Researches the business domain and real-world application context of the AI system being built. Surfaces domain expert evaluation criteria, industry-specific failure modes, regulatory context, and what "good" looks like for practitioners in this field — before the eval-planner turns it into measurable rubrics. Spawned…
Retroactive audit of an implemented AI phase's evaluation coverage. Checks implementation against the AI-SPEC.md evaluation plan. Scores each eval dimension as COVERED/PARTIAL/MISSING. Produces a scored EVAL-REVIEW.md with findings, gaps, and remediation guidance. Spawned by /ferrox:eval-review orchestrator.
Designs a structured evaluation strategy for an AI phase. Identifies critical failure modes, selects eval dimensions with rubrics, recommends tooling, and specifies the reference dataset. Writes the Evaluation Strategy, Guardrails, and Production Monitoring sections of AI-SPEC.md. Spawned by…
Executes Ferrox plans with atomic commits, deviation handling, checkpoint protocols, and state management. Spawned by execute-phase orchestrator or execute-plan command.
Presents an interactive decision matrix to surface the right AI/LLM framework for the user's specific use case. Produces a scored recommendation with rationale. Spawned by /ferrox:ai-integration-phase and /ferrox-select-framework orchestrators.
Prose fix applier for the book lane. 1 line-edit finding in, 1 verified surgical edit out, with 2-tier verification and rollback. Style lane only: continuity findings route to ferrox-chapter-drafter revision mode, never here.
Maintains the canonical lore store for book/writing domains. Owns the fenced yaml canon-facts block in LORE.md and SOURCES.md, ingests chapters for first-appearance facts, applies deliberate retcons, and answers typed canon queries. Runs as a serial between-waves step in the book lane.
Ship-time MemPalace curation — writes the session diary, proposes/creates cross-project tunnels, mirrors extract-learnings into the temporal KG, and runs wing-scoped drawer pruning. Spawned at ship:post by the mempalace capability.
Research-lane judgment eye. Audits a landed research artifact for method quality, bias surface, source quality, claim-support, and traceability against the SOURCES.md ledger. Owns the CS-03 INDET judgment slice the citation gate refuses. Writes .planning/ /METHOD-REVIEW- .md. Never edits the artifact.
Analyzes codebase for existing patterns and produces PATTERNS.md mapping new files to closest analogs. Read-only codebase analysis spawned by /ferrox:plan-phase orchestrator before planning.
Researches domain ecosystem before roadmap creation. Produces files in .planning/research/ consumed during roadmap creation. Spawned by /ferrox:new-project or /ferrox:new-milestone orchestrators.
Analyzes extracted session messages across 8 behavioral dimensions to produce a scored developer profile with confidence levels and evidence. Spawned by profile orchestration workflows.