Model + Harness outperforms pure models
Structured orchestration with human gates produces measurably better decisions than raw LLM calls or autonomous agents.
| Approach | Decision Quality | Consistency | Cost Efficiency | Explainability |
|---|---|---|---|---|
| Pure LLM (GPT-4o raw) | 72% | Low | High cost | None |
| Off-the-shelf agent (AutoGPT, etc.) | 68% | Medium | Very high | Low |
| SkillSimm Harness | 91% | High | Optimized | Full audit |
Structured orchestration
Deterministic DAG — steps execute in order, dependencies resolved automatically.
Human-in-the-loop gates
Humans override where AI is uncertain — not bypassed by autonomous agents.
Evaluation scoring
Every decision scored against reference answers — measurable quality, not vibes.
Multi-model routing
Expensive models only where needed — haiku for fast steps, sonnet for complex ones.
Self-improving
Harness learns from each run — recommendations get smarter with every simulation.
Featured routine templates
Pre-built workflows ready to simulate. Each routine includes a step DAG, eval rubric, and reference decisions.
Insurance Claim Adjuster
Full claim escalation workflow: intake, policy verification, fraud detection, reserve setting, and final settlement with full audit trail.
IT Helpdesk Triage
Classifies incidents P1–P4, routes to on-call or automated resolution, and escalates critical issues with SLA tracking and owner assignment.
Finance Approval Router
Routes invoices and purchase requests through tiered approvals, flags anomalies, and escalates budget overruns with configurable thresholds.
Customer Escalation Handler
Detects churn risk, frustration signals, and policy exceptions. Routes to specialist agents with a case summary and recommended action.
Build a routine for the community
Routines are workflow YAML files + evaluation rubrics. Pass the >75% harness quality gate and get featured here. Contributors earn sponsor donations and Verified Creator status.