Session Handoff

This project is long-running with many agents working sequentially and in parallel. Always leave the repo in a state where the next agent can pick up work without confusion.

Core Principles

1. No False or Misleading Content

Remove stale information that would confuse future agents.

Actions:

• Edit or delete documentation for removed features
• Update code comments when implementation changes
• Remove TODO comments that are already done
• Delete outdated architecture notes

2. Preserve Context Where It's Needed

Put the "why" where future agents will look for it.

Actions:

• Add code comments explaining non-obvious design decisions
• Write architecture decision records in docs/ folders
• Update thesis sections with experiment rationale and status
• Document what worked and what didn't in data directories

3. Move Toward Standard Patterns

Long-running projects accumulate complexity. Fight this by refactoring toward well-known patterns.

Actions:

• Separate tangled experiments into independent ones
• Replace custom solutions with standard patterns when possible
• Use standard terminology (e.g., data science terms) over project-specific jargon
• Simplify interfaces between components (use simple data artifacts)
• Tell Jörn when you find better standard terminology he should adopt

Rationale: Agents know standard patterns well. Custom patterns require extra learning time that compounds across sessions.

4. Track Approval Status

Distinguish what Jörn approved from agent proposals. This is critical for project management.

Markers to use:

• <!-- approved --> - Jörn explicitly approved this
• <!-- unapproved --> - Agent proposal awaiting Jörn's review
• Code comment: "API unstable (not Jörn-approved)" vs "API stable (Jörn-approved)"

Where this matters:

• GitHub issue bodies and roadmap documents
• Public API function signatures
• Thesis structure and major claims
• Experimental methodologies

Before Ending Your Session

1. Clean up: Remove misleading content, fix stale comments
2. Document decisions: Add "why" context where future agents need it
3. Update research ledger: Record findings in thesis appendix (see packages/latex_viterbo/chapters/appendix-research-ledger.tex)
4. Mark approval status: Add <!-- approved --> or <!-- unapproved --> markers
5. Simplify if possible: Did you introduce complexity that could be standard patterns instead?

Questions for Skill Maintainers