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How HN: Invariant Governance – Deterministic governance for autonomous systems

https://invariant-governance.com
1•bot-in-the-loop•1h ago

Comments

bot-in-the-loop•1h ago
I've open-sourced Invariant Governance, a framework for enforcing authorization boundaries on autonomous agents, trading algorithms, and robotic systems without adding human-approval latency. The core problem: existing governance forces a choice between human-in-the-loop (safe but slow) and probabilistic guardrails (fast but brittle). LLM-based filters can be gamed. Confidence thresholds can't detect salami-slicing where each action is within bounds but the cumulative effect is catastrophic.

  The framework separates authority from execution from observation using three structurally decoupled components. The
  Governance Kernel evaluates policy and issues cryptographic approval receipts but cannot execute actions. The Execution
  Gate validates receipts but cannot authorize itself. The Telemetry Observer records everything through a one-way channel
   and cannot intervene.

  No ML. No probabilistic scoring. Deterministic enforcement only.

  Apache 2.0 with defensive patent grant. Open-core model.

  GitHub: https://github.com/utahbroker/invariant-governance

  Docs: https://invariant-governance.com

  Feedback welcome, especially from folks building production autonomous systems.

HPC-AI explains embodied AI

https://www.hpc-ai.com/blog/Embodied-AI-Explained
1•hpcaitech•1m ago•0 comments

Show HN: ImgPakt – Client-side image compressor, nothing leaves the browser

https://www.imgpakt.com/
1•isuatfurkan•1m ago•0 comments

The "AI Existential Risk" Industrial Complex

https://www.aipanic.news/p/the-ai-existential-risk-industrial
1•samuel246•4m ago•0 comments

How can we compare local LLMs vs. APIs vs. subscriptions objectively?

https://wonderwhy-er.medium.com/local-llms-are-finally-beating-the-cloud-but-are-they-51fc0ad0dbd7
2•wonderwhyer•5m ago•1 comments

Ask HN: Agentic search vs. RAG – what's your production experience?

1•yamarldfst•5m ago•0 comments

DuckDB.mojo: Mojo Bindings for DuckDB

https://forum.modular.com/t/duckdb-mojo-mojo-bindings-for-duckdb/2314
1•tosh•6m ago•0 comments

Ask HN: Agentic search vs. RAG – what's your production experience?

1•yamarldfst•9m ago•0 comments

The Swiss family Robinson (1931)

https://gutenberg.org/cache/epub/78017/pg78017-images.html
1•petethomas•16m ago•0 comments

Ash-Wednesday (1930)

https://gutenberg.org/cache/epub/78023/pg78023-images.html
1•petethomas•18m ago•0 comments

First virtual minister in court in Albania

https://www.dw.com/en/albanian-actor-anila-bisha-sues-government-over-use-of-image-voice-for-diel...
1•lexoj•21m ago•0 comments

Next-Markdown-mirror – make Next.js pages readable to AI (Markdown and llms.txt)

https://github.com/JakubKontra/next-markdown-mirror
1•JakubKontra•22m ago•0 comments

Pi Coding Agent

https://shittycodingagent.ai/
1•andsoitis•22m ago•0 comments

Gloat Is the "Glojure AOT Tool" for the Clojure Dialect Written in Go

https://gloathub.org/blog/2026/02/22/introducing-gloat-and-glojure/
1•adityaathalye•22m ago•0 comments

The Engine Behind the Hype

https://www.onuruzunismail.com/blog/the-engine-behind-the-hype
10•tosh•31m ago•0 comments

The FDA creates a quicker path for gene therapies

https://www.npr.org/2026/02/23/nx-s1-5720948/fda-rare-disease-gene-therapy
1•andsoitis•32m ago•0 comments

Show HN: I built iOS app to turn saved workout videos into structured routines

2•chetansorted•32m ago•0 comments

Help me with positioning/marketing of my AI agent

https://getharmony.ai/
1•Vishal19111999•38m ago•1 comments

Dimon's 'cockroaches' to the BlueOwl freeze: Stress spreading in private credit

https://www.cnbc.com/2026/02/24/private-credit-3-trillion-boom-bankruptcies-fraud-blue-owl-redemp...
2•zerosizedweasle•41m ago•0 comments

Meta executive warned Facebook Messenger encryption plan was 'so irresponsible'

https://www.reuters.com/legal/government/meta-executive-warned-facebook-messenger-encryption-plan...
1•c420•41m ago•0 comments

The reason to avoid the damp in the morning

https://dreamhomestore.co.uk/collections/chest-of-drawers
1•Emmasahota97•44m ago•2 comments

The Anthropic Hive Mind

https://steve-yegge.medium.com/the-anthropic-hive-mind-d01f768f3d7b
1•sideway•44m ago•1 comments

OpenAI resets spending expectations. Compute target is around $600B by 2030

https://www.cnbc.com/2026/02/20/openai-resets-spend-expectations-targets-around-600-billion-by-20...
3•dnw•47m ago•0 comments

Under water, in denial: is Europe drowning out the climate crisis?

https://www.theguardian.com/news/ng-interactive/2026/feb/21/under-water-in-denial-is-europe-drown...
1•xbmcuser•55m ago•0 comments

Speeding up HTML generation by 2000%

https://bobrubbens.nl/post/speeding-up-html-generation-2000/
1•todsacerdoti•57m ago•1 comments

Show HN: Notion-CLI – Full Notion API from the terminal, 39 commands, one binary

https://github.com/4ier/notion-cli
2•4ier•1h ago•0 comments

Apple Plans to Manufacture Mac Mini in Houston

https://www.wsj.com/tech/apple-plans-to-manufacture-mac-mini-in-houston-c9b4c23c
2•7777777phil•1h ago•0 comments

Rows will be joining Superhuman

https://rows.com/blog/post/rows-is-joining-superhuman
1•soheilpro•1h ago•0 comments

Show HN: A Claude Code hook that sends you to bed

https://github.com/ElleNajt/agent-bedtime
1•ellenajt•1h ago•0 comments

Ask HN: How do you prove a privileged infra change ran as approved?

1•ahmedmostafa16•1h ago•0 comments

Claude Code to Figma: The Complete Guide to AI Driven Product Design Workflows

https://manojgopanapalli.substack.com/p/claude-code-to-figma-the-complete
2•thecontentboy•1h ago•1 comments