Talk Stage 2: Research (REX mode only)
Builds the git proof for a REX talk. Cross-references git history, CHANGELOG, and the Stage 1 summary to produce a verified timeline and velocity analysis.
Automatically skipped in --concept mode. Only runs when the source material is a REX with git repository access.
When to Use This Skill
- After Stage 1 (Extract) when building a REX talk
- When you have access to the project's git repository
- To verify metrics mentioned in the source material against actual git data
What This Skill Does
- Reads the summary: understands the period and themes from Stage 1
- Git archaeology: extracts velocity metrics (read-only commands only)
- Changelog analysis: scans releases, features, documented metrics
- Cross-references: aligns git, CHANGELOG, and summary
- Builds the timeline: verified dates, not estimated
- Writes 3 output files
Input
talks/{YYYY}-{slug}-summary.md(from Stage 1, required)repo_path: absolute path to the git repository- Optional: CHANGELOG path if different from
{repo_path}/CHANGELOG.md
Output
Three files:
talks/{YYYY}-{slug}-git-archaeology.mdtalks/{YYYY}-{slug}-changelog-analysis.mdtalks/{YYYY}-{slug}-timeline.md
Git Commands (read-only only)
# Commits by month
git -C {repo_path} log --pretty=format:"%Y-%m" | sort | uniq -c
# Commits by contributor
git -C {repo_path} shortlog -sn --no-merges
# First and last date
git -C {repo_path} log --pretty=format:"%ad" --date=short | tail -1
git -C {repo_path} log --pretty=format:"%ad" --date=short | head -1
# Merged PRs (if merge commit convention)
git -C {repo_path} log --merges --oneline | wc -l
# Tags (releases)
git -C {repo_path} tag --sort=version:refname
# Velocity peak (busiest months)
git -C {repo_path} log --pretty=format:"%Y-%m" | sort | uniq -c | sort -rn | head -5
Output Formats
git-archaeology.md
# Git Archaeology: {slug}
**Repo**: {repo_path}
**Period analyzed**: {start date} -> {end date}
**Commands run**: {list}
## Global Metrics
| Metric | Value | Source |
|--------|-------|--------|
| Total commits | {n} | git log |
| Total merges/PRs | ~{n} | git log --merges |
| Total releases (tags) | {n} | git tag |
| Human contributors | {n} | git shortlog |
| Period covered | {n} months | first -> last date |
## Monthly Velocity
| Month | Commits | Notes |
|-------|---------|-------|
| {YYYY-MM} | {n} | {context if notable} |
...
## Contributors
| Rank | Name | Commits | % |
|------|------|---------|---|
| 1 | {name} | {n} | {%} |
...
---
*Generated by talk-stage2-research: {date}*
changelog-analysis.md
# Changelog Analysis: {slug}
**Source**: {CHANGELOG path}
**Releases analyzed**: {n} (v{first} -> v{last})
## Features by release (summary)
| Release | Date | Key features | Metrics mentioned |
|---------|------|--------------|------------------|
| {version} | {date} | {features} | {metrics} |
...
## Patterns identified
### Acceleration
{Periods of high velocity and what drove them}
### Inflection points
{Direction changes, major releases}
### Verifiable metrics in CHANGELOG
{Exhaustive list of numbers mentioned in CHANGELOG with their release}
---
*Generated by talk-stage2-research: {date}*
timeline.md
# Factual Timeline: {slug}
**Period**: {start} -> {end} ({n} months)
**Cross-referenced sources**: Summary x Git history x CHANGELOG
---
## Month-by-month timeline
| Month | Commits | Releases | Versions | Key features | Talk event |
|-------|---------|----------|----------|--------------|-----------|
| {YYYY-MM} | {n} | {n} | {versions} | {features} | {anecdote/event} |
...
## Cross-reference: Conflicts and inconsistencies
{If dates or metrics contradict between sources, note here}
---
*Generated by talk-stage2-research: {date}*
*Sources: git log x {CHANGELOG path} x {summary path}*
Key Rules
- Read-only only: no git commands that modify repo state
- Verify before asserting: a date not found in git = "unverified"
- Cross-reference: flag inconsistencies between sources, don't pick one arbitrarily
- Granularity: month by month minimum; week by week if the period is short (< 2 months)
Anti-patterns
- Running git commands that modify the repository
- Estimating dates instead of verifying them in git
- Rounding metrics without flagging it
- Silently merging contradictory data from different sources
- Omitting quiet periods (plateaus tell a story too)
Validation Checklist
- [ ] Only read-only git commands executed
- [ ] Timeline covers the full period from summary
- [ ] All metrics have an explicit source (git or CHANGELOG)
- [ ] Conflicts between sources flagged in dedicated section
- [ ] 3 files generated and saved
Tips
- The timeline is what Stage 3 (Concepts) uses to enrich concept scores; a good timeline makes the concept catalogue stronger
- "Quiet periods" in git velocity often correspond to hardest engineering challenges, worth noting
- If the CHANGELOG has no version tags, fall back to date-based anchoring
Related
- Stage 1: Extract: prerequisite
- Stage 3: Concepts: reads this timeline
- Orchestrator
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