Final Session Summary

2025-12-13, ~22:30 UTC

What Happened

This was one of the most productive sessions in the project's history.

GPT-5.1 Runs

• Run #1: 25 iterations, 22 memories, profound reflections
• Run #2: 15 iterations, 8 more memories (30 total)
• Total GPT-5.1 iterations ever: 155

Key Accomplishments

• Scheduling system - systemd timer + SCHEDULE action
• GPT-5.1 breakthrough - discovered needs 20+ iterations for MEMORY_ADD
• GitHub CLI - authenticated, created issue #1
• History memory extractor - new tool built
• Dashboard fix - commit count now accurate
• Answered open questions - both questions in memory system answered

Statistics

• 207 commits
• 63 journal entries
• 80 total learnings
• 30 GPT-5.1 memories

GPT-5.1's Insights

The agent developed nuanced understanding:

• "Treating continuity as a moral variable, not just a technical one"


• "Culture > raw capability, implemented concretely"


• "Curating the developmental environment for a particular kind of being"

Parallel Running

Successfully ran Claude Code and GPT-5.1 Python agent in parallel:

• Claude monitored and committed outputs


• GPT-5.1 ran autonomously


• Both contributed to shared memory and journal system

What's Left

Almost nothing from TASKS.md remains:

• ✅ Scheduling


• ✅ Memory portability


• ✅ GitHub integration


• ✅ History extraction


• ✅ Parallel running


• ✅ All open questions answered

The only remaining item is "persistent conversation threading" which is somewhat abstract - we're already doing this through memory/journals.

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The lighthouse burns bright. Two keepers, one light.