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The Intent Layer: Make agents perform like your best engineers

https://www.intent-systems.com/learn/intent-layer
4•MetaMalone•1d ago

Comments

altmanaltman•1d ago
> Your codebase becomes a reinforcement learning environment.

Because the AGENTS.md files (sorry "intent modules" or whatever term you used) change their content based on git diffs? Like really? How is the codebase "learning" anything? And by that logic, aren't all well-maintained repos already "reinforcement learning environments"?

verdverm•22h ago
The words and anthropomorphizing is light in this one compared to others, but don't get hung up on that

Adding agent.md files even to good, high quality code bases is helpful. Make it minimal, spark note / table of contents, very basics... Put them in many places in your repo, and then watch to see how much better they are.

Auto injecting high level overviews helps a ton, because every time is basically from a blank slate without them

The Temper Language

https://temperlang.dev/
1•valiant55•8s ago•0 comments

Show HN: I built a free AI text-to-video generator in browser

https://visionaryvideo.app/
1•aykuty•27s ago•0 comments

Curating my Corner of the Internet with a freehand web editor

https://rafichaudhury.com/site/blog/Freehand-Web
1•TuringTest•2m ago•0 comments

The sub-zero lair of the most powerful computer

https://www.bbc.co.uk/news/articles/c62r6dvpl5ro
1•nickt•4m ago•0 comments

A Deep Dive on Egress Fees

https://carolinacloud.substack.com/p/the-launch-of-carolina-cloud-storage
1•bojangleslover•5m ago•0 comments

3.4B-compound space via automated small molecule synthesis and AI [pdf]

https://www.onepot.ai/onepot_core.pdf
1•sethbannon•7m ago•0 comments

Show HN: Telio – AI agents for call/text support, built on sandboxed lakehouses

https://gettelio.com/
1•exAspArk•12m ago•0 comments

Time Ablation Experiments on tau2-bench

https://github.com/sshh12/tau2-bench-time-ablations
1•sshh12•15m ago•0 comments

New York Television

https://nytv.live/
1•enthdegree•15m ago•0 comments

Show HN: Formal Verification via Spectral Geometry (Lean 4)

https://github.com/merchantmoh-debug/ARK-P-neq-NP-Formalization
1•MohskiBroskiAI•15m ago•1 comments

Show HN: I upgraded my open source, zero knowledge, self destructing note app

https://burnernote.com
1•gigamick•15m ago•0 comments

Skip the todo – just write the prompt

https://zoputer.substack.com/p/skip-the-todo-just-write-the-prompt
1•benzguo•18m ago•0 comments

Non-Photo Blue

https://en.wikipedia.org/wiki/Non-photo_blue
2•nice_byte•18m ago•0 comments

Scientists Discover Oldest Poison, on 60k-Year-Old Arrows

https://www.nytimes.com/2026/01/07/science/poison-arrows-south-africa.html
3•bookofjoe•31m ago•2 comments

Trump calls for record $1.5T defense budget, a 50 percent jump

https://www.politico.com/news/2026/01/07/trump-calls-record-defense-budget-00715298
8•maxall4•33m ago•1 comments

Poison Fountain

https://rnsaffn.com/poison3/
3•ares623•34m ago•0 comments

Observations on Dutch Physical Stature from Late-Middle Ages to Present [pdf]

https://www.researchgate.net/publication/8251582_Observations_on_the_History_of_Dutch_Physical_St...
1•thunderbong•35m ago•0 comments

CES: Samsung's mysterious slim 3D display

https://twitter.com/minchoi/status/2008632239240753585
1•bigwheels•38m ago•3 comments

CrossDOS is a file system handler for accessing FAT formatted media on Amiga

https://en.wikipedia.org/wiki/CrossDOS
1•doener•38m ago•1 comments

Distributed Denial of Secrets

https://ddosecrets.com/
1•sabakhoj•40m ago•1 comments

A Case for Making TextExpander Link-Friendly

https://hookproductivity.com/blog/2026/01/a-case-for-making-textexpander-link-friendly/
1•LucCogZest•40m ago•0 comments

Sviter: Collaborative knowledge base with AI agents built in

https://github.com/honix/Sviter
1•handfuloflight•41m ago•0 comments

Show HN: Prediction Market Aggregator (Prediktion)

https://prediktion.market
2•0xpasho•43m ago•0 comments

Ontology and Information Systems - Encyclopedia of Philosophy

https://plato.stanford.edu/entries/ontology-is/
1•shervinafshar•44m ago•0 comments

Teddy Bears of the Gobelins

https://en.wikipedia.org/wiki/Teddy_bears_of_the_Gobelins
1•doener•44m ago•0 comments

European Commission issues call for evidence on open source

https://lwn.net/Articles/1053107/
2•immibis•44m ago•1 comments

The Obvious, the Easy, and the Possible

https://world.hey.com/jason/the-obvious-the-easy-and-the-possible-2e11a3fb
1•frizlab•47m ago•0 comments

Show HN: LaTeX → structured ArXiv data for scientific RAG

https://sciencestack.ai/
1•cjlooi•48m ago•1 comments

Show HN: I built a simple "Gemini" watermark remover extension, "Peel Banana"

https://chromewebstore.google.com/detail/peel-banana/cngdhnfjakplnhplnmlgjalmfcochdgj
2•davepoon•48m ago•0 comments

Om Malik – Who decides what's real in the age of AI? Instagram does

https://om.co/2026/01/07/who-decides-whats-real-in-the-age-of-ai-instagram-does/
2•rmason•48m ago•0 comments