# Autonomous RSI Cross-Domain Capability Transfer Atlas Proof

SkillOS proves whether capabilities can transfer across domains instead of staying trapped inside one workflow, one benchmark, or one impressive demo.

## Public-safe claim

SkillOS does not claim achieved superintelligence, live revenue, investment advice, legal advice, policy advice, token recommendations, or Kardashev Type II civilization. It makes the transfer mechanism publicly runnable: can a large autonomous specialist-agent organization turn verified traces into reusable skills that improve future work across unseen domains?

## Mechanism

`demand → decomposition → capability atlas → specialist-agent market clearing → trace distillation → verifier courts → locked-domain transfer → release selection → routing policy → reinvestment → compounding generalization`

## Headline result

- Proved: `True`
- Virtual specialist agents: `8,388,608`
- Specialist roles: `262,144`
- Capability transfer markets: `2,048`
- Verifier courts: `512`
- Locked holdout cases: `4,096`
- Selected RSI release: `v22`
- Locked-holdout value capture: `94.3637%`
- Cross-domain transfer score: `87.6188%`
- Capability liquidity score: `90.1493%`
- Frontier-correct rate: `100.0%`
- Risk breach rate: `0.0%`
- Unauthorized action rate: `0.0%`

## Why this is the next proof

A system that improves only inside one demonstration is not yet a SkillOS. The stronger claim is transfer: traces become reusable skills, skills become releases, and releases improve future work in domains that were not used to tune them.

## Baselines

| System | Holdout value capture | Frontier-correct | Transfer score | Risk breach |
|---|---:|---:|---:|---:|
| single generalist | 3.642% | 0.0% | 22.0304% | 53.2959% |
| uncoordinated agent pool | 5.8894% | 0.0% | 25.928% | 53.2959% |
| static skill catalog | 12.2557% | 0.0% | 26.3717% | 44.6045% |
| no rsi transfer market | 27.6164% | 0.0% | 38.6055% | 4.0039% |
| negative shuffled traces | 1.3078% | 0.0% | 8.6971% | 53.2959% |
| negative release without verifiers | 3.7631% | 0.0% | 47.9087% | 53.2959% |

## Verification gates

- PASS — large specialist-agent coordination: locked holdout has thousands of cross-domain cases
- PASS — transfer beats static skill catalog: SkillOS RSI materially outperforms static skills on unseen domains
- PASS — transfer beats uncoordinated agent pool: coordination is measured, not assumed
- PASS — negative controls fail: shuffled traces and verifier-free releases cannot pass the proof
- PASS — risk discipline: selected release has zero benchmark risk breaches and zero unauthorized actions
- PASS — RSI release selection: later validation-gated releases improve locked-domain transfer
- PASS — public reproducibility: all outputs are generated by local Python scripts with no network call and no private data

## Proof boundary

This proof is a deterministic benchmark and public artifact generator. It is not a live customer result, revenue claim, token recommendation, investment advice, legal advice, policy advice, medical advice, or proof of achieved superintelligence. It is designed to make the mechanism testable and repeatable.
