studio/shared/agent-memory/SKILL.md
Persistent learning layer for specialist agents — records what works and what fails across pipeline runs. Use when the user says 'save learnings', 'load memory', or 'agent memory'.
npx skillsauth add datdang-dev/light-novel-development agent-memoryInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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The Agent Memory Layer gives specialist agents (Suki, Riko, Kana) persistent memory across pipeline runs. Instead of starting cold every time, agents can reference past successes and failures — vocabulary that scored well, audit patterns, and forensic shortcuts.
Memory files are append-only and read during context loading as part of the JIT payload.
READ (context loading) or WRITE (post-audit persistence){{run_dir}}/_pipeline/{{project_name}}/agent-memory/| Check | Action | |-------|--------| | Memory file exists? | Append to agent's context payload | | Exceeds 2000 tokens? | Summarize: keep last 10 entries + 3-line pattern summary |
| Agent | What to Record | |-------|----------------| | Suki (≥90 score) | Scene vibes, effective vocabulary, sensory ratios | | Suki (revision needed) | Riko's flagged category, fix applied, bad pattern to avoid | | Riko | Score, weakest/strongest categories | | Kana | Forensic cache reuse, delta item counts |
{{run_dir}}/_pipeline/{{project_name}}/agent-memory/
├── suki-memory.md
├── riko-memory.md
└── kana-memory.md
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