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Ask HN: Anyone Using a Mac Studio for Local AI/LLM?

44•UmYeahNo•1d ago•28 comments

Ask HN: Ideas for small ways to make the world a better place

10•jlmcgraw•10h ago•17 comments

Ask HN: Non-profit, volunteers run org needs CRM. Is Odoo Community a good sol.?

2•netfortius•5h ago•1 comments

Ask HN: Non AI-obsessed tech forums

18•nanocat•7h ago•13 comments

Ask HN: 10 months since the Llama-4 release: what happened to Meta AI?

43•Invictus0•1d ago•11 comments

AI Regex Scientist: A self-improving regex solver

6•PranoyP•11h ago•1 comments

Ask HN: Who wants to be hired? (February 2026)

139•whoishiring•4d ago•513 comments

Ask HN: Who is hiring? (February 2026)

312•whoishiring•4d ago•511 comments

Tell HN: Another round of Zendesk email spam

104•Philpax•2d ago•54 comments

Ask HN: Is Connecting via SSH Risky?

19•atrevbot•2d ago•37 comments

Ask HN: Why LLM providers sell access instead of consulting services?

4•pera•18h ago•13 comments

Ask HN: Any International Job Boards for International Workers?

2•15charslong•7h ago•2 comments

Ask HN: Has your whole engineering team gone big into AI coding? How's it going?

17•jchung•2d ago•12 comments

Ask HN: What is the most complicated Algorithm you came up with yourself?

3•meffmadd•19h ago•7 comments

Ask HN: How does ChatGPT decide which websites to recommend?

5•nworley•1d ago•11 comments

Ask HN: Is it just me or are most businesses insane?

7•justenough•1d ago•5 comments

Ask HN: Mem0 stores memories, but doesn't learn user patterns

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Ask HN: Is there anyone here who still uses slide rules?

123•blenderob•3d ago•122 comments

Ask HN: Anyone Seeing YT ads related to chats on ChatGPT?

2•guhsnamih•1d ago•4 comments

Ask HN: Does global decoupling from the USA signal comeback of the desktop app?

5•wewewedxfgdf•1d ago•2 comments

Kernighan on Programming

170•chrisjj•4d ago•61 comments

We built a serverless GPU inference platform with predictable latency

5•QubridAI•2d ago•1 comments

Ask HN: How Did You Validate?

4•haute_cuisine•1d ago•4 comments

Ask HN: Does a good "read it later" app exist?

8•buchanae•3d ago•18 comments

Ask HN: Have you been fired because of AI?

17•s-stude•4d ago•15 comments

Ask HN: Cheap laptop for Linux without GUI (for writing)

15•locusofself•3d ago•16 comments

Ask HN: Anyone have a "sovereign" solution for phone calls?

12•kldg•3d ago•1 comments

Test management tools for automation heavy teams

2•Divyakurian•1d ago•2 comments

Ask HN: OpenClaw users, what is your token spend?

14•8cvor6j844qw_d6•4d ago•6 comments

Ask HN: Has anybody moved their local community off of Facebook groups?

23•madsohm•4d ago•18 comments
Open in hackernews

Ask HN: How do you audit autonomous AI agent decisions?

4•credentum•2w ago
Building agents that can spend money (via AP2/payment APIs). Regulators want audit trails. Agents use tools from multiple vendors.

Problem: No unified way to prove why an agent made a decision. Each vendor logs their piece, but the full decision chain is fragmented.

Anyone solved this? Especially interested in: - Cross-vendor decision provenance - What to log (CoT? Context? Just actions?) - Storage (centralized DB vs. immutable ledger)

Comments

bigyabai•2w ago
git blame
credentum•2w ago
git blame shows who wrote the code.

It doesn't show why an agent approved a $50K purchase order. The agent read 3 APIs, thought about it, then acted. That decision isn't in any repo.