# SkillOS Autonomous RSI Corporate Operating System Market-Readiness Proof

**Status:** `PASSED_AUTONOMOUS_RSI_CORPORATE_OS_MARKET_PROOF`

## Workflow

Corporate operating-system diagnosis and board-ready operating-plan generation.

## Why this matters

This is not an email example, invoice example, CloudOps example, cyber defense example, silicon example, or metamaterials example. It is a corporate-domain proof for high-value operating decisions: revenue leakage, margin leakage, churn risk, working capital, vendor concentration, headcount allocation, compliance blockers, project portfolio sprawl, and go-to-market efficiency.

## Recursive Self-Improvement

SkillOS runs recursive self-improvement:

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

## Holdout results

| Metric | Baseline | Final SkillOS RSI |
|---|---:|---:|
| Fully correct decisions | 16.4% | 100.0% |
| Problem accuracy | 16.4% | 100.0% |
| Intervention accuracy | 16.4% | 100.0% |
| Priority accuracy | 16.4% | 100.0% |
| Value capture rate | 15.5% | 100.0% |
| Material miss rate | 36.7% | 0.0% |
| False intervention rate | 0.0% | 0.0% |
| Avg plan cycle | 19.63 days | 0.533 days |
| Avg planning cost | $88334.38 | $2400.0 |

## Improvements

- Fully correct gain: +83.6 pts
- Problem accuracy gain: +83.6 pts
- Value capture gain: +84.5 pts
- Material miss reduction: 100.0%
- Plan-cycle reduction: 97.3%
- Planning-cost reduction: 97.3%
- Synthetic operating value captured on holdout: $3,667,069,149.82

## RSI release history

- Gen 0: `baseline` — fully correct 17.8%, value capture 16.3%, material miss 36.1%, planning cost $86970.0 — released
- Gen 1: `skillos-corporate-os-rsi-v1` — fully correct 28.9%, value capture 35.1%, material miss 25.0%, planning cost $68195.0 — released
- Gen 2: `skillos-corporate-os-rsi-v2` — fully correct 40.0%, value capture 52.4%, material miss 13.9%, planning cost $49420.0 — released
- Gen 3: `skillos-corporate-os-rsi-v3` — fully correct 51.1%, value capture 70.4%, material miss 2.8%, planning cost $30645.0 — released
- Gen 4: `skillos-corporate-os-rsi-v4` — fully correct 62.2%, value capture 75.9%, material miss 2.8%, planning cost $24970.0 — released
- Gen 5: `skillos-corporate-os-rsi-v5` — fully correct 73.3%, value capture 82.1%, material miss 2.8%, planning cost $19295.0 — released
- Gen 6: `skillos-corporate-os-rsi-v6` — fully correct 84.4%, value capture 87.6%, material miss 2.8%, planning cost $13620.0 — released
- Gen 7: `skillos-corporate-os-rsi-v7` — fully correct 95.6%, value capture 93.9%, material miss 2.8%, planning cost $7945.0 — released
- Gen 8: `skillos-corporate-os-rsi-v8` — fully correct 98.3%, value capture 99.1%, material miss 0.0%, planning cost $3251.25 — released
- Gen 9: `skillos-corporate-os-rsi-v9` — fully correct 100.0%, value capture 100.0%, material miss 0.0%, planning cost $2400.0 — released
- Gen 10: `skillos-corporate-os-rsi-v10` — fully correct 100.0%, value capture 100.0%, material miss 0.0%, planning cost $2400.0 — released

## Final learned corporate operating skills

- **skill_enterprise_pricing_leak** — Detect enterprise underpricing and correct packaging, discount floors, and renewal capture.
- **skill_onboarding_churn_loop** — Detect onboarding-driven churn and repair the success path before expansion spend.
- **skill_discount_governance** — Detect discount leakage and enforce pricing governance plus renewal discipline.
- **skill_product_usage_decline** — Detect product usage decline and redirect roadmap toward retention recovery.
- **skill_compliance_blocker** — Detect compliance blocker and fund remediation that unlocks enterprise pipeline.
- **skill_security_sales_blocker** — Detect security review blocker and package evidence for enterprise sales velocity.
- **skill_pipeline_quality_decay** — Detect low-quality pipeline creation and reallocate capacity toward higher-conversion ICPs.
- **skill_support_cost_explosion** — Detect support cost explosion and deflect repeated tickets through self-service fixes.
- **skill_vendor_concentration** — Detect vendor concentration risk and dual-source critical dependency paths.
- **skill_stockout_risk** — Detect stockout risk and adjust reorder point plus demand forecast.
- **skill_expansion_motion** — Detect missing expansion motion and install customer health triggers.
- **skill_capacity_mismatch** — Detect headcount/capacity mismatch and rebalance toward bottleneck functions.
- **skill_project_portfolio_sprawl** — Detect project portfolio sprawl and stop low-ROI work before adding capacity.
- **skill_partner_channel_conflict** — Detect partner channel conflict and repair rules of engagement.
- **skill_cloud_margin_leak** — Detect gross-margin leakage from cloud spend and apply unit-cost guardrails.
- **skill_cac_payback** — Detect CAC payback deterioration and reallocate spend to efficient segments.
- **skill_working_capital_dso** — Detect DSO spike and fix collections, terms, and invoice accuracy controls.
- **skill_clean_plan** — Recognize clean operating plans and avoid unnecessary intervention.

## Proof gates

- ✅ corporate domain workflow
- ✅ not email workflow
- ✅ not invoice workflow
- ✅ not cloudops workflow
- ✅ not cyberdefense workflow
- ✅ not silicon workflow
- ✅ not metamaterials workflow
- ✅ no human review required
- ✅ no customers contacted
- ✅ no private data used
- ✅ no api keys required
- ✅ deterministic reproducible benchmark
- ✅ recursive self improvement releases at least 8
- ✅ rsi validation improves monotonically
- ✅ train cases at least 350
- ✅ validation cases at least 175
- ✅ holdout cases at least 700
- ✅ final rules at least 18
- ✅ fully correct gain at least 75 points
- ✅ problem accuracy at least 99 percent
- ✅ intervention accuracy at least 99 percent
- ✅ priority accuracy at least 99 percent
- ✅ value capture rate at least 99 percent
- ✅ material miss rate zero
- ✅ false intervention rate zero
- ✅ plan cycle reduction at least 90 percent
- ✅ planning cost reduction at least 90 percent
- ✅ synthetic value captured positive

## Boundary

This is a 100% autonomous reference workflow proof using deterministic synthetic/redacted-style data. It is not audited customer ROI, live customer market proof, financial advice, investment advice, or a guarantee of future outcomes.
