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Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
1•throwaw12•20s ago•0 comments

MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•26s ago•1 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•1m ago•0 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•3m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•6m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
1•andreabat•8m ago•0 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
1•mgh2•15m ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•16m ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•22m ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•23m ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
1•lifeisstillgood•23m ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•26m ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•28m ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•29m ago•0 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•31m ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•33m ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•35m ago•0 comments

Ed Zitron: The Hater's Guide to Microsoft

https://bsky.app/profile/edzitron.com/post/3me7ibeym2c2n
2•vintagedave•38m ago•1 comments

UK infants ill after drinking contaminated baby formula of Nestle and Danone

https://www.bbc.com/news/articles/c931rxnwn3lo
1•__natty__•38m ago•0 comments

Show HN: Android-based audio player for seniors – Homer Audio Player

https://homeraudioplayer.app
3•cinusek•39m ago•1 comments

Starter Template for Ory Kratos

https://github.com/Samuelk0nrad/docker-ory
1•samuel_0xK•40m ago•0 comments

LLMs are powerful, but enterprises are deterministic by nature

2•prateekdalal•44m ago•0 comments

Make your iPad 3 a touchscreen for your computer

https://github.com/lemonjesus/ipad-touch-screen
2•0y•49m ago•1 comments

Internationalization and Localization in the Age of Agents

https://myblog.ru/internationalization-and-localization-in-the-age-of-agents
1•xenator•49m ago•0 comments

Building a Custom Clawdbot Workflow to Automate Website Creation

https://seedance2api.org/
1•pekingzcc•52m ago•1 comments

Why the "Taiwan Dome" won't survive a Chinese attack

https://www.lowyinstitute.org/the-interpreter/why-taiwan-dome-won-t-survive-chinese-attack
2•ryan_j_naughton•52m ago•0 comments

Xkcd: Game AIs

https://xkcd.com/1002/
2•ravenical•54m ago•0 comments

Windows 11 is finally killing off legacy printer drivers in 2026

https://www.windowscentral.com/microsoft/windows-11/windows-11-finally-pulls-the-plug-on-legacy-p...
1•ValdikSS•54m ago•0 comments

From Offloading to Engagement (Study on Generative AI)

https://www.mdpi.com/2306-5729/10/11/172
1•boshomi•56m ago•1 comments

AI for People

https://justsitandgrin.im/posts/ai-for-people/
1•dive•57m ago•0 comments
Open in hackernews

Ask HN: How to sanity check an ambitious autocoder for enterprise systems?

1•tjmills111•3mo ago
My brother has been building a novel autocoder for over a year.

We can’t find anyone taking this approach.

I’m very aware this is lofty, but the demo is almost done, and will speak for itself.

My concern is that while he’s brilliant, he’s inexperienced.

He’s built in isolation, it’s vibe-coded, and I don’t want us to miss obvious issues that are cheap to fix now.

I want to hire a consultant. Is it reasonable to expect much from a short external review for something like this?

I have no idea about cost, time needed, where to find someone, or how to vet them.

The Problem: Autocoders optimize for local edits, keeping architecture and contracts implicit, so APIs drift, schemas and configs desync, and refactors break invariants. Without an enforceable blueprint (explicit ports and tiered validation), generations stay nondeterministic and failures surface at deploy, not during design.

A Solution: • Blueprint-first workflow: author systems as YAML blueprints with typed ports • Generator: emits small Python services with FastAPI endpoints and adapters • Runtime: async harness (anyio) handles retries, rate limits, logging, metrics • Validation: strict schemas and layered checks before anything runs • Deploy: generator produces Docker + Helm for K8s

Comments

jaen•3mo ago
The solution to LLM slop in general is certainly almost nothing like what is proposed here, that's just buzzword bingo in the Python ecosystem (and it sounds like an AI hallucination).

What you (and most vibe coders) are missing is just Good Old Fashioned verified software engineering - strong contracts (via better static types, contract libraries, linters, compilers, automated review and soft rule enforcement via eg. another LLM etc.), abstractions that reduce redundancy and increase cohesion, meaningful tests (and meta-tests & metrics ensuring test quality) etc. etc.

tjmills111•3mo ago
Maybe. Can I show you? 15min meeting with my brother? What would it take to get you on?