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

https://www.railly.dev/blog/intent-layer/
11•Hunter17•3h ago

Comments

Agent_Builder•2h 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.

moonshotideas•33m ago
I think you did an amazing job of converting this into something that people can easily understand and use within their codebase - so props on that. It however would be the the right thing to give the proper credit to the source of idea - at least to thank them for their work and effort given this more of less is a direct copy of what they published https://www.intent-systems.com/ (not me and it’s something I use as well, but proper thing to do is give credit where credit is due)

A decentralized peer-to-peer messaging application that operates over Bluetooth

https://bitchat.free/
45•no_creativity_•1h ago•16 comments

Show HN: Pdfwithlove – PDF tools that run 100% locally (no uploads, no back end)

https://pdfwithlove.netlify.app
122•pratik227•3h ago•60 comments

MTOTP: Wouldn't it be nice if you were the 2FA device?

https://github.com/VBranimir/mTOTP/tree/develop
7•brna-2•7m ago•1 comments

Gaussian Splatting – A$AP Rocky "Helicopter" music video

https://radiancefields.com/a-ap-rocky-releases-helicopter-music-video-featuring-gaussian-splatting
602•ChrisArchitect•14h ago•183 comments

Provide agents with automated feedback

https://banay.me/dont-waste-your-backpressure/
121•ghuntley•1d ago•53 comments

Flux 2 Klein pure C inference

https://github.com/antirez/flux2.c
319•antirez•14h ago•113 comments

Dead Internet Theory

https://kudmitry.com/articles/dead-internet-theory/
267•skwee357•12h ago•305 comments

Show HN: I quit coding years ago. AI brought me back

https://calquio.com/finance/compound-interest
85•ivcatcher•7h ago•59 comments

A Social Filesystem

https://overreacted.io/a-social-filesystem/
381•icy•1d ago•156 comments

Fil-Qt: A Qt Base build with Fil-C experience

https://git.qt.io/cradam/fil-qt
81•pjmlp•2d ago•47 comments

Show HN: AWS-doctor – A terminal-based AWS health check and cost optimizer in Go

https://github.com/elC0mpa/aws-doctor
19•elC0mpa•3h ago•8 comments

AVX-512: First Impressions on Performance and Programmability

https://shihab-shahriar.github.io//blog/2026/AVX-512-First-Impressions-on-Performance-and-Program...
58•shihab•5d ago•18 comments

Gas Town Decoded

https://www.alilleybrinker.com/mini/gas-town-decoded/
119•alilleybrinker•4d ago•102 comments

The Code-Only Agent

https://rijnard.com/blog/the-code-only-agent
57•emersonmacro•6h ago•30 comments

Gladys West's vital contributions to GPS technology

https://en.wikipedia.org/wiki/Gladys_West
7•hackernj•2d ago•1 comments

Simulating the Ladybug Clock Puzzle

https://austinhenley.com/blog/ladybugclock.html
21•azhenley•1d ago•4 comments

Show HN: Dock – Slack minus the bloat, tax, and 90-day memory loss

https://getdock.io/
123•yadavrh•11h ago•104 comments

Astrophotography visibility plotting and planning tool

https://airmass.org/
21•NKosmatos•3d ago•5 comments

Command-line Tools can be 235x Faster than your Hadoop Cluster (2014)

https://adamdrake.com/command-line-tools-can-be-235x-faster-than-your-hadoop-cluster.html
362•tosh•23h ago•235 comments

Using proxies to hide secrets from Claude Code

https://www.joinformal.com/blog/using-proxies-to-hide-secrets-from-claude-code/
71•drewgregory•5d ago•24 comments

How to wrangle non-deterministic AI outputs into conventional software? (2025)

https://www.domainlanguage.com/articles/ai-components-deterministic-system/
34•druther•3d ago•22 comments

High-speed train collision in Spain kills at least 21

https://www.bbc.com/news/articles/cedw6ylpynyo
106•akyuu•8h ago•73 comments

Sins of the Children

https://asteriskmag.com/issues/07/sins-of-the-children
143•maxall4•15h ago•70 comments

Police Invested Millions in Shadowy Phone-Tracking Software Won't Say How Used

https://www.texasobserver.org/texas-police-invest-tangles-sheriff-surveillance/
303•nobody9999•11h ago•86 comments

Experiments with Kafka's head-of-line blocking (2023)

https://www.artur-rodrigues.com/tech/2023/03/21/kafka-head-of-line-blocking.html
8•teleforce•5d ago•0 comments

Show HN: Lume 0.2 – Build and Run macOS VMs with unattended setup

https://cua.ai/docs/lume/guide/getting-started/introduction
121•frabonacci•14h ago•34 comments

Show HN: Beats, a web-based drum machine

https://beats.lasagna.pizza
76•kinduff•11h ago•22 comments

Poking holes into bytecode with peephole optimisations

https://xnacly.me/posts/2026/purple-garden-first-optimisations/
22•xnacly•4d ago•0 comments

The space and motion of communicating agents (2008) [pdf]

https://www.cl.cam.ac.uk/archive/rm135/Bigraphs-draft.pdf
22•dhorthy•3d ago•1 comments

ASCII characters are not pixels: a deep dive into ASCII rendering

https://alexharri.com/blog/ascii-rendering
1235•alexharri•1d ago•131 comments