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Updated: 11 min 24 sec ago

Determinant – a minimal deterministic governance layer for AI pipelines

Wed, 02/25/2026 - 4:32am

I built a small Python toolkit focused on production safety rather than speed-to-demo.

It provides a few deterministic building blocks: - canonicalization of inputs - fail-fast invariant checks on model outputs - cryptographic fingerprints (SHA-256) for auditability

The goal is to make AI pipelines reproducible and inspectable, especially for high-risk use cases (e.g. credit scoring).

Repo: https://github.com/Dawonos/determinant Example: credit_scoring_high_risk.py

Question: does this solve a real problem for anyone running LLMs in production, or is this usually handled differently?

Comments URL: https://news.ycombinator.com/item?id=47149351

Points: 2

# Comments: 0

Categories: Hacker News

LinkLane Web Directory

Wed, 02/25/2026 - 4:29am

Article URL: https://linklane.net/index.php

Comments URL: https://news.ycombinator.com/item?id=47149336

Points: 2

# Comments: 0

Categories: Hacker News

Show HN: A peer-2-peer network for sharing and accessing LLMs through OpenAI API

Wed, 02/25/2026 - 4:28am

Conduit allows users to securely serve their own local models (or proxy) and access models from others globally, creating a distributed and resilient compute network.

Comments URL: https://news.ycombinator.com/item?id=47149333

Points: 1

# Comments: 0

Categories: Hacker News

AI Agent Reliability Tracker

Wed, 02/25/2026 - 4:27am
Categories: Hacker News

Fmstream – The Radio Stream Directory

Wed, 02/25/2026 - 4:22am

Article URL: http://nossl.fmstream.org/

Comments URL: https://news.ycombinator.com/item?id=47149284

Points: 2

# Comments: 0

Categories: Hacker News

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