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Show HN: Intent Layer: A context engineering skill for AI agents

https://www.railly.dev/blog/intent-layer/
4•Hunter17•2h ago

Comments

Agent_Builder•41m ago
n our experience, most agent failures weren’t model issues but intent drift. The agent starts with a narrow goal, then gradually “helpfully” expands scope because nothing re-asserts intent between steps.

What worked for us was making intent explicit per step and treating it as a constraint, not just context. Each step declares what it’s allowed to do, which tools it can touch, and what kind of output is valid. After the step finishes, that authority is torn down.

The system feels less flexible, but far more predictable. Fewer clever shortcuts, fewer surprises.

That’s essentially how GTWY approaches agent workflows, and it’s been a practical way to keep agents aligned without relying on heavier prompts or post-hoc validation.

China's Birthrate Plunges to Lowest Level Since 1949

https://www.nytimes.com/2026/01/18/business/china-population-data.html
1•JumpCrisscross•3m ago•1 comments

Wireless Earbuds Can Be Hacked

https://www.nytimes.com/wirecutter/reviews/bluetooth-earbuds-hacking-threat/
1•walterbell•3m ago•0 comments

Does changing DNS make internet faster

1•higiga7487•4m ago•0 comments

EU's 'nuclear option' of moves against Trump tariff threat

https://www.reuters.com/markets/europe/eus-nuclear-option-moves-against-trump-tariff-threat-2025-...
1•JumpCrisscross•4m ago•0 comments

Show HN: NeuroReel – AI that generates viral TikTok/Reels slides from a topic

1•firtaet•12m ago•0 comments

Velisch zeigt neues Crypto‑API‑Beispiel: kompletter Service in einer Date

https://github.com/SkyliteDesign/velinscript
1•SkyliteDesign•12m ago•2 comments

Show HN: Ali v0.8.0 – Exportable load test results

https://github.com/nakabonne/ali/releases/tag/v0.8.0
1•nakabonne•14m ago•0 comments

Show HN: Learning Path for CBSE Math

https://books.innings2.com/learningpath
1•nutanc•15m ago•0 comments

Writing First, Tooling Second

https://susam.net/writing-first-tooling-second.html
1•blenderob•17m ago•0 comments

Sheety-CRM: A stateless, open-source CRM built on Google Sheets

https://github.com/sdntsng/sheety-crm
1•thunderbong•17m ago•0 comments

Anthropic disabled my account after payment cancer patient/medical data trapped

2•marichala•18m ago•0 comments

A faster, cleaner way to use the Internet Archive

https://downloadstuffss.vercel.app/
1•dawitworku•19m ago•1 comments

Sequoia to invest in Anthropic, breaking VC taboo on backing rivals: FT

https://techcrunch.com/2026/01/18/sequoia-to-invest-in-anthropic-breaking-vc-taboo-on-backing-riv...
1•doppp•21m ago•0 comments

WhatsApp

1•kaifali•23m ago•0 comments

Ask HN: How do teams handle dynamic tool discovery for AI agents?

1•learningeek•24m ago•0 comments

Show HN: CervellaSwarm – 16 AI agents and 3 debug guardians, coordinated via MCP

https://github.com/rafapra3008/cervellaswarm
1•rafapra•24m ago•1 comments

Show HN: Interactive physics simulations I built while teaching my daughter

https://www.projectlumen.app/
1•anticlickwise•32m ago•0 comments

How crypto criminals stole $700M from people – often using age-old tricks

https://www.bbc.com/news/articles/c93w30gl5jno
2•1659447091•34m ago•0 comments

"Don't worry. Boys are hard to find." Part 1 o2

https://lisevoldeng.substack.com/p/dont-worry-boys-are-hard-to-find
1•DyslexicAtheist•34m ago•0 comments

Scaling long-running autonomous coding

https://simonwillison.net/2026/Jan/19/scaling-long-running-autonomous-coding/
2•roopeshv•37m ago•1 comments

Run AI tools like Cursor,Claude Code, Codex on your own models

https://github.com/Fast-Editor/Lynkr
1•vishalveera•38m ago•1 comments

Manage Claude Code Visually

https://github.com/Nearcyan/vibecraft
1•sadeshmukh•38m ago•0 comments

Are Arrays Functions?

https://futhark-lang.org/blog/2026-01-16-are-arrays-functions.html
1•todsacerdoti•38m ago•0 comments

AI Coworker

https://coworkai.app/
1•wantering•38m ago•0 comments

Show HN: Prediction Market Dominance Index

https://www.oddpool.com/dominance
1•codelemons•42m ago•0 comments

Production-Grade RAG Pipeline for Technical Documentation

https://alexanderfashakin.substack.com/p/building-trustworthy-documentation-rag-systems
1•alex_fash•43m ago•1 comments

Search 40M docs in <200ms on a CPU using binary embeddings and int8 rescoring

https://medium.com/coding-nexus/search-40m-documents-in-under-200ms-on-a-cpu-using-binary-embeddi...
1•akkishore•44m ago•0 comments

Statement from the Nobel Foundation

https://www.nobelprize.org/press-release/statement-from-the-nobel-foundation/
2•ColinEberhardt•44m ago•2 comments

Beowulf's opening "What" is no interjection

https://www.poetryfoundation.org/poetry-news/69208/new-research-opening-line-of-beowulf-is-not-wh...
1•gsf_emergency_6•49m ago•0 comments

Paying attention to Attention

https://suyogdahal.com.np/posts/paying-attention-to-attention/
1•just-another-se•55m ago•0 comments