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Bridging the gap between fast-evolving code libraries and AI models

1•siddythings•3mo ago
I’ve been working on an idea to make coding LLMs much smarter about new or less-known libraries. Right now, when developers use fresh packages or new versions, most AI coding tools fail multiple times because they don’t have context about those APIs—they end up searching the web and hallucinating.

My project aims to fix that by indexing packages and version, and exposing them through a unified API that LLMs (or AI agents) can query directly.

The system would understand which version the user’s environment uses, explain why a symbol is missing or deprecated, and suggest alternatives or migration paths.

Do you think this is a valuable direction for improving AI-assisted coding tools?

Show HN: WeaveMind – AI Workflows with human-in-the-loop

https://weavemind.ai
2•quentin101010•4m ago•1 comments

Show HN: Seedream 5.0: free AI image generator that claims strong text rendering

https://seedream5ai.org
1•dallen97•5m ago•0 comments

A contributor trust management system based on explicit vouches

https://github.com/mitchellh/vouch
2•admp•7m ago•1 comments

Show HN: Analyzing 9 years of HN side projects that reached $500/month

2•haileyzhou•8m ago•0 comments

The Floating Dock for Developers

https://snap-dock.co
1•OsamaJaber•9m ago•0 comments

Arcan Explained – A browser for different webs

https://arcan-fe.com/2026/01/26/arcan-explained-a-browser-for-different-webs/
2•walterbell•10m ago•0 comments

We are not scared of AI, we are scared of irrelevance

https://adlrocha.substack.com/p/adlrocha-we-are-not-scared-of-ai
1•adlrocha•11m ago•0 comments

Quartz Crystals

https://www.pa3fwm.nl/technotes/tn13a.html
1•gtsnexp•14m ago•0 comments

Show HN: I built a free dictionary API to avoid API keys

https://github.com/suvankar-mitra/free-dictionary-rest-api
2•suvankar_m•16m ago•0 comments

Show HN: Kybera – Agentic Smart Wallet with AI Osint and Reputation Tracking

https://kybera.xyz
1•xipz•17m ago•0 comments

Show HN: brew changelog – find upstream changelogs for Homebrew packages

https://github.com/pavel-voronin/homebrew-changelog
1•kolpaque•21m ago•0 comments

Any chess position with 8 pieces on board and one pair of pawns has been solved

https://mastodon.online/@lichess/116029914921844500
1•baruchel•23m ago•1 comments

LLMs as Language Compilers: Lessons from Fortran for the Future of Coding

https://cyber-omelette.com/posts/the-abstraction-rises.html
2•birdculture•25m ago•0 comments

Projecting high-dimensional tensor/matrix/vect GPT–>ML

https://github.com/tambetvali/LaegnaAIHDvisualization
1•tvali•26m ago•1 comments

Show HN: Free Bank Statement Analyzer to Find Spending Leaks and Save Money

https://www.whereismymoneygo.com/
2•raleobob•29m ago•1 comments

Our Stolen Light

https://ayushgundawar.me/posts/html/our_stolen_light.html
2•gundawar•30m ago•0 comments

Matchlock: Linux-based sandboxing for AI agents

https://github.com/jingkaihe/matchlock
1•jingkai_he•32m ago•0 comments

Show HN: A2A Protocol – Infrastructure for an Agent-to-Agent Economy

1•swimmingkiim•36m ago•1 comments

Drinking More Water Can Boost Your Energy

https://www.verywellhealth.com/can-drinking-water-boost-energy-11891522
1•wjb3•40m ago•0 comments

Proving Laderman's 3x3 Matrix Multiplication Is Locally Optimal via SMT Solvers

https://zenodo.org/records/18514533
1•DarenWatson•42m ago•0 comments

Fire may have altered human DNA

https://www.popsci.com/science/fire-alter-human-dna/
4•wjb3•42m ago•2 comments

"Compiled" Specs

https://deepclause.substack.com/p/compiled-specs
1•schmuhblaster•47m ago•0 comments

The Next Big Language (2007) by Steve Yegge

https://steve-yegge.blogspot.com/2007/02/next-big-language.html?2026
1•cryptoz•48m ago•0 comments

Open-Weight Models Are Getting Serious: GLM 4.7 vs. MiniMax M2.1

https://blog.kilo.ai/p/open-weight-models-are-getting-serious
4•ms7892•58m ago•0 comments

Using AI for Code Reviews: What Works, What Doesn't, and Why

https://entelligence.ai/blogs/entelligence-ai-in-cli
3•Arindam1729•59m ago•0 comments

Show HN: Solnix – an early-stage experimental programming language

https://www.solnix-lang.org/
3•maheshbhatiya•59m ago•0 comments

DoNotNotify is now Open Source

https://donotnotify.com/opensource.html
5•awaaz•1h ago•2 comments

The British Empire's Brothels

https://www.historytoday.com/archive/feature/british-empires-brothels
2•pepys•1h ago•0 comments

What rare disease AI teaches us about longitudinal health

https://myaether.live/blog/what-rare-disease-ai-teaches-us-about-longitudinal-health
2•takmak007•1h ago•0 comments

The Brand Savior Complex and the New Age of Self Censorship

https://thesocialjuice.substack.com/p/the-brand-savior-complex-and-the
2•jaskaransainiz•1h ago•0 comments