Skills
People Skills (Human Capability)
Build the capabilities that compound: spec-driven thinking, evaluation discipline, shipping loops, research synthesis, and cross-functional leadership.
AI
Using AI to think, build, and ship faster with quality.
Prompt Engineering
EssentialCraft structured prompts for analysis, drafting, and problem decomposition.
AI · Intermediate
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AI Coding Assistants
EssentialUse copilots to accelerate implementation while preserving review rigor.
AI · Intermediate
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AI Prototyping
EssentialGenerate and iterate product concepts quickly with AI-native workflows.
AI · Beginner
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LLM Evaluation
EssentialDesign evals that catch regressions and measure whether changes improve outcomes.
AI · Intermediate
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Context Engineering
EssentialStructure and curate the information given to AI systems so they produce better, more reliable outputs.
AI · Intermediate
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Agent Workflows
EssentialDesign multi-agent orchestration patterns with tools, handoffs, and guardrails for reliable autonomous execution.
AI · Intermediate
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Memory and Context Design
EssentialDecide what to persist, retrieve, and summarize so systems stay helpful over time.
AI · Intermediate
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Technical
Engineering fluency for shipping and collaborating deeply.
Frontend Development
EssentialBuild responsive interfaces with modern web fundamentals.
Technical · Intermediate
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API Literacy
EssentialUnderstand request/response patterns, authentication, and integrations.
Technical · Intermediate
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Git Workflows
EssentialUse branching, pull requests, and code review effectively.
Technical · Beginner
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MCP & Tool Integration
EssentialConnect AI models to external tools and data sources using the Model Context Protocol and similar standards.
Technical · Intermediate
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Spec-Driven Development
EssentialWrite specs that compile into tasks, tests, and implementation slices using frameworks like GitHub Spec Kit, BMAD, and OpenSpec.
Technical · Intermediate
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LLM Observability
EssentialAdd tracing, logging, and monitoring to debug agent and model behavior in production.
Technical · Intermediate
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Product
Discovery, prioritization, and strategic product decision-making.
Product Discovery
EssentialValidate problems and solutions through continuous customer learning.
Product · Advanced
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Product Strategy
EssentialAlign initiatives to long-term outcomes and business context.
Product · Advanced
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Experimentation
EssentialDesign and evaluate experiments to reduce uncertainty quickly.
Product · Intermediate
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AI Product Strategy
EssentialSelect model approaches, cost/perf tradeoffs, and UX constraints that win in-market.
Product · Intermediate
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Design
User-centered experience thinking and interface craft.
User Research
EssentialPlan and synthesize qualitative insights from interviews and observation.
Design · Intermediate
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UI Design
EssentialProduce clear, usable interfaces and interaction states.
Design · Intermediate
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Design Systems
Use reusable patterns to improve consistency and velocity.
Design · Beginner
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Analytics
Measurement, analysis, and insight generation for product decisions.
Product Analytics
EssentialDefine metrics and instrumentation that map to product outcomes.
Analytics · Intermediate
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SQL
EssentialQuery behavioral and funnel data for rapid insight.
Analytics · Beginner
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Data Storytelling
EssentialCommunicate findings clearly with narrative and visualization.
Analytics · Intermediate
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Evaluation Metrics
EssentialChoose metrics that reflect model usefulness: task success, quality, safety, and latency.
Analytics · Intermediate
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Marketing
Growth loops, positioning, and go-to-market fundamentals.
Growth Loops
EssentialDesign acquisition and retention mechanics that reinforce each other.
Marketing · Intermediate
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Positioning
EssentialArticulate differentiation and value for target segments.
Marketing · Intermediate
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GTM Execution
Coordinate launch plans across channels, product, and sales.
Marketing · Beginner
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Soft Skills
Leadership and collaboration capabilities for cross-functional impact.
Stakeholder Management
EssentialDrive alignment with clear framing, tradeoffs, and communication.
Soft Skills · Advanced
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Written Communication
EssentialWrite concise product narratives, specs, and updates.
Soft Skills · Advanced
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Facilitation
Run high-quality workshops and decision sessions.
Soft Skills · Intermediate
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