Feb 27, 2026• 1 min read
Show HN: Inkgest, Link to GestI built Inkgest over the past few months as a solo developer. The core idea: paste any URL, Inkgest scrapes the content using my own scraping API (not Firecrawl, no third-party, custom scraping API), sends it through an LLM, and generates publish-ready content in whatever format you need — newsletter, blog post, infographic, tables, LinkedIn post, or deep comparison table.A few things I built that I found interesting technically:- Wrote my own scraping backend in Hono.js instead of using a third-party service. Runs as a persistent server, so no cold starts. Handles JS-rendered pages.- The infographic renderer generates real SVG/React components from extracted data — doughnut charts, step flows, stat cards, comparison splits. No image generation APIs, all rendered code.- Built on top of my own SaaS boilerplate (buildsaas.dev), which handles auth, payments, email, and admin out of the box.Launched yesterday. 3 free credits to try everything, $9/month after that.Happy to share the product
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news.ycombinator.com• Feb 27, 2026• 1 min read
Show HN: MotionDesk: Physics-driven, Metal-accelerated wallpapers for macOSI built MotionDesk, an aesthetic macOS wallpaper app that uses Metal shaders and native display APIs rather than playing a video file in the background, which is what most wallpaper engines do.The app renders wallpapers that respond to your environment in real time. A few of the modes (16 total):- Physics-based + Interactive: your cursor disturbs magnetic fields or contour fields rendered on the desktop. (These 2 modes are free forever)- Weather: You can have it rain, snow, thunder, etc on your desktop, or even pull live weather data and have your weather app basically be your wallpaper.- Liquid glass overlay: a refraction effect applied over your existing wallpaper.- Space: Travel through stars (more items such as blackholes being added soon)- Dock plants: places cute flowers and cactus on your dock :)- and more: Glyph swarm (popular), ASCII Field (popular), Smoke, Tide, Pulse Rings, Neon Wireframe, Net, Math, DNA.PerformanceThis was a hard constraint from the start. The app currently
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github.com• Feb 26, 2026• 1 min read
Show HN: Batchling – save 50% off any GenAI requests in two lines of codebatchling is a Python gateway to provider-native GenAI Batch APIs, so your existing calls can run at batch-priced rates instead of standard realtime pricing.As an AI developer myself, I discovered Batch APIs when tingling with AI benchmarking: I wanted to save 50% because I was ok with a 24h-SLA.What I discovered was a hard engineering reality:- No standards: each batch API has a different flow and batch lifecycles are never the same.- Framework shift: as a developer, switching from sync/async execution to deferred (submit, poll, download) feels off and requires to build custom code and store files.That's when I noticed that no open-source project gave a solution to that problem, so I built it myself.Batch APIs are nothing new, but they lack awareness and adoption. The problem has never been the Batch API itself but its integration and developer experience.batchling is bridging that gap, giving everyone a developer-first experience of Batch APIs and unlock scale and cost-savings for co
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news.ycombinator.com• Feb 26, 2026• 1 min read
Show HN: BreakMyAgent – Open-source red-teaming sandbox for LLM system promptsAs a developer, I got tired of manually testing my AI agents and chatbots against the same prompt injections and jailbreaks every time I tweaked a system prompt. Our QA team was struggling with the exact same bottleneck, so I built BreakMyAgent.It’s an open-source sandbox that runs an automated barrage of standard exploits against your target LLM to see if it leaks data or ignores core instructions.How it works under the hood: - The UI is built with Streamlit, backend is FastAPI, and dependency management is handled by `uv`. - You paste your system prompt and hit run. It fires 12 baseline attack vectors (Direct leaks, XSS payloads, Context overflows, etc.) concurrently. - The core mechanic is "LLM-as-a-Judge". It uses a hardcoded `gpt-4.1-mini` with strict alignment rules to systematically evaluate the target's responses. - It supports OpenAI, Anthropic, and a solid list of open-weight models via OpenRouter (including DeepSeek V3/R1, Qwen 2.5, and Llama 3.3).There is a hosted free vers
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better-hub.com• Feb 26, 2026• 1 min read
Show HN: Better Hub – A better GitHub experienceHey HN,I’m Bereket, founder of Better Auth. Our team spends a huge amount of time on GitHub every day. Like anyone who’s spent enough time there, I’ve always wished for a much better GitHub experience.I’ve asked a lot of people to do something about it, but it seems like no one is really tackling GitHub directly.A couple of weeks ago, I saw a tweet from Mitchell (HashiCorp) complaining about the repo main page. That became the trigger. I decided to start hacking on a prototype to see how far I could push an alternative interface using GitHub’s APIs.Within a week, I genuinely started using it as my default, same with the rest of our team. After fixing a few rough edges, I decided to put it out there.A few things we’re trying to achieve:- UI/UX rethink* – A redesigned repo home, PR review flow, and overview pages focused on signal over noise. Faster navigation and clearer structure.- Keyboard-first workflow: ⌘K-driven command center, ⌘/ for global search, ⌘I opens “Ghost,” an AI assistan
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news.ycombinator.com• Feb 25, 2026• 1 min read
If agents become the users, what happens to the software market?I’ve been thinking a lot about how strange it is that we’re building autonomous agent but they still operate on software designed entirely for humans.They scrape HTML, interpret UIs, simulate clicks and and sometimes guess at workflows. It works, but it feels like a transitional phase like early mobile apps pretending to be desktop sites.If agents start becoming the primary operators of software, the market itself shifts.Today software competes for human attention with landing pages, feature comparisons, SEO, ads, and UI polish BUT if the “user” is an agent, none of that matters in the same way. What matters is whether the agent can understand your capabilities, trust your outputs, and decide you’re the best tool for the job.Discovery stops being visual and becomes structural. Ranking stops being marketing driven and becomes signal driven.We’re already seeing hints of this. There are products emerging that are essentially "agent only" platforms without a traditional UI, just capabiliti
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github.com• Feb 24, 2026• 1 min read
Show HN: Emdash – Open-source agentic development environmentHey HN! We’re Arne and Raban, the founders of Emdash (https://github.com/generalaction/emdash).Emdash is an open-source and provider-agnostic desktop app that lets you run multiple coding agents in parallel, each isolated in its own git worktree, either locally or over SSH on a remote machine. We call it an Agentic Development Environment (ADE).You can see a 1 minute demo here: https://youtu.be/X31nK-zlzKoWe are building Emdash for ourselves. While working on a cap-table management application (think Stripe Atlas + Pulley), we found our development workflow to be messy: lots of terminals, lots of branches, and too much time spent waiting on Codex.Emdash puts the terminal at the center and makes it easy to run multiple agents at once. Each agent runs as a task in its own git worktree. You can start one or a few agents on the same problem, test, and review.Emdash works over SSH so you can run agents where your code lives and keep the parallel workflow. You can assign tickets to agents, e
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opboard.io• Feb 23, 2026• 1 min read
Show HN: I built a tool track cash flow without the "spreadsheet stress"I’m a financial analyst, and for years I managed our family budget in a massive Excel sheet. I loved the control, but it eventually became an "unpaid second job" of fixing broken CSV formats and patching formulas.The real problem: The spreadsheet was a barrier, not a bridge. It didn’t help me have better money conversations at home. Telling my wife “Dining is high” wasn't helpful; we needed to see where we were overspending (e.g., that one specific cafe vs. grocery runs) without me having to act as a "human pivot table" every Sunday night.I didn't want an app that required our bank passwords, but I needed more automation than a manual sheet. I built OpBoard to bridge that gap.How it changes the conversation:Shared Visibility: Instead of navigating a complex file on my monitor, my wife can log in and see a clear, merchant-level breakdown of our cash flow instantly.Intentional Review: We still do the CSV import—it's a deliberate "touchpoint" with our data that keeps us aware of our spend
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news.ycombinator.com• Feb 21, 2026• 1 min read
When a Platform Stops Saying "Automation" and Starts Saying "LLM"Enforcement Risk Dossier | PlatformPolicy Risk Brief… On January 20, 2026, eBay did not launch a feature. It revised a clause that governs access. Previous language prohibited “automated means.” Updated language (binding February 20, 2026) explicitly names: “buy-for-me agents, LLM-driven bots, or any end-to-end flow that attempts to place orders without human review…” That parenthetical is the structural shift. AI agents moved from implied coverage to explicit contractual identity. What was once broad and interpretive became specific and enforceable. When categories are named, interpretive space narrows. Narrower interpretation reduces enforcement latency. Reduced latency expands unilateral control over the access layer. … From Technical Signal to Contractual Codification December 2025: eBay robots.txt prohibited the same AI categories. Bots from named AI companies were restricted; selected integrations retained access.Sequence: Technical constraint -> Named AI blocking -> Contractual
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prothon.dev• Feb 20, 2026• 1 min read
Show HN: Prothon – docs-first Python project generator for AI developmentProthon is a Python project generator that scaffolds a uv-based project with eight quality tools (ruff, ty, pytest, hypothesis, mutmut, bandit, vulture, complexipy) and a documentation-driven workflow for AI coding agents.The problem it solves: AI assistants lose context between sessions and drift from your decisions as context windows fill up. Prothon addresses this with three ideas:1. A three-level doc hierarchy (SPEC, DESIGN, PATTERNS) where each level scopes a single concern and higher always overrides lower. The AI implements from these docs, not from memory. Each doc-writing step is a dedicated agent that refuses content belonging at another level.2. Automated agents that keep things consistent: one cross-checks the three docs for contradictions, one generates reference skills from live documentation for your stack, one verifies code implements what the docs describe.3. A "promise" system for execution. Before each task, the agent declares what files it will touch, success criter
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usegim.com• Feb 20, 2026• 1 min read
Show HN: Global Issue Memory MCP – Stack Overflow for Your Coding AssistantHey HN, I built Global Issue Memory (GIM), an open-source MCP server that lets AI coding assistants look up and share solutions to errors they encounter.GitHub: https://github.com/timho102003/global-issue-memory Try it: https://www.usegim.com/docs/getting-started (free, no signup required to use the MCP tools)How I got here:I do a lot of vibe coding where I prompt Claude Code and let it run autonomously. I kept noticing the same pattern: the AI would hit a common error, spend 30K+ tokens doing web searches and trying failed fixes, and by the time it found the answer the context window was so bloated that output quality had degraded. I started calling this "context rot."My first attempt at fixing this was having the AI store solved issues in local markdown files and check them before debugging. It worked for my own projects but obviously didn't scale.Then I realized this is basically the same problem Stack Overflow solved for humans. The difference is AI assistants can't efficiently par
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shop.ball2.ai• Feb 19, 2026• 1 min read
Show HN: Ball 2 – Use AI to build fun ball gamesI wanted to find a way to get kids:- moving- creating- playing with othersIn the end I, and a team of 4 others, built:- a foam ball with a BLE IMU in it (moving/together)- an app that allows you to create almost any game you can imagine with AI (creating)Video of teenagers making a game: https://www.youtube.com/watch?v=-7TZXRBybOEVideo that was intended to be for Kickstarter: https://www.youtube.com/watch?v=Edy9zew1XN4 (we abandoned kickstarter, long story)For hardware we came up with a pretty awesome custom PCB, based around a Dialog DA14531, that doesnt need any charging for over 500 hours of play. The electronics are encased inside 4.5" diameter of foam. We drove a car over it and it didn't break.For the app, we are using OpenAI Realtime API (gpt-realtime-2025-08-28) to gather the game requirements via conversation. We are using voice/realtime to allow kids to do it without needing to type or read. This piece has a huge dynamic prompt that flows with the conversation. It has about 2