AI Agent Workflow Collection

Design and analyze activation funnels (AARRR / AAARRR Pirate Metrics) with conversion + drop-off math, bottleneck detection, and Mermaid funnel diagrams. Includes a stdlib Python tool that emits all 6 shared PM output formats.

Design and implement multi-agent orchestration systems with workflow DAGs, agent routing, handoff protocols, state management, and cost optimization. Use when building AI pipelines with multiple specialized agents, designing fan-out/fan-in patterns, or implementing fault-tolerant agent workflows.

Use when the user asks to "evaluate LLM output quality", "set up LLM-as-judge", "build an eval rubric", "compare model outputs pairwise", or "measure agent quality".

Expert agile coaching for team transformation, framework selection, maturity assessment, and organizational change management. Use when selecting an agile framework for a team, coaching through Tuckman development stages, facilitating retrospectives, assessing organizational agile maturity, or designing a transformation roadmap.

AI/ML feature PRD scaffolding for the modern AI product manager. Extends the standard 8-section PRD with 3 AI-specific sections covering model selection, evals, guardrails, data flow, deployment, failure modes, human-in-the-loop, AI metrics, ethical review, and cost monitoring.

Use when the user asks to "batch LLM requests", "should I use the batch API", "estimate batch vs realtime cost", "design a bulk LLM job", or "process thousands of prompts cheaply".

Closed beta program playbook covering recruitment, success criteria, communication cadence, and beta-to-GA exit gates.

Use when the user asks to "set up Codex CLI", "convert skills for Codex", "write cross-platform AI skills", "configure agents/openai.yaml", "build skills index", "validate skill compatibility", "sync skills between Claude Code and Codex", or "optimize Codex CLI workflows". Use for OpenAI Codex CLI mastery, cross-platform skill authoring, skill conversion, and multi-agent compatibility patterns.

Use when the user asks to "build a computer-use agent", "automate a GUI with an AI agent", "when to use computer use vs an API", "make browser automation reliable", or "design screenshot-driven agent actions".

Inbound customer-feedback triage system. Categorize, deduplicate, score, and respond to feature requests from support, sales, NPS, in-app feedback, and exec asks. Feeds a clean signal into prioritization-frameworks.

Run high-signal customer discovery interviews using a scripted question hierarchy, behavior-over-opinion probes, and rapport techniques drawn from Portigal, Torres, Fitzpatrick, and Lewis Lin.

Cross-team dependency tracking with critical path analysis and Mermaid dependency graphs for program coordination.

Use when the user asks to "decide reasoning effort", "set a thinking budget", "when to use extended thinking", "tune reasoning vs cost", or "should this task use a reasoning model".

PM-facing playbook for phased rollouts with feature flags -- taxonomy (release / experiment / ops / permission), rollout shapes, kill-switch decision tree, holdouts, flag debt retirement, and naming conventions.

Customer interview synthesis expert that turns raw transcripts into themed insights, an opportunity solution tree, and a follow-up question list using Teresa Torres' continuous discovery methodology.

Run a full Jobs-To-Be-Done discovery workshop with switch interviews, forces-of-progress mapping, and outcome statement generation across 2hr, 4hr, and 8hr formats.

Internal and external launch coordination playbook covering pre-launch, launch day, and post-launch with run-of-show, comms, rollback, and retro.

Linear expert for team and workspace administration, Cycles, Projects, Initiatives, Roadmaps, GraphQL API queries, automations, triage workflows, GitHub integration, bulk operations, and Jira-to-Linear migration. Use for Linear configuration, workflow design, GraphQL authoring, and modern PM-friendly issue tracking at scale.

Notion expert for product management workflows. Covers database design for PRDs, OKRs, Roadmaps, and Decisions; property types (relation, rollup, formula); view design (Board, Timeline, Calendar, Gallery, Table); page architecture; Notion-flavored Markdown blocks; Notion REST API patterns; and sync patterns with Jira, Linear, and GitHub.

Structured PM 1:1 templates by partner type — with manager, engineering manager partner, designer, IC reports — grounded in Radical Candor, the GROW coaching model, and the Manager Tools 1:1 framework.

PM career ladder rubrics from APM through VP/CPO across product sense, execution, leadership, strategy, and communication. Includes gap analysis, growth planning, and promotion packet templates.

Structured PM interview preparation across product sense, execution, strategy, behavioral, and technical rounds, using CIRCLES, AARM, STAR, and the estimation framework. Calibrated to APM, PM, Senior PM, and Group PM rubrics.

30-60-90 day plan for a new PM joining a company or team, grounded in Michael Watkins' First 90 Days framework and the STARS situational diagnosis. Includes week-by-week plan, stakeholder map, 1:1 question bank, and first-PRD template.

Amazon Working Backwards PR/FAQ generator that forces customer-outcome thinking before any code is written. Produces a press release, an internal FAQ, and an external FAQ as a single decision artifact.