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How to keep AI-written code aligned (without repeating yourself)

https://linggen.dev/wiki/2026-01-19-wiki-design-intent
1•linggen•1h ago

Comments

linggen•1h ago
I’m the author. This came out of watching AI tools subtly rewrite system boundaries while still passing tests. The post is about documentation topology and keeping intent close to code—not about a specific tool.

The Evolution Gap: keeping external system changes in sync with application

https://flamingock.io/blog/evolving-external-systems
1•aperezdieppa•10s ago•0 comments

Nexphone: Android phone also runs Windows and Linux

https://nexphone.com/blog/the-tale-of-nexphone-one-phone-every-computer
1•gripfx•45s ago•1 comments

Full Text: Charter of Trump's Board of Peace

https://www.msn.com/en-us/news/world/full-text-charter-of-trump-s-board-of-peace/ar-AA1UqfFa
1•vinnyglennon•1m ago•0 comments

Ask HN: What single AI tool/technique 10x'd your productivity last year?

1•laxmena•2m ago•0 comments

Sigmas and Student

https://www.johndcook.com/blog/2026/01/21/sigmas-and-student/
1•ibobev•3m ago•0 comments

A browser extension that restores climate hazard risks for CA Zillow listings

https://github.com/nmatouka/climate-risk-plugin
1•aprct•3m ago•0 comments

Waypoint-1: Real-time interactive video diffusion from Overworld

https://huggingface.co/blog/waypoint-1
1•ibobev•3m ago•0 comments

Bridging the Gap Between AI Agent Benchmarks and Industrial Reality

https://huggingface.co/blog/ibm-research/assetopsbench-playground-on-hugging-face
1•ibobev•3m ago•0 comments

Learning to Program in 2026

https://www.jakeworth.com/posts/learning-to-program-in-2026/
1•jwworth•5m ago•0 comments

Design for Engineers

https://www.designlanguage.xyz/about
1•charlesiv•6m ago•0 comments

Apple Beats California Privacy Law Claims in Data Tracking Suit

https://news.bloomberglaw.com/litigation/apple-beats-california-privacy-law-claims-in-data-tracki...
1•Terretta•6m ago•0 comments

Positive thinking can boost the power of vaccines

https://newatlas.com/medical/vaccine-positive-thinking/
1•wjSgoWPm5bWAhXB•6m ago•0 comments

Has Anyone Used Phreeli?

https://www.phreeli.com/
1•helterskelter•6m ago•1 comments

The AI Productivity Paradox Is a Feedback Problem

https://therealitydrift.substack.com/p/when-optimization-stops-producing
2•realitydrift•8m ago•1 comments

Show HN: Unified Python SDK for Multimodal AI (OpenAI, ElevenLabs, Flux, Ollama)

https://github.com/withceleste/celeste-python
1•Kamilbenkirane•9m ago•0 comments

The three types of LLM workloads and how to serve them

https://modal.com/llm-almanac/workloads
1•charles_irl•9m ago•0 comments

Bending Spoons laid off almost everybody at Vimeo yesterday

5•Daemon404•9m ago•0 comments

Little Sound Dj

https://www.littlesounddj.com/lsd/index.php
1•birdculture•9m ago•0 comments

Making an LSP for Great Good

https://thunderseethe.dev/posts/lsp-base/
1•todsacerdoti•10m ago•0 comments

Zillow Removed Climate Risk Scores Under Pressure from Real Estate Agents

https://insideclimatenews.org/news/20012026/climate-expert-works-to-restore-zillow-climate-risk-s...
4•randycupertino•10m ago•2 comments

Human-Like Working Memory from Artificial Intrinsic Plasticity Neurons

https://arxiv.org/abs/2512.15829
1•PaulHoule•11m ago•0 comments

Ask HN: What's your biggest challenge with context engineering for AI agents?

2•karpathunter•12m ago•0 comments

Oxford PV targets 20-year lifetime for perovskite-silicon tandem modules by 2028

https://www.pv-magazine.com/2026/01/16/oxford-pv-targets-20-year-lifetime-for-perovskite-silicon-...
1•akamaka•13m ago•0 comments

Sandboxing – Claude Code Docs

https://code.claude.com/docs/en/sandboxing
1•alsko•13m ago•1 comments

AI Supercharges Attacks in Cybercrime's New 'Fifth Wave'

https://www.infosecurity-magazine.com/news/ai-supercharges-attacks-cybercrime/
1•hentrep•13m ago•0 comments

The Oligarchs Pushing for Conquest in Greenland

https://newrepublic.com/article/205102/oligarchs-pushing-conquest-greenland-trump
4•manoDev•14m ago•0 comments

Open-source toolkit for enterprise-ready AI development using PostgreSQL

https://www.pgedge.com/ai-toolkit
1•pgedge_postgres•15m ago•1 comments

Free ADHD Routine Charts

https://www.habitualy.app/
2•abdullah9•16m ago•0 comments

When AI and Human Worlds Collide

https://www.noemamag.com/when-ai-human-worlds-collide/
1•Brajeshwar•16m ago•0 comments

China steers the Gulf's driverless future as U.S. rivals stay home

https://restofworld.org/2026/robotaxis-gulf-china/
1•Brajeshwar•16m ago•0 comments