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summarize-transcript

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Analyze and summarize a transcript, meeting notes, or discussion thread into a clear actionable document

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How to use this skill

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Source SKILL.md: https://github.com/jmagly/aiwg/blob/HEAD/agentic/code/addons/aiwg-utils/skills/summarize-transcript/SKILL.md

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Summarize Transcript or Meeting

Analyze and summarize a transcript, meeting notes, or discussion thread into a clear, actionable document.

Usage

/summarize-transcript <path-to-transcript-or-paste-content> [--style <style-preset>] [--emphasize "<guidance>"] [--avoid "<guidance>"]

Parameters

  • <content>: Path to transcript file OR paste content directly
  • --style <preset>: Optional style preset (default: balanced)
    • technical: Dense technical detail, architecture-focused
    • executive: High-level strategic, business-focused
    • action-items: Task-oriented, next-steps focused
    • developer: Code-centric, implementation details
    • balanced: Mix of strategic and technical
  • --emphasize "<text>": Positive guidance - what to highlight, tone to adopt
  • --avoid "<text>": Negative guidance - what to de-emphasize or exclude

Examples

Basic Usage

/summarize-transcript meeting-notes.txt

With Style Preset

/summarize-transcript standup-transcript.md --style action-items

With Positive Guidance

/summarize-transcript design-review.txt --emphasize "Focus on security decisions and data privacy concerns"

With Negative Guidance

/summarize-transcript brainstorm-session.txt --avoid "Skip bikeshedding about naming, focus on architectural decisions"

Combined Guidance

/summarize-transcript architecture-meeting.md \
  --style technical \
  --emphasize "Highlight consensus mechanisms and performance trade-offs" \
  --avoid "Skip discussion of tooling choices, minimize meeting logistics"

Output Structure

The command produces a structured summary following this template:

1. TL;DR Section

  • Format: Emoji-prefixed bullet points (3-8 items)
  • Content: Core decisions, key outcomes, critical info
  • Tone: Scannable, action-oriented, high signal-to-noise

2. Detailed Breakdown

  • Format: Topic-organized subsections with emoji headers
  • Content: Organized by theme/domain/workstream
  • Structure: Each subsection contains:
    • Context/background bullets
    • Decisions made
    • Action items or next steps
    • Open questions or risks

3. Optional Sections (if applicable)

  • Action Items: Explicitly called-out tasks with owners
  • Decisions: Formalized decision log
  • Open Questions: Unresolved items requiring follow-up
  • Next Steps: Immediate priorities

Style Preset Details

Technical Style

emphasis:
  - Architecture patterns and system design
  - Performance characteristics and trade-offs
  - Implementation details and constraints
  - Security and reliability considerations
tone:
  - Dense technical vocabulary
  - Precise terminology
  - Include metrics and measurements
avoid:
  - Business justifications
  - High-level platitudes
  - Process discussions

Executive Style

emphasis:
  - Strategic outcomes and business impact
  - Resource allocation and timeline
  - Risk assessment and mitigation
  - Cross-functional dependencies
tone:
  - Business-focused language
  - ROI and value propositions
  - Clear decision rationale
avoid:
  - Implementation minutiae
  - Technical jargon without context
  - Low-level code discussion

Action Items Style

emphasis:
  - Who does what by when
  - Blockers and dependencies
  - Immediate next steps
  - Accountability assignments
tone:
  - Imperative verbs
  - Clear ownership
  - Explicit timelines
avoid:
  - Background discussion
  - Exploratory tangents
  - Historical context

Developer Style

emphasis:
  - Code changes and implementation approach
  - API contracts and interfaces
  - Testing strategy and coverage
  - Debugging and troubleshooting
tone:
  - Code-centric language
  - Concrete examples
  - Tool and framework references
avoid:
  - Business strategy
  - Abstract architecture theory
  - Meeting meta-discussion

Balanced Style (Default)

emphasis:
  - Mix of strategic and tactical
  - Context + decisions + actions
  - Key takeaways for all audiences
  - Both "why" and "how"
tone:
  - Accessible to multiple roles
  - Balance detail and clarity
  - Preserve important nuance
avoid:
  - Extremes in either direction
  - Redundant information
  - Tangential discussions

Guidance Best Practices

Effective Positive Guidance (--emphasize)

  • "Highlight security concerns and compliance requirements"
  • "Focus on performance optimization decisions and benchmarks"
  • "Emphasize user experience trade-offs and design rationale"
  • "Call out technical debt and refactoring priorities"
  • "Preserve specific metrics, timelines, and commitments"

Effective Negative Guidance (--avoid)

  • "Skip meeting logistics and scheduling discussion"
  • "Minimize tool bikeshedding, focus on architecture"
  • "De-emphasize exploratory tangents without conclusions"
  • "Exclude off-topic discussions about [specific topic]"
  • "Omit historical context, focus on forward decisions"

Processing Instructions

When executing this command, follow these steps:

1. Content Analysis

  • Read the full transcript/meeting notes
  • Identify key themes, decisions, and discussion threads
  • Extract action items, owners, and timelines
  • Flag open questions and unresolved issues

2. Apply Style & Guidance

  • Use the specified --style preset as baseline
  • Integrate --emphasize guidance to prioritize content
  • Apply --avoid guidance to filter or de-emphasize
  • Resolve conflicts by prioritizing explicit guidance over presets

3. Structure Generation

  • Create TL;DR section (3-8 bullet points)
  • Organize detailed breakdown by logical themes
  • Use emoji prefixes for visual scanning:
    • ⏱️ Time/schedule/deadline
    • 🧮 Technical/architecture/design
    • 🛡️ Security/reliability/safety
    • 🔁 Process/workflow/ops
    • 🧵 Structure/organization
    • 🧠 Strategy/planning/vision
    • 🧪 Experiments/testing/validation
    • 🔹 Status/updates/progress
    • 📊 Metrics/data/measurement
    • 🚀 Launch/deployment/release
    • 🔧 Tooling/infrastructure
    • 👥 Team/people/roles
    • 💡 Ideas/proposals/options
    • ⚠️ Risks/blockers/concerns
    • ✅ Decisions/commitments

4. Quality Checks

  • Ensure TL;DR is genuinely scannable (no walls of text)
  • Verify all action items have owners (if mentioned)
  • Check that technical terms are consistent
  • Remove redundant information
  • Preserve critical nuance and context

5. Output Formatting

  • Use markdown with proper heading hierarchy
  • Apply consistent bullet structure
  • Include horizontal rules (⸻) between major sections
  • Use bold for emphasis on key terms
  • Use code blocks for technical references

Example Output

Based on the provided dev update posting, here's the structure to emulate:

📢 [Meeting Title] — [Date]

TL;DR
• [Emoji] [Key decision/outcome 1]
• [Emoji] [Key decision/outcome 2]
• [Emoji] [Key decision/outcome 3]
• [Emoji] [Next steps/actions]

⸻

[Primary Section Label]

🔹 [Topic Area 1]
• [Context/background]
• [Decision made]
• [Implementation approach]
• [Open questions or next steps]

🔹 [Topic Area 2]
• [Context/background]
• [Decision made]
• [Technical details]
• [Action items]

🔹 [Topic Area 3]
• [Context/background]
• [Strategic direction]
• [Resource implications]
• [Timeline or milestones]

⸻

[Optional: Action Items]
• [@owner] Task description by [date]
• [@owner] Task description by [date]

[Optional: Open Questions]
• Question requiring follow-up?
• Decision pending [person/team]?

[Optional: Next Meeting]
• Date/time
• Agenda items

Notes

  • The command is flexible and adapts to various content types:

    • Technical design reviews
    • Sprint planning meetings
    • Architecture discussions
    • Strategy sessions
    • Incident post-mortems
    • Retrospectives
    • Community updates
  • Emoji usage is optional but recommended for:

    • Visual scanning and quick navigation
    • Topic categorization
    • Signaling importance or urgency
    • Matching tone (formal vs informal)
  • Length guidance:

    • TL;DR: 3-8 bullets, 1-2 sentences each
    • Topic sections: 3-6 bullets per topic
    • Total output: Aim for 40-60% of original length
    • Preserve critical details, cut fluff
  • Context preservation:

    • Keep enough context for future readers
    • Link decisions to rationale
    • Preserve dissenting views if significant
    • Note when decisions are tentative vs final

Template Version: 1.0 Based On: Roko Dev Community Update (Oct 7 & 9, 2025) Maintained By: AIWG Team

References

  • @$AIWG_ROOT/agentic/code/addons/aiwg-utils/README.md — aiwg-utils addon overview
  • @$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/instruction-comprehension.md — Honor --style, --emphasize, and --avoid parameters correctly
  • @$AIWG_ROOT/agentic/code/addons/aiwg-utils/rules/vague-discretion.md — Concrete output length and coverage targets
  • @$AIWG_ROOT/docs/cli-reference.md — CLI reference for AIWG output formatting conventions