metadata
title: LENITNES — Scientific Software Integrity Sentinel
emoji: 🔬
colorFrom: blue
colorTo: green
sdk: static
pinned: false
license: mit
short_description: Live mirror of the LENITNES integrity sentinel dashboard
🔬 LENITNES — Scientific Software Integrity Sentinel
A pre-registration machine for software-change judgments: LENITNES watches repositories, detects commits that may invalidate published results, scores each one with a versioned rubric, and notarizes every verdict on Hedera HCS before the outcome is knowable — then grades itself in public, losses included.
Two live verticals run the same loop:
[code]— crypto repos scored against market price (Season 1, closed)[bio]— scientific software scored against the published record (retractions, corrections)
This Space embeds the live production dashboard. If the frame does not load, open it directly: https://lenitnes.persidian.com
How it works
- DETECT — monitors watch GitHub repos for meaningful commits
- SCORE — LLM rubric (v6 [bio] / v5 [code]) scores severity and impact
- COMMIT — every verdict is notarized on Hedera HCS before the outcome is known
- GRADE — outcomes are validated against external ground truth (market price for [code], dated retractions/corrections for [bio])
Sponsor integrations
- GXL / Paperclip — literature grounding via MCP
- Anthropic — Claude as the primary scoring LLM
- Hedera HCS — immutable notarization of every verdict
- Modal — GPU compute escalation for expensive claims
Built for re:AGENT · Founders Inc SF · Aug 15–16 2026 · Track A: Co-Scientist · solo build
- Live dashboard: https://lenitnes.persidian.com
- Code: https://github.com/sneldao/lenitnes