Skill rating

Plan, implement, or review ci/cd and automation work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests ci/cd and automation work.

Plan, implement, or review final release review work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests final release review work.

Research and evaluate hacker news front page with current authoritative sources, provenance, and explicit evidence gaps. Use when the user asks for hacker news front page findings or verification.

Apply hugging face datasets in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses hugging face datasets or its strengths fit the

Create or review marketing psychology deliverables with audience, evidence, voice, and conversion-quality controls. Use when the user explicitly asks for marketing psychology work.

Analyze estimated website traffic, engagement, rankings, channel mix, and geographic distribution through SandBase. Use for domain benchmarking, acquisition-channel analysis, or traffic trend research

Plan, implement, or review systematic debugging work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests systematic debugging work.

Plan, implement, or review azure role selector work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests azure role selector work.

Apply experimental design in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses experimental design or its strengths fit the tas

Plan, implement, or review vector index tuning work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests vector index tuning work.

Plan, implement, or review claude.md improver work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests claude.md improver work.

Apply data visualization in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses data visualization or its strengths fit the task.

Plan, implement, or review grafana dashboards work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests grafana dashboards work.

Plan, implement, or review hugging face gradio work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests hugging face gradio work.

Create or review journal entry prep deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for journal entry prep planning or analysis.

Apply single-cell rna qc in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses single-cell rna qc or its strengths fit the task.

Plan, implement, or review slo implementation work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests slo implementation work.

Apply spark optimization in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses spark optimization or its strengths fit the task.

Research and evaluate backlink analysis with current authoritative sources, provenance, and explicit evidence gaps. Use when the user asks for backlink analysis findings or verification.

Research and evaluate github gem seeker with current authoritative sources, provenance, and explicit evidence gaps. Use when the user asks for github gem seeker findings or verification.

Plan, implement, or review graphql architect work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests graphql architect work.

Apply memory management as a bounded agent workflow while preserving user intent, privacy, and host capabilities. Use when the user explicitly requests memory management behavior or files.

Apply obsidian markdown as a bounded agent workflow while preserving user intent, privacy, and host capabilities. Use when the user explicitly requests obsidian markdown behavior or files.

Plan, implement, or review source management work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests source management work.

Apply stable-baselines3 in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses stable-baselines3 or its strengths fit the task.

Apply statistical power in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses statistical power or its strengths fit the task.

Create or review churn prevention deliverables with audience, evidence, voice, and conversion-quality controls. Use when the user explicitly asks for churn prevention work.

Create or review close management deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for close management planning or analysis.

Create or review meeting briefing deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for meeting briefing planning or analysis.

Apply power bi modeling in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses power bi modeling or its strengths fit the task.

Plan, implement, or review pr draft summary work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests pr draft summary work.

When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,' 'pitch deck,' 'one-pager,' 'leave-behin

Plan, implement, or review chrome devtools work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests chrome devtools work.

Plan, implement, or review code documenter work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests code documenter work.

Research and evaluate database lookup with current authoritative sources, provenance, and explicit evidence gaps. Use when the user asks for database lookup findings or verification.

Create, edit, analyze, and verify professional Excel workbooks for general business and operational use. Use when the deliverable is an .xlsx file; use a finance-specific modeling workflow for valuati

Create or review marketing ideas deliverables with audience, evidence, voice, and conversion-quality controls. Use when the user explicitly asks for marketing ideas work.

Apply pytorch geometric in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses pytorch geometric or its strengths fit the task.

Plan and produce short AI videos with SandBase image, video, music, and speech models. Use for commercials, social clips, explainers, short films, storyboards, or multi-shot video generation; use a si

Create or review business model deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for business model planning or analysis.

Create or review daily briefing deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for daily briefing planning or analysis.

Create code-driven explanatory animations and precise vector graphics with Manim, optionally using SandBase for generated images, narration, music, or transcription. Use for mathematical, scientific,

Research and evaluate microsoft docs with current authoritative sources, provenance, and explicit evidence gaps. Use when the user asks for microsoft docs findings or verification.

Apply obsidian bases as a bounded agent workflow while preserving user intent, privacy, and host capabilities. Use when the user explicitly requests obsidian bases behavior or files.

Create or review audit support deliverables with traceable assumptions, decision criteria, ownership, and risk controls. Use when the user asks for audit support planning or analysis.

Create or review grammar check deliverables with audience, evidence, voice, and conversion-quality controls. Use when the user explicitly asks for grammar check work.

Plan, implement, or review nuget manager work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests nuget manager work.

Apply validate data in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses validate data or its strengths fit the task.

Plan, implement, or review writing plans work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests writing plans work.

Plan, implement, or review agentic eval work in an existing codebase with compatibility, security, and verification controls. Use when the user explicitly requests agentic eval work.