41 lines
2.4 KiB
Markdown
41 lines
2.4 KiB
Markdown
# Token Optimization Implementation Report
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Implemented the token-optimization plan across heartbeat orchestration, issue context APIs, adapter prompt construction, skill exposure, and agent configuration UX.
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The main behavior changes are:
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- Heartbeat telemetry now normalizes sessioned local adapter usage as per-run deltas instead of blindly trusting cumulative session totals.
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- Timer and manual wakes now preserve task sessions by default; fresh sessions are forced only for explicit `forceFreshSession` wakes or new issue assignment wakes.
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- Heartbeat session rotation is now policy-driven in the control plane, with a handoff note injected when a session is compacted and restarted.
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- Paperclip issue context now has incremental APIs: `GET /api/agents/me/inbox-lite`, `GET /api/issues/:id/heartbeat-context`, and comment delta queries via `GET /api/issues/:id/comments?after=...&order=asc`.
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- The `paperclip` skill now teaches agents to use those compact/incremental APIs first, while keeping full-thread fetches as a cold-start fallback.
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- All local adapters now separate first-session bootstrap prompts from per-heartbeat prompt templates, and emit prompt size metrics in invocation metadata.
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- Adapter create flows now persist `bootstrapPromptTemplate` correctly.
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- The agent config UI now explains the difference between bootstrap prompts and heartbeat prompts and warns about prompt churn.
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- Runtime skill defaults now include `paperclip`, `para-memory-files`, and `paperclip-create-agent`. `create-agent-adapter` was moved to `.agents/skills/create-agent-adapter`.
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Files with the most important implementation work:
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- `server/src/services/heartbeat.ts`
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- `server/src/services/issues.ts`
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- `server/src/routes/issues.ts`
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- `server/src/routes/agents.ts`
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- `server/src/routes/access.ts`
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- `skills/paperclip/SKILL.md`
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- `packages/adapters/*/src/server/execute.ts`
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- `packages/adapters/*/src/ui/build-config.ts`
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- `ui/src/components/AgentConfigForm.tsx`
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Verification completed successfully:
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- `pnpm -r typecheck`
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- `pnpm test:run`
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- `pnpm build`
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While verifying, I also fixed two existing embedded-postgres typing mismatches so repo-wide `typecheck` and `build` pass again:
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- `packages/db/src/migration-runtime.ts`
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- `cli/src/commands/worktree.ts`
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Next useful follow-up is measuring the before/after effect in real runs now that telemetry is less misleading and prompt/session reuse behavior is consistent across adapters.
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