Working Notes on Agent Systems/Brad Zhang

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skill-adoption-planner

A planning layer for whether a skill should actually be adopted.

Python · 1 stars / 0 forks · Active Jan 25, 2026 · GitHub

What this repository answers

Skill Adoption Planner 🇨🇳 中文 Plan Skill rollout strategies within organizations, identify seed users, create phased plans, and prepare for resistance.

Workflow replaced: Collecting skills without evaluating fit, payoff, or operational friction.

Why it matters: AI workflow libraries fail when everything gets added but nothing gets adopted. Adoption discipline is part of product quality.

How it gets used

  • Prioritize which AI workflows deserve rollout in a real team.
  • Bring product and operations thinking into skill adoption.

README

Skill Adoption Planner

🇨🇳 中文

Plan Skill rollout strategies within organizations, identify seed users, create phased plans, and prepare for resistance.

Features

  • Analyze department characteristics and tech acceptance
  • Prioritize departments for rollout
  • Identify key roles (seed users, influencers, resistors)
  • Generate phased adoption plans
  • Predict and address common resistance

Usage

# Analyze departments
python scripts/analyze_departments.py \
  --departments "技术,产品,销售,市场,财务,HR"

# With company size for headcount estimates
python scripts/analyze_departments.py \
  --departments "技术,产品,销售" \
  --total-size 200

# Output as JSON
python scripts/analyze_departments.py --json ...

Supported Departments

Department Tech Acceptance Best Strategy
Engineering High Seed department, emphasize efficiency
Product High Sync with engineering, collaboration focus
Sales Medium ROI-driven, ready-to-use Skills
Marketing Medium Creative assistance, content generation
Finance Low Accuracy focus, start with low-risk scenarios
HR Low Simple tools, emphasize assistance not replacement
Customer Service Medium High-frequency use cases, quick wins
Legal Low Expert involvement, human review required
Operations Medium Data-driven, show efficiency gains

License

MIT