frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Show HN: FailWatch – A fail-closed circuit breaker for AI agents

https://github.com/Ludwig1827/FailWatch
1•Sheeplover•1d ago

Comments

Sheeplover•1d ago
Hi HN,

I built FailWatch because I couldn't trust my financial AI agent with a production wallet. No matter how much I optimized the system prompt (e.g., "Do not refund > $500"), the LLM would occasionally hallucinate or drift logically.

The scariest part wasn't the hallucination itself, but the failure mode: if my external validation service crashed or timed out, the default behavior in many frameworks was to "fail-open" and execute the tool anyway.

FailWatch is a Python middleware that sits between the agent and the tool execution to enforce fail-closed safety:

Math > Prompts: It uses deterministic Python logic (Pydantic/Regex) for hard constraints.

Fail-Closed Architecture: If the guard server is unreachable, the action is blocked by default.

Logic Drift Detection: It can optionally inspect the agent's "chain of thought" steps to detect intent mismatch before execution.

It's open source (MIT). I'd love to hear feedback on the architecture or how you handle "safety-critical" tool calls in your agents.

Non-violent game design patterns

https://www.scribd.com/document/810435967/nonviolent-game-patterns
1•Archelaos•42s ago•0 comments

Mini Radio (ESP32 Si4372 Receiver)

https://atsmini.github.io/
1•slow_typist•47s ago•0 comments

UNSW Face Test: Are you super recognizer

https://facetest.psy.unsw.edu.au/UNSWfacetest.html
1•arunc•1m ago•0 comments

Blosxom: The Zen of Blogging

http://www.blosxom.com/
1•Tomte•4m ago•0 comments

The rise and fall of the company behind Reader Rabbit (2018)

https://theoutline.com/post/6293/reader-rabbit-history-the-learning-company-zoombinis-carmen-sand...
1•mmcclure•9m ago•0 comments

War and Nature, When Two Extreme Young Meet

https://www.eomag.io/article/geome-nadav-pablo
1•Nadav--Shanun•9m ago•0 comments

Show HN: Turn your PRs into marketing updates

https://personabox.app
2•mpc75•10m ago•0 comments

Show HN: Maravel Framework Dev 1.1.0 Adds 38 Dev Commands to Maravel/Lumen

https://marius-ciclistu.medium.com/maravel-framework-dev-1-1-0-adds-38-dev-commands-to-maravel-lu...
1•marius-ciclistu•10m ago•0 comments

RamenHaus

https://ramen.haus/
1•surprisetalk•10m ago•0 comments

AI Is Creating More Work, Countering the Doomers for Now

https://humanprogress.org/ai-is-creating-more-work-countering-the-doomers-for-now/
1•surprisetalk•10m ago•0 comments

Advancements in Self-Driving Cars

https://thezvi.substack.com/p/advancements-in-self-driving-cars
1•paulpauper•11m ago•0 comments

Tailwind CSS Announces 75% Layoffs as LLMs Reshape OSS Business Models

https://socket.dev/blog/tailwind-css-announces-layoffs
2•feross•11m ago•0 comments

Weight regain seems to occur within 2 years of stopping obesity drugs

https://www.newscientist.com/article/2510549-weight-regain-seems-to-occur-within-2-years-of-stopp...
1•paulpauper•11m ago•0 comments

Web dependencies are broken. Can we fix them?

https://lea.verou.me/blog/2026/web-deps/
1•ulrischa•13m ago•0 comments

AI 2.0

https://kennethwolters.com/posts/ai2/
1•kennethwolters•14m ago•1 comments

AI should be Free Software

https://substack.com/inbox/post/183934559
2•thejash•14m ago•0 comments

Former GLP-1 users regain lost weight after about 18 months, study says

https://www.washingtonpost.com/wellness/2026/01/08/ozempic-wegovy-weight-regain-glp1/
2•paulpauper•15m ago•0 comments

Two-way electric vehicle charging could stop renewable energy being wasted

https://theconversation.com/two-way-electric-vehicle-charging-at-scale-could-stop-renewable-energ...
2•PaulHoule•17m ago•0 comments

Internet access cut out in Iran after protests

https://apnews.com/article/iran-protests-us-israel-war-nuclear-economy-ebddd998fbe7903e70ca621272...
2•kwar13•18m ago•0 comments

Five Letter Word Finder Tool for Wordle Game

https://5letterlexicon.com
1•TheMashaBrand•19m ago•0 comments

Dogs eavesdrop on their owners to learn new words

https://arstechnica.com/science/2026/01/these-dogs-eavesdrop-on-their-owners-to-learn-new-words/
1•c420•19m ago•0 comments

Copyright Takedown Notices Don't Require Services to Find Other Identical Copies

https://blog.ericgoldman.org/archives/2026/01/copyright-takedown-notices-dont-require-services-to...
1•hn_acker•20m ago•1 comments

OpenAI Musk lawsuit over OpenAI for-profit conversion can go to trial

https://www.theguardian.com/technology/2026/jan/08/elon-musk-openai-lawsuit-for-profit-conversion...
4•mitchbob•20m ago•0 comments

Widely used pesticide (chlorpyrifos) linked to more than doubled Parkinsons risk

https://medicalxpress.com/news/2026-01-widely-pesticide-linked-parkinson.html
1•bikenaga•20m ago•2 comments

Ask HN: QR code generator that doesn't require sign up

1•aosaigh•22m ago•0 comments

Xthings Is Making a Narc Pole

https://gizmodo.com/xthings-is-making-a-narc-pole-2000705769
1•_____k•22m ago•0 comments

AI programs used by Heber City [Utah] police claim officer turned into a frog

https://www.fox13now.com/news/local-news/summit-county/how-utah-police-departments-are-using-ai-t...
2•achristmascarl•23m ago•0 comments

German government plans PRISM-like internet collection

https://www.sueddeutsche.de/politik/innere-sicherheit-hacking-bnd-geheimdienst-bnd-gesetz-vorrats...
4•chaoskanzlerin•24m ago•1 comments

Show HN: Analytical IK for 6-axis Cobots built with .NET 9 WASM AOT and Three.js

https://fanuc-kinematics.underautomation.com/
1•rufus31415•25m ago•0 comments

Best way to find chill job where I can learn and grow as a swe

1•digitdiglet•26m ago•0 comments