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Show HN: Air – Open-source black box for AI agents (tamper-evident audit trails)

https://github.com/nostalgicskinco/air-blackbox-gateway
2•shotwellj•1h ago

Comments

shotwellj•1h ago
Hi HN, I built AIR because my own AI agents went off the rails. I run an e-commerce store and deployed agents to handle customer communications. They started sending wrong information, making promises we couldn't keep, and handling complaints badly. When I tried to figure out what happened, I had scattered logs across services with no way to prove what the agents actually said.

AIR is a flight recorder for AI systems. It's an OpenAI-compatible reverse proxy (written in Go) that sits between your code and your LLM provider. Every prompt, completion, and tool call gets recorded with HMAC-SHA256 tamper-evident audit chains — modify one record and the chain breaks.

What makes this different from Langfuse/Helicone/LangSmith: accountability, not just observability. Tamper-evident chains instead of mutable logs. Content stays on your infra (S3/MinIO). 22 compliance controls auto-mapped to SOC 2, ISO 27001, and EU AI Act. Deterministic replay of any AI decision.

Python SDK integrates with OpenAI, LangChain, and CrewAI: pip install air-blackbox-sdk Interactive demo (no signup): https://nostalgicskinco.github.io/air-blackbox-gateway/air-d...

Everything is Apache-2.0. 200+ tests. CI on every push.

Show HN: GridCalc, an RPN Spreadsheet for iOS

1•wooby•28s ago•0 comments

A researcher wouldn't release his app. I recreated it in less than a week

https://tannermarino.com/2026/researcher-wouldnt-release-app-recreated-week/
1•samename•28s ago•0 comments

In Argentina, locals are taking loans to buy food

https://www.aljazeera.com/economy/2026/2/16/in-argentina-locals-are-taking-loans-to-buy-food
1•koolhead17•34s ago•0 comments

TaskPilot – AI agent framework that blocks dangerous commands before execution

https://github.com/NexTryApp/TaskPilot
1•Nextry•1m ago•1 comments

Show HN: Exitlight – Find privacy contacts for data deletion requests

https://github.com/riccardoruspoli/exitlight
1•riccardoruspoli•2m ago•0 comments

Leetcompass.io - visual pattern-based catalog for LeetCode problems

https://leetcompass.io/
1•dr-o-ne•2m ago•1 comments

Despite being AWS-hosted, German Train Operator bahn.de gets hits by DDoS attack

https://www.theregister.com/2026/02/18/deutsche_bahn_ddos/
2•thomas_witt•3m ago•0 comments

Unprecedented 'Jobless Boom' Tests Limits of US Economic Expansion

https://www.bloomberg.com/news/features/2026-02-18/us-economy-expansion-forecast-even-with-weak-j...
1•toomuchtodo•3m ago•1 comments

Laurie Spiegel on the difference between algorithmic music and 'AI'

https://www.theverge.com/report/879819/laurie-spiegel-is-celebrating-40-of-music-mouse-with-a-mod...
1•aanet•4m ago•0 comments

Isometric Minecraft in Three.js

https://isocraft.vercel.app/
2•gdss•4m ago•1 comments

OpenAI's 5-month experiment: building a product with no human-written code

https://openai.com/index/harness-engineering/
1•mustaphah•5m ago•0 comments

Show HN: Irondiff-Visual Config Diff for Cisco/Juniper/PfSense with Slack Alerts

https://irondiff.com/
1•MattRos•5m ago•1 comments

AI Isn't Stalling – The Platforms Are Missing

https://productics.substack.com/p/the-paradox-of-ai-growth-why-platforms
1•iggori•7m ago•1 comments

Where Does Gold Come From? A 5B-Year Story

https://connordempsey.substack.com/p/where-does-gold-actually-come-from
1•cdempsey44•8m ago•0 comments

America Is Eating Less – and McDonald's Is Rewriting the Menu

https://ariatatrezvalthazar.blogspot.com/2026/02/america-is-eating-less-and-mcdonalds-is.html
2•Traumen•8m ago•0 comments

Hitem3D: AI Image-to-Model Tested

https://all3dp.com/4/new-ai-image-to-model-generator-promises-perfect-stl-files-we-put-it-to-the-...
1•davoneus•8m ago•1 comments

Mistral AI to Buy Infrastructure Startup Koyeb

https://www.wsj.com/tech/ai/mistral-ai-to-buy-software-infrastructure-startup-koyeb-e2de76ee
2•riadsila•9m ago•0 comments

How to Draw an Orange [video]

https://www.youtube.com/watch?v=zH2dFXDMwe4
1•napolux•9m ago•0 comments

Nicotine Is Not Addictive

https://senate.ucsf.edu/tobacco-ceo-statement-to-congress
1•GlibMonkeyDeath•10m ago•2 comments

How AI reflects the hidden truths of your software pipeline

https://thenewstack.io/ai-velocity-debt-accelerator/
1•rsyring•10m ago•0 comments

SEL Deploy – Cryptographically chained deployment timeline

1•chokriabouzid•10m ago•1 comments

Astro: Web framework for content-driven websites

https://astro.build/
1•eustoria•10m ago•0 comments

Show HN: I'm running ML models for PDF layout analysis entirely in the browser

https://www.embedpdf.com/layout-analysis
2•bobsingor•11m ago•0 comments

How Generative & Agentic AI Shift Concern from Technical Debt to Cognitive Debt

https://margaretstorey.com/blog/2026/02/09/cognitive-debt/
2•rsyring•11m ago•0 comments

PayRam – Your Agent Can Deploy a Full-Stack Crypto Payment Gateway for Web Store

https://mcp.payram.com
3•BuddhaSource•12m ago•1 comments

OWASP User Privacy Protection Cheat Sheet

https://cheatsheetseries.owasp.org/cheatsheets/User_Privacy_Protection_Cheat_Sheet.html
1•eustoria•12m ago•0 comments

Show HN: RepoCrunch – Analyze any GitHub repo's health in seconds

1•chillkim•13m ago•0 comments

Improving React page performance with AI agents

https://www.metaview.ai/resources/blog/improving-react-page-performance-with-ai-agents
1•probabletrain•13m ago•0 comments

Separate Kubernetes clusters don't automatically make you more secure

https://www.vcluster.com/blog/kubernetes-separate-cluster-security-risks
1•cbmalmborg•15m ago•0 comments

Warner Bros.' Deal with Netflix Could Be Undone with New Paramount Twist

https://movieweb.com/warner-bros-netflix-deal-paramount-offer/
3•herbertl•15m ago•0 comments