Autonomous RSI Marketplace Flywheel

Recursive self-improvement curve

Before / after on holdout marketplace states

Final learned marketplace flywheel skills

• skill_compound_repeatable_work — When demand is high and work is repeatable but skill quality is weak, allocate learning capacity to skill releases.
• skill_enterprise_quality_gate — When enterprise demand is blocked by quality risk, install validation gates before increasing volume.
• skill_creator_supply_gap — When demand exists but skill supply is thin, seed creator supply for the scarce categories.
• skill_capacity_constrained_lane — When high-margin demand exceeds runtime capacity, reserve capacity and prioritize high-margin routing.
• skill_private_registry_moat — When traces are customer-specific and repeated, create a private skill registry that compounds inside the account.
• skill_bundle_network_effect — When adjacent workflows reinforce each other, bundle them into a networked multi-skill offer.
• skill_sla_volume_guardrail — When high volume threatens SLA quality, throttle volume until guardrails and validators clear.
• skill_feedback_rich_lane — When feedback density is high, prioritize the lane because each job improves the next.
• skill_outcome_gap_retention — When outcomes lag and churn risk rises, repair the outcome metric before scaling demand.
• skill_enterprise_price_discovery — When enterprise willingness-to-pay is high, reset price floors and connect pricing to verified outcomes.
• skill_model_routing_margin — When model routing destroys margin, improve routing, caching, and trace reuse.
• skill_exit_commodity_trap — When competition is high and differentiation is low, exit or reprice commodity work.
• skill_validator_bottleneck — When validators bottleneck releases, automate repeatable checks and expand validation capacity.
• skill_cold_start_liquidity — When a marketplace lane lacks liquidity, seed benchmark jobs and reference skills.
• skill_long_tail_template — When long-tail work is fragmented, convert it into templates and a skill DSL.
• skill_procurement_pack — When procurement slows adoption, package evidence into repeatable procurement collateral.
• skill_seasonal_elasticity — When seasonal demand spikes, apply elastic pricing and reserve capacity.
• skill_clean_flywheel — Recognize a clean scalable flywheel and avoid unnecessary intervention.

Proof gates

• ✅ business domain highly scalable marketplace flywheel workflow
• ✅ not email workflow
• ✅ not invoice workflow
• ✅ not cloudops workflow
• ✅ not cyberdefense workflow
• ✅ not silicon workflow
• ✅ not metamaterials workflow
• ✅ not generic corporate os workflow
• ✅ not unit economics profit engine 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 10
• ✅ rsi validation improves monotonically
• ✅ train cases at least 450
• ✅ validation cases at least 225
• ✅ holdout cases at least 900
• ✅ final rules at least 18
• ✅ fully correct gain at least 85 points
• ✅ market state accuracy at least 99 percent
• ✅ intervention accuracy at least 99 percent
• ✅ flywheel accuracy at least 99 percent
• ✅ value capture rate at least 75 percent
• ✅ marketplace liquidity score at least 90
• ✅ compounding index at least 90
• ✅ material miss rate zero
• ✅ false intervention rate zero
• ✅ decision cycle reduction at least 90 percent
• ✅ decision cost reduction at least 90 percent
• ✅ synthetic value captured positive