Product Promise
- Convert consumed technical content into explicit skill evidence.
- Score emergent capability composites with two explicit signals:
readiness_pctfor coverage-based activation and ranking.confidence_pctfor evidence depth.
- Prioritize high-leverage moves with demand-aware recommendations.
- Keep answers source-grounded with clear provenance.
Best Fit
- You are a senior/staff data or AI engineer
- You curate high-signal learning inputs
- You need deterministic, auditable AI behavior
Intelligence Model
Samaritan blends:- Supply-side evidence from your ingested content
- Demand-side signals from external corpora
| Corpus | Weight | Role |
|---|---|---|
job_ads_corpus | 1.0 | Primary demand signal |
enterprise_use_cases_corpus | 0.6 | Secondary demand signal |
golden_dataset remains retrieval/eval quality truth and is not used as a demand signal.
Product Surfaces
/: landing with mission framing (Why: compounding capability, How: Compound + Harness, Outcome: superpowers profile)/ingest: canonical source-entry flow (URL/file), progress, and monitoring/personal: personal hub for quick capture and life admin (dump notes, renewals/deadlines, trip ideas, insured equipment)/career-accelerator: Career Accelerator surface (signal-gated placeholder)/projects/enterprise-projects: proof-project execution/library: source management/library/:sourceId: dedicated source detail workspace/chat: source-grounded Q&A with one-click harness controls (clarify first, verification loop, output format) and optional global Focus Chat mode (Ftoggle,Escexit)/engine: profile, superpowers, roles, pattern diagnostics, first-class AI Architect role scoring, and trajectory signal/taxonomy: ontology, catalog visibility, and profile overlays/monitor: runtime status, eval observability, database topology visibility, tracing visibility, and Compound + Harness quality scorecard/elite-toolbox: curated tool radar with core leverage, adjacent tools, and operator backlog/how-it-works: runtime walkthrough with the Compound + Harness operating principle/execution-playbook: Claude Code execution playbook with checklists, prompt tactics, parallel ops, and remote access workflows/house-rules: Legacy alias redirect to/execution-playbook
/api/courses exists for API consumers, but there is no standalone Courses tab in current UI.
Detailed route and Services-tab map: