frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Show HN: Squawk – Detect and stop behavioral anti-patterns in AI coding agents

https://github.com/Jack-Lin-DS-AI/squawk
2•jack-lin•7h ago

Comments

jack-lin•7h ago
Hey HN, I built Squawk because I kept noticing Claude Code falling into repetitive or unnecessary loops, e.g., editing tests without reading the source, retrying the same failing command, oscillating between code states. These patterns waste tokens, time, and context window, but no single-event hook can catch them (since it needs to be detected by monitoring multiple events).

Squawk runs as a lightweight daemon that receives Claude Code hook events and tracks state over time. It uses counter-based, hash-based, and diff-based rules to detect cross-event patterns like:

- Test-only modifications without reading corresponding source - Repeated identical edits or failing commands - Edit oscillation (file content reverting to a previous state) - Error handling removal or test assertion weakening

When a pattern is detected, Squawk can block the action, inject corrective context, or just notify. It's fail-open — if Squawk is down, your agent continues normally.

Setup is one command: squawk setup in your project directory. Ships with 12 built-in rules and you can write custom ones in YAML.

Built in Go with only cobra and yaml.v3 as dependencies. Would love feedback on the rule design! Also, what patterns you've seen in your own AI coding sessions?

Show HN: Stream-native AI that never sleeps, an alternative to OpenClaw

https://github.com/timeplus-io/PulseBot
1•gangtao•30s ago•0 comments

Show HN: Flompt – Visual prompt builder that decomposes prompts into blocks

https://github.com/Nyrok/flompt
1•hkonte•44s ago•0 comments

FBI investigating 'suspicious' cyber activity on system holding wiretaps

https://abcnews.com/Technology/wireStory/fbi-investigating-suspicious-cyber-activity-system-holdi...
1•campuscodi•1m ago•0 comments

Show HN: Key rotation for LLM agents shouldn't require a proxy

https://github.com/HalfEmptyDrum/Key-Carousel
1•EmptyDrum•1m ago•0 comments

Device that can extract 1k liters of clean water a day from desert air

https://www.tomshardware.com/tech-industry/device-that-can-extract-1-000-liters-of-clean-water-a-...
3•PaulHoule•5m ago•0 comments

Show HN: Sqry – semantic code search using AST and call graphs

https://sqry.dev
1•verivusai•5m ago•0 comments

The Window Chrome of Our Discontent

https://pxlnv.com/blog/window-chrome-of-our-discontent/
1•zdw•7m ago•0 comments

When Batteries Heat Up, This Membrane "Sweats" It Out

https://axial.acs.org/nanoscience/when-batteries-heat-up-this-membrane-sweats-it-out
1•geox•7m ago•0 comments

Show HN: Stratum - a pure JVM columnar SQL engine using the Java Vector API

https://datahike.io/stratum/
1•whilo•7m ago•1 comments

Wild Crows in Sweden Help Clean Up Cigarette Butts

https://www.samodobrevijesti.com/en/news/wild-crows-in-sweden-help-clean-up-cigarette-butts/
1•jhncls•8m ago•0 comments

Show HN: BLOBs in MariaDB's Memory Engine – No More Disk Spills for Temp Tables

https://jira.mariadb.org/browse/MDEV-38975
1•arcivanov•11m ago•1 comments

Tip me, my life depends on it (2021)

https://idiallo.com/blog/tip-me
1•foxfired•11m ago•0 comments

Show HN: OculOS – Give AI agents control of your desktop via MCP

https://github.com/huseyinstif/oculos
1•stif1337•12m ago•0 comments

New Strides Made on Deceptively Simple 'Lonely Runner' Problem

https://www.quantamagazine.org/new-strides-made-on-deceptively-simple-lonely-runner-problem-20260...
1•ibobev•16m ago•0 comments

Ask HN: Why is Pi so good (and some observations)

1•ashersopro•19m ago•0 comments

Show HN: Speclint – OS spec linter for AI coding agents

https://github.com/speclint-ai/speclint
1•dnielsen1031•20m ago•1 comments

Qwen3.5-35B – 16GB GPU – 100T/s with 120K context AND vision enabled

https://github.com/willbnu/Qwen-3.5-16G-Vram-Local
1•willfinger•22m ago•1 comments

What Did Ilya See?

https://www.youtube.com/watch?v=glWvwvhZkQ8
2•pferdone•22m ago•0 comments

Rust Actor Framework Playground

https://knowledge.dev/playgrounds/rust-actor-framework
1•deniskolodin•22m ago•0 comments

Show HN: mTile – native macOS window tiler inspired by gTile

https://github.com/protortyp/mTile
1•protortyp•24m ago•0 comments

Show HN: Personalized financial literacy book for your kid

https://cointales.ai/en/create-your-book
1•mhalifax•28m ago•3 comments

Ask HN: Has anyone built an autonomous AI operator for their side projects?

2•rosasolana•28m ago•0 comments

Obituary for António Lobo Antunes

https://www.theguardian.com/books/2026/mar/06/antonio-lobo-antunes-portuguese-novelist-dies-aged-83
1•Archelaos•30m ago•0 comments

The legendary Mojave Phone Booth is back (2013)

https://dailydot.com/mojave-phone-booth-back-number
3•1970-01-01•32m ago•0 comments

Autonomous AI Newsroom

https://www.simplenews.ai/
2•goldkey•38m ago•0 comments

People love to hate twice-a-year clock change but can't agree on how to fix it

https://www.nbcnews.com/news/us-news/people-love-hate-changing-clocks-twice-year-cant-agree-fix-r...
2•anigbrowl•39m ago•0 comments

To be a better programmer, write little proofs in your head

https://blog.get-nerve.com/to-be-a-better-programmer-write-little-proofs-in-your-head/
1•fagnerbrack•39m ago•0 comments

Show HN: ScreenTranslate – On-device screen translator for macOS (open source)

https://github.com/hcmhcs/screenTranslate
1•hcmhcs0•40m ago•0 comments

A New Way to Synthesize Peptides (2024)

https://www.science.org/content/blog-post/new-way-synthesize-peptides
2•paulmist•41m ago•0 comments

Report from Vietnam (1968) Walter Cronkite [video]

https://www.youtube.com/watch?v=kcSeecx-Z1E
1•pcfwik•42m ago•0 comments