Business & Operations

Repo-specific Python best practices for agentic coding: Loguru + Typer + uv + pyproject.toml, httpx over requests, functions-first, module docstrings, max 800 LOC per file, and non-mocked sanity tests.

Canonical rubric for evaluating, scoring, ranking, and gating career and consulting opportunities for Graham Anderson, so the "top opportunities" selection is principled and repeatable rather than bespoke per run. Use when discovering, evaluating, reviewing, ranking, or deciding which opportunities to apply to in monitor-opportunities, or when building or reviewing the opportunity-evaluator / opportunity-evaluation-reviewer subagents or the ranker. The evaluator scores AGAINST this rubric; th...

Use for greenfield collaboration where the final product, architecture, workflow, schema, prompt, memory representation, visual direction, evaluation method, or implementation path is not fully known. Forces one named artifact, one visible contract, one candidate, one inspection, one status, and one next legal move instead of issue-tracker drift or broad architecture theater.

Best practices for using Chatterbox and Chatterbox Turbo as an emotional voice renderer: memory-grounded utterance planning, native paralinguistic tags, spaced ellipsis pauses, render_chunks pause_after_ms, intensity/valence routing, reference-audio selection, and retained analyzer evals. Use when coding or reviewing Chatterbox answer_text, emotional tags, tone, pause policy, Persona Dream speech, or non-robotic Embry voice quality.

Anonymize supported CSV, JSON, UTF-8 text, and SQLite files using an explicit policy through the oai-trial project. Use for anonymize data, pseudonymize exports, redact policy literals, or discover and explicitly approve fuzzy name aliases. The skill is a thin CLI/Docker interface, not another engine.

Pattern for parallelizing emule mock authorship via the Workflow tool. Spawn one sub-agent per file in isolation; the orchestrator handles centralized finalization (wiring, build, test, promote). Invoked from `/implement-mock` (Strategy A batching) and `/compute-llk-bringup` (shim sweeps).

Specialization of `/implement-mock` for compute-kernel LLK shims (`<op>_tile` / `<op>_tile_init` under `include/jit_hw/api/compute/`). Use when bringing up a missing compute op or addressing its PCC failures.

Generate IEEE 830 SRS from raw requirements. Use when the user says "write SRS", "generate requirements doc", "analyze requirements", "I have raw requirements from a client", or pastes a client email/chat/PRD.

Generate IEEE 830 SRS from raw requirements. Use when the user says "write SRS", "generate requirements doc", "analyze requirements", "I have raw requirements from a client", or pastes a client email/chat/PRD.

Generate IEEE 830 SRS from raw requirements. Use when the user says "write SRS", "generate requirements doc", "analyze requirements", "I have raw requirements from a client", or pastes a client email/chat/PRD.

Generate IEEE 830 SRS from raw requirements. Use when the user says "write SRS", "generate requirements doc", "analyze requirements", "I have raw requirements from a client", or pastes a client email/chat/PRD.

Spot patterns appearing in 3+ domains to find universal principles

Force unrelated concepts together to discover emergent properties - "What if we treated X like Y?"

Version: 5.0.0 | Mode: Cowork session runtime | Lines: compressed dispatch + behavioral layer ---

Maxim L3 pack. Bundles: Attorney-client privilege + ethics walls + conflict-of-interest patterns. Primary framework: ABA Model Rules of Professional Conduct.

Maxim L3 pack. Bundles: HIPAA + ISO 13485 + ISO 14971 + FHIR/HL7. Primary framework: ISO 14971 (medical-device risk management).

Cross-session memory that resumes your project where you left it, not where the base voice assumes.

Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.

Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.

Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.

Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.

Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.

Apply the Transtheoretical Model to design interventions calibrated to where a person currently sits in the change cycle. Most behavior-change failures come from applying action-stage tactics (sign up · convert · do it) to precontemplation-stage subjects (didn't know they had the problem yet) — TTM forces the intervention to match the stage. Complements Fogg Behavior Model + COM-B by adding temporal sequencing.

Apply Stage-Gate to guide decision-making, structure analysis, and improve outcomes in relevant contexts.