Recursive self-improvement release curve
Validation-gated releases are accepted only when they improve the coordination layer without violating risk gates.
A reproducible GitHub Action proof that a large autonomous specialist-agent protocol organization can improve its own coordination layer — not by making a claim, but by passing locked holdout tests against single-agent, static DAO, uncoordinated swarm, no-RSI, and adversarial negative-control baselines.
This proof is public, deterministic, and autonomous. It does not claim achieved superintelligence, live protocol revenue, token recommendations, investment advice, or Kardashev Type II civilization.
“A superintelligent machine would be of such immense value, with so much wealth accruing to any company that owned one, that it could allow us to reach Kardashev Type II civilization level.”
SkillOS does not assert the quote is achieved. It makes the blockchain capital machine underneath the quote testable: can autonomous RSI improve the mechanism that compounds protocol capability under risk constraints?Validation-gated releases are accepted only when they improve the coordination layer without violating risk gates.
Measures coordinated capital allocation, validator security, MEV control, oracle/bridge integrity, settlement capacity, and reinvestment.
| Baseline | Value capture | Correct | Risk breach |
|---|---|---|---|
| no rsi protocol organization | 99.878% | 93.018% | 0.000% |
| single protocol strategist | 99.745% | 88.574% | 0.000% |
| static dao committee | 99.866% | 92.383% | 0.000% |
| uncoordinated agent swarm | 99.816% | 90.576% | 0.000% |
| Control | Value capture | Risk breach | Result |
|---|---|---|---|
| random protocol control | 72.781% | 9.619% | failed, as expected |
| risk blind yield control | 99.826% | 0.000% | check |
| shuffled reward rsi | 99.862% | 0.000% | check |
| Version | Status | Validation | Holdout shadow | Risk | Skill update |
|---|---|---|---|---|---|
| v0 | accepted | 99.810% | 99.825% | 0.000% | bootstrap static protocol organization |
| v1 | accepted | 99.831% | 99.842% | 0.000% | MEV/risk court upgrade |
| v2 | accepted | 99.853% | 99.858% | 0.000% | oracle provenance compiler |
| v3 | accepted | 99.855% | 99.871% | 0.000% | capital-to-capability reinvestment scheduler |
| v4 | accepted | 99.870% | 99.888% | 0.000% | agent settlement mesh policy |
| v5 | accepted | 99.875% | 99.892% | 0.000% | bridge and validator loss firewall |
| v6 | accepted | 99.878% | 99.898% | 0.000% | DAO intent-to-execution quorum |
| v7 | accepted | 99.881% | 99.903% | 0.000% | role-market routing |
| v8 | accepted | 99.907% | 99.907% | 0.000% | MEV/risk court upgrade |
| v9 | rejected | 99.881% | 99.899% | 0.000% | oracle provenance compiler |
| v10 | rejected | 99.879% | 99.896% | 0.000% | capital-to-capability reinvestment scheduler |
| v11 | rejected | 99.877% | 99.894% | 0.000% | agent settlement mesh policy |
| v12 | rejected | 99.874% | 99.893% | 0.000% | bridge and validator loss firewall |
| v13 | rejected | 99.867% | 99.894% | 0.000% | DAO intent-to-execution quorum |
| v14 | rejected | 99.868% | 99.893% | 0.000% | role-market routing |
selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: recursive capital-to-capability foundry
frontier: AI-model usage settlement network
98.949%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%selected: recursive capital-to-capability foundry
frontier: AI-model usage settlement network
99.667%selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: AI-model usage settlement network
frontier: AI-model usage settlement network
100.000%selected: recursive capital-to-capability foundry
frontier: recursive capital-to-capability foundry
100.000%