# SkillOS Autonomous RSI CloudOps Market Proof

This proof is intentionally not an email example and not an invoice example.

It is a 100% autonomous proof for a high-value infrastructure workflow:

> Cloud reliability incident triage and cloud-cost remediation planning.

## What makes this proof different

It explicitly includes Recursive Self-Improvement:

training failures → lessons → candidate rules → validation → released skill versions → holdout proof

## Autonomy constraints

The proof uses:

- no human review
- no emails sent
- no invoices
- no customers contacted
- no private data
- no API keys
- no external services
- deterministic holdout benchmark

## Why this workflow is market-relevant

Cloud reliability and cost incidents are expensive, measurable, and operationally urgent. A system that reduces MTTR, avoids unsafe actions, improves root-cause accuracy, and reduces incident cost has obvious enterprise value.

## What it proves

It proves that SkillOS can autonomously mine failure modes, release improved skills, and improve holdout performance on an objective workflow.

## What it does not prove

It is not audited customer ROI, financial advice, investment advice, live customer adoption, or a guarantee of future outcomes.

## Generated outputs

- `site/rsi-cloudops-proof.html`
- `docs/rsi_cloudops_market_proof.md`
- `data/rsi_cloudops_market_proof.json`
- `data/rsi_cloudops_benchmark.json`
- `badges/rsi_cloudops_market_proof.svg`
