| --- |
| 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: |
|
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| - **`[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 |
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|
| 1. **DETECT** — monitors watch GitHub repos for meaningful commits |
| 2. **SCORE** — LLM rubric (v6 [bio] / v5 [code]) scores severity and impact |
| 3. **COMMIT** — every verdict is notarized on Hedera HCS before the outcome is known |
| 4. **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 |
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| Built for **re:AGENT** · Founders Inc SF · Aug 15–16 2026 · Track A: Co-Scientist · |
| solo build |
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|
| - Live dashboard: <https://lenitnes.persidian.com> |
| - Code: <https://github.com/sneldao/lenitnes> |
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|
