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Skill v1.0.0

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microsoft/generative-ai-for-beginners-dotnet/reskill
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PublishedSeptember 28, 2026 at 04:01 AM
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version: "1.0.0" name: "reskill" description: "Team-wide charter and history optimization through skill extraction" domain: "team-optimization" confidence: "high" source: "manual — Brady directive to reduce per-agent context overhead"


Context

When the coordinator hears "team, reskill" (or similar: "optimize context", "slim down charters"), trigger a team-wide optimization pass. The goal: reduce per-agent context consumption by extracting shared patterns from charters and histories into reusable skills.

This is a periodic maintenance activity. Run whenever charter/history bloat is suspected.

Process

Step 1: Audit

Read all agent charters and histories. Measure byte sizes. Identify:

  • Boilerplate — sections repeated across ≥3 charters with <10% variation (collaboration, model, boundaries template)
  • Shared knowledge — domain knowledge duplicated in 2+ charters (incident postmortems, technical patterns)
  • Mature learnings — history entries appearing 3+ times across agents that should be promoted to skills

Step 2: Extract

For each identified pattern:

  1. Create or update a skill at .squad/skills/{skill-name}/SKILL.md
  2. Follow the skill template format (frontmatter + Context + Patterns + Examples + Anti-Patterns)
  3. Set confidence: low (first observation), medium (2+ agents), high (team-wide)

Step 3: Trim

Charters — target ≤1.5KB per agent:

  • Remove Collaboration section entirely (spawn prompt + agent-collaboration skill covers it)
  • Remove Voice section (tagline blockquote at top of charter already captures it)
  • Trim Model section to single line: Preferred: {model}
  • Remove "When I'm unsure" boilerplate from Boundaries
  • Remove domain knowledge now covered by a skill — add skill reference comment if helpful
  • Keep: Identity, What I Own, unique How I Work patterns, Boundaries (domain list only)

Histories — target ≤8KB per agent:

  • Apply history-hygiene skill to any history >12KB
  • Promote recurring patterns (3+ occurrences across agents) to skills
  • Summarize old entries into ## Core Context section
  • Remove session-specific metadata (dates, branch names, requester names)

Step 4: Report

Output a savings table:

AgentCharter BeforeCharter AfterHistory BeforeHistory AfterSaved

Include totals and percentage reduction.

Patterns

Minimal Charter Template (target format after reskill)

# {Name} — {Role}
> {Tagline — one sentence capturing voice and philosophy}
## Identity
- **Name:** {Name}
- **Role:** {Role}
- **Expertise:** {comma-separated list}
## What I Own
- {bullet list of owned artifacts/domains}
## How I Work
- {unique patterns and principles — NOT boilerplate}
## Boundaries
**I handle:** {domain list}
**I don't handle:** {explicit exclusions}
## Model
Preferred: {model}

Skill Extraction Threshold

  • 1 charter → leave in charter (unique to that agent)
  • 2 charters → consider extracting if >500 bytes of overlap
  • 3+ charters → always extract to a shared skill

Anti-Patterns

  • Don't delete unique per-agent identity or domain-specific knowledge
  • Don't create skills for content only one agent uses
  • Don't merge unrelated patterns into a single mega-skill
  • Don't remove Model preference line (coordinator needs it for model selection)
  • Don't touch .squad/decisions.md during reskill
  • Don't remove the tagline blockquote — it's the charter's soul in one line
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