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Bringing Polars to .NET

https://github.com/ErrorLSC/Polars.NET
1•CurtHagenlocher•44s ago•0 comments

Adventures in Guix Packaging

https://nemin.hu/guix-packaging.html
1•todsacerdoti•1m ago•0 comments

Show HN: We had 20 Claude terminals open, so we built Orcha

1•buildingwdavid•2m ago•0 comments

Your Best Thinking Is Wasted on the Wrong Decisions

https://www.iankduncan.com/engineering/2026-02-07-your-best-thinking-is-wasted-on-the-wrong-decis...
1•iand675•2m ago•0 comments

Warcraftcn/UI – UI component library inspired by classic Warcraft III aesthetics

https://www.warcraftcn.com/
1•vyrotek•3m ago•0 comments

Trump Vodka Becomes Available for Pre-Orders

https://www.forbes.com/sites/kirkogunrinde/2025/12/01/trump-vodka-becomes-available-for-pre-order...
1•stopbulying•4m ago•0 comments

Velocity of Money

https://en.wikipedia.org/wiki/Velocity_of_money
1•gurjeet•7m ago•0 comments

Stop building automations. Start running your business

https://www.fluxtopus.com/automate-your-business
1•valboa•11m ago•1 comments

You can't QA your way to the frontier

https://www.scorecard.io/blog/you-cant-qa-your-way-to-the-frontier
1•gk1•12m ago•0 comments

Show HN: PalettePoint – AI color palette generator from text or images

https://palettepoint.com
1•latentio•13m ago•0 comments

Robust and Interactable World Models in Computer Vision [video]

https://www.youtube.com/watch?v=9B4kkaGOozA
2•Anon84•17m ago•0 comments

Nestlé couldn't crack Japan's coffee market.Then they hired a child psychologist

https://twitter.com/BigBrainMkting/status/2019792335509541220
1•rmason•18m ago•0 comments

Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•19m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
2•Willingham•26m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
2•shervinafshar•28m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•32m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
9•mooreds•33m ago•2 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•34m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

2•pinkmuffinere•35m ago•0 comments

KV Cache Transform Coding for Compact Storage in LLM Inference

https://arxiv.org/abs/2511.01815
1•walterbell•40m ago•0 comments

A quantitative, multimodal wearable bioelectronic device for stress assessment

https://www.nature.com/articles/s41467-025-67747-9
1•PaulHoule•42m ago•0 comments

Why Big Tech Is Throwing Cash into India in Quest for AI Supremacy

https://www.wsj.com/world/india/why-big-tech-is-throwing-cash-into-india-in-quest-for-ai-supremac...
2•saikatsg•42m ago•0 comments

How to shoot yourself in the foot – 2026 edition

https://github.com/aweussom/HowToShootYourselfInTheFoot
2•aweussom•42m ago•0 comments

Eight More Months of Agents

https://crawshaw.io/blog/eight-more-months-of-agents
4•archb•44m ago•0 comments

From Human Thought to Machine Coordination

https://www.psychologytoday.com/us/blog/the-digital-self/202602/from-human-thought-to-machine-coo...
1•walterbell•45m ago•0 comments

The new X API pricing must be a joke

https://developer.x.com/
1•danver0•46m ago•0 comments

Show HN: RMA Dashboard fast SAST results for monorepos (SARIF and triage)

https://rma-dashboard.bukhari-kibuka7.workers.dev/
1•bumahkib7•46m ago•0 comments

Show HN: Source code graphRAG for Java/Kotlin development based on jQAssistant

https://github.com/2015xli/jqassistant-graph-rag
1•artigent•51m ago•0 comments

Python Only Has One Real Competitor

https://mccue.dev/pages/2-6-26-python-competitor
4•dragandj•52m ago•0 comments

Tmux to Zellij (and Back)

https://www.mauriciopoppe.com/notes/tmux-to-zellij/
1•maurizzzio•53m ago•1 comments
Open in hackernews

Show HN: Interlock – Circuit breaker for AI infrastructure with signed audits

1•CULPRITCHAOS•1mo ago
Interlock is a drop-in circuit breaker for AI systems (Express, FastAPI, core library) that tracks confidence, refuses low-certainty responses, and generates cryptographically signed certification artifacts and incident logs. It includes CI-driven stress tests, a certification badge, and reproducible benchmarks. Repo + quickstart: https://github.com/CULPRITCHAOS/Interlock

What it does

Tracks AI confidence, hazards, and triggers a reflex (refuse/degrade) rather than silently returning incorrect answers. Produces tamper-evident audit trails (HMAC-SHA256 signed badges, incident logs, validation artifacts). Ships middleware for Express and FastAPI; adapters for 6 vector DBs (Pinecone, FAISS, Weaviate, Milvus, LlamaIndex, LangChain). CI workflows to test, stress, benchmark, and auto-generate certification badges. Evidence artifacts are preserved and linkable. Why it matters

Many systems log “success” when an LLM confidently hallucinates. Audit trails and refusal policies matter for safety, compliance, and risk reduction. Interlock aims to make interventions reproducible and certifiable, turning “we think it failed” into “here’s signed evidence it did and what we did.” Notable validation & metrics (from README)

Total interventions (recorded): 6 (all successful) Recovery time (mean): 52.3s (σ = 4.8s) Intervention confidence: 0.96 False negatives: 0 False positive rate: 4.0% (operational friction tradeoff) Zero data loss and zero cascading failures in tested scenarios If you care about adoption

Express middleware: drop-in NPM package FastAPI middleware: remote client pattern Core library for custom integrations If you want to try it

5-minute quickstart and local AI support (Ollama) in docs Pilot offer (shadow mode, free): contact listed in README Why I'm posting I built this to reduce silent corruption and provide verifiable evidence of interventions; I’m looking for pilot partners and feedback on certification semantics and enterprise fit.

Relevant links

Repo: https://github.com/CULPRITCHAOS/Interlock Quickstart: ./docs/QUICKSTART.md (in repo) Case study & live incidents: linked in repo Suggested top-level OP comment after posting (short) Thanks for reading — happy to answer technical questions. If you want to run a pilot (shadow mode) or want sample artifacts from our stress chamber, DM or open an issue. Repo: https://github.com/CULPRITCHAOS/Interlock (feedback pls) (new coder)