Hermes-agent

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# Hermes Achievements Performance Implementation Plan
Status: Ready for execution after hackathon review window
Constraint: Plugin remains frozen until judging is complete
Decision: `/overview` and top-banner slots are out of scope and will be removed.
---
## Phase 0 — Baseline & Safety (no behavior change)
### Task 0.1: Add perf benchmark script (local)
Objective: Repro baseline before/after.
Acceptance:
- Can print endpoint timings for `/achievements` (3 runs each, cold + warm).
### Task 0.2: Define acceptance thresholds
Objective: Lock success criteria now.
Acceptance:
- Documented SLOs:
- `/achievements` p95 < 1s (cached)
- max active scan jobs = 1
---
## Phase 1 — Remove unused overview/slot surface (highest certainty)
### Task 1.1: Remove `/overview` backend route
Objective: Eliminate duplicate heavy endpoint path.
Acceptance:
- `plugin_api.py` no longer exposes `/overview`.
### Task 1.2: Remove slot registration and SummarySlot frontend code
Objective: Remove cross-tab banner fetch behavior.
Acceptance:
- No `registerSlot(..."sessions:top"...)` or `registerSlot(..."analytics:top"...)`.
- No frontend call to `api("/overview")`.
### Task 1.3: Update plugin manifest
Objective: Reflect final UI scope.
Acceptance:
- `manifest.json` removes `slots` declarations.
- Tab registration remains intact.
---
## Phase 2 — Shared snapshot persistence + single-flight for `/achievements`
### Task 2.1: Introduce snapshot store abstraction + on-disk persistence
Objective: Single source of truth for Achievements data that survives process restarts.
Acceptance:
- One structure contains dataset consumed by `/achievements`.
- Repeated requests do not recompute when cache is fresh.
- Snapshot persisted at `~/.hermes/plugins/hermes-achievements/scan_snapshot.json`.
### Task 2.2: Single-flight scan coordinator
Objective: Prevent concurrent recomputes.
Acceptance:
- Simultaneous requests result in one compute run.
### Task 2.3: Refactor `/achievements` to read snapshot
Objective: Remove direct repeated compute from request path.
Acceptance:
- `/achievements` does not run independent full recompute per request when cache is valid.
---
## Phase 3 — Stale-While-Revalidate
### Task 3.1: TTL state (`FRESH`/`STALE`)
Objective: Serve immediately when stale, refresh in background.
Acceptance:
- Cached response returned quickly even when expired.
- Refresh is asynchronous.
### Task 3.2: Add `scan-status` endpoint (optional)
Objective: Let UI/ops inspect scan state.
Acceptance:
- Returns state, last success time, last duration, last error.
### Task 3.3: Add metadata fields to `/achievements`
Objective: Improve transparency.
Acceptance:
- Response includes `generated_at`, `is_stale`, maybe `scan_id`.
---
## Phase 4 — Incremental Scanning (optional but recommended)
### Task 4.1: Add per-session checkpoint file
Objective: Track session-level changes, not just global scan time.
Acceptance:
- Checkpoint persisted at `~/.hermes/plugins/hermes-achievements/scan_checkpoint.json`.
- For each session: `session_id`, fingerprint (`updated_at`/message_count/hash), and cached contribution.
### Task 4.2: Incremental aggregation
Objective: Recompute only changed/new sessions and reuse unchanged contributions.
Acceptance:
- Typical refresh time drops materially below full scan.
- Aggregate rebuild uses: subtract old contribution + add new contribution for changed sessions.
### Task 4.3: Full rebuild fallback
Objective: Preserve correctness.
Acceptance:
- Manual full rescan always possible.
- Schema/version changes invalidate checkpoint and force full rebuild.
---
## Test Plan
1. Unit tests
- Snapshot lifecycle transitions
- Dedupe logic under parallel requests
- `/achievements` response compatibility
2. Integration tests
- Opening Achievements repeatedly causes <=1 heavy scan while in-flight
- `/achievements` warm-cache load is fast
- manual rescan updates snapshot and timestamps
3. Manual benchmarks
- Compare pre/post `/achievements` timings with same history dataset
---
## Rollout Plan
1. Release internal branch with Phase 1 (remove overview/slots).
2. Validate no UI regression in Achievements tab.
3. Add Phase 2 snapshot/dedupe.
4. Add Phase 3 stale-while-revalidate + status metadata.
5. Optional: incremental scanner.
Rollback: keep old compute path behind temporary feature flag for one release window.
---
## Definition of Done
- Achievements tab remains fully functional (counts, latest, tiers, cards, filters).
- No `/overview` endpoint or slot calls remain.
- Repeated Achievements loads feel immediate after warm cache.
- Metrics/unlocks remain unchanged versus baseline.
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# Hermes Achievements Implementation Spec (Detailed)
This document is implementation-facing detail to execute the performance refactor later.
Decision scope: keep only Achievements tab flow; remove `/overview` + top-banner slot integration.
---
## A) Current Behavior Summary
- `evaluate_all()` performs:
- full `scan_sessions()`
- `SessionDB.list_sessions_rich(...)`
- `db.get_messages(session_id)` for each session
- text/tool regex analysis + aggregation + evaluation
- `/overview` and `/achievements` both currently call `evaluate_all()` directly.
- slot calls (`sessions:top`, `analytics:top`) currently invoke `/overview`.
Consequence: repeated full recomputes and contention.
---
## B) De-scope/Removal Changes
1. Remove backend route:
- `GET /overview`
2. Remove frontend slot usage:
- `SummarySlot` component
- `registerSlot("sessions:top")`
- `registerSlot("analytics:top")`
3. Remove manifest slot declarations:
- `"slots": ["sessions:top", "analytics:top"]`
4. Keep:
- tab route/page for Achievements
- `/achievements` endpoint and full tab rendering
---
## C) Target Internal Interfaces
### 1) `SnapshotStore`
Responsibilities:
- hold latest computed snapshot in memory
- persist/load snapshot from disk
- expose age and staleness checks
Storage path:
- `~/.hermes/plugins/hermes-achievements/scan_snapshot.json`
Methods (conceptual):
- `get()` -> snapshot | null
- `set(snapshot)`
- `is_stale(ttl_seconds)`
### 2) `ScanCoordinator`
Responsibilities:
- single-flight guard for compute jobs
- track scan status
Methods:
- `run_if_needed(force: bool = false)`
- `get_status()`
State fields:
- `state`: `idle|running|failed`
- `started_at`, `finished_at`
- `last_error`
- `run_count`
### 3) `build_snapshot()`
Responsibilities:
- execute current compute logic once
- on first run, perform full scan and materialize per-session contributions
- on subsequent runs, process only changed/new sessions via checkpoint fingerprints
- produce shape consumed by `/achievements`
Output:
- `achievements`
- count fields
- optional `scan_meta`
---
## D) Endpoint Behavior Matrix (No `/overview`)
| Endpoint | Cache fresh | Cache stale | No cache | Force rescan |
|---|---|---|---|---|
| `/achievements` | return cached | return stale + trigger bg refresh | blocking bootstrap scan | n/a |
| `/rescan` | trigger refresh | trigger refresh | trigger refresh | yes |
| `/scan-status` | status only | status only | status only | status only |
Notes:
- At most one scan run active.
- Other callers either await same run or receive stale snapshot according to policy.
---
## E) Data Shape (Proposed)
```json
{
"generated_at": 0,
"is_stale": false,
"scan_meta": {
"duration_ms": 0,
"sessions_scanned": 0,
"messages_scanned": 0,
"mode": "full",
"error": null
},
"achievements": [],
"unlocked_count": 0,
"discovered_count": 0,
"secret_count": 0,
"total_count": 0,
"error": null
}
```
Compatibility guidance:
- Keep existing `/achievements` keys.
- Add metadata keys without breaking old callers.
Checkpoint file (new):
- `~/.hermes/plugins/hermes-achievements/scan_checkpoint.json`
Suggested checkpoint shape:
```json
{
"schema_version": 1,
"generated_at": 0,
"sessions": {
"<session_id>": {
"fingerprint": {
"updated_at": 0,
"message_count": 0,
"hash": "optional"
},
"contribution": {
"metrics": {}
}
}
}
}
```
Notes:
- fingerprint mismatch => recompute that session contribution only.
- unchanged fingerprint => reuse stored contribution.
---
## F) Concurrency Contract
- Any request path that needs fresh data must pass through single-flight coordinator.
- If a scan is running:
- do not start second scan
- either await in-flight run (bounded) or serve stale snapshot immediately
- lock scope must include scan start/finish state transitions.
---
## G) Error Handling Contract
- If refresh fails and prior snapshot exists:
- return prior snapshot with `is_stale=true` and error metadata
- If refresh fails and no prior snapshot:
- return explicit error response (current behavior equivalent)
- `scan-status` should always return last known state/error.
---
## H) Frontend Integration Contract
- Achievements page:
- one fetch on mount to `/achievements`
- optional background refresh indicator if stale
- no top-banner slot integration
- avoid duplicate in-flight calls during fast navigation by cancellation/debounce.
---
## I) Validation Checklist
- [ ] `/overview` route removed
- [ ] manifest has no `sessions:top`/`analytics:top` slots
- [ ] frontend has no `api("/overview")` calls
- [ ] repeated Achievements navigation does not create multiple heavy scans
- [ ] average warm load times meet SLOs
- [ ] unlock totals match pre-refactor baseline for same history
- [ ] no schema regression in `/achievements` response
---
## J) Suggested File Placement for Future Work
- backend changes: `dashboard/plugin_api.py`
- optional extraction:
- `dashboard/perf_snapshot.py`
- `dashboard/perf_scan_coordinator.py`
- frontend request hygiene: `dashboard/dist/index.js` (or source if available)
- plugin metadata: `dashboard/manifest.json`
- persisted runtime files:
- `~/.hermes/plugins/hermes-achievements/state.json` (existing unlock state)
- `~/.hermes/plugins/hermes-achievements/scan_snapshot.json` (new)
- `~/.hermes/plugins/hermes-achievements/scan_checkpoint.json` (new)
---
## K) Post-Implementation Reporting Template
Record:
- dataset size (sessions/messages/tool calls)
- pre/post `/achievements` timings (cold/warm)
- whether single-flight dedupe triggered under repeated tab open
- any behavioral diffs in unlock counts
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# Hermes Achievements Performance Spec (Post-Hackathon)
Status: Draft (no code changes yet)
Owner: hermes-achievements plugin
Scope: `dashboard/plugin_api.py` + `dashboard/dist/index.js` request behavior
Decision: **Drop `/overview` and top-banner slots**; keep only Achievements tab data path.
---
## 1) Problem Statement
Current plugin endpoints `/achievements` and `/overview` both execute a full history recomputation (`evaluate_all()`), which performs a full SessionDB scan each request.
Observed on this machine/repo:
- ~83 sessions
- ~7,125 messages
- ~3,623 tool calls
- `evaluate_all()` ~1316s per call
- `/achievements` ~1315s per call
- `/overview` ~1215s per call
- Overlap between endpoints increases perceived wait.
Given current product direction, `/overview` and cross-tab top-banner slots are not needed.
---
## 2) Goals
- Keep achievement correctness unchanged.
- Keep all Achievements-tab UX/data (unlocked/discovered/secrets/highest/latest/cards).
- Remove unused summary path (`/overview`) and slot wiring.
- Make Achievements tab faster by avoiding duplicate endpoint pathways.
- Ensure at most one heavy scan can run at a time.
Non-goals (phase 1):
- Rewriting achievement rules.
- Changing badge semantics/states.
---
## 3) Endpoint Semantics (Target)
### `GET /api/plugins/hermes-achievements/achievements`
Single source endpoint for Achievements UI.
Returns full payload used by the tab:
- `achievements`
- `unlocked_count`
- `discovered_count`
- `secret_count`
- `total_count`
- `error`
### `POST /api/plugins/hermes-achievements/rescan` (optional)
Manual refresh trigger.
Prefer async trigger + immediate status response.
### `GET /api/plugins/hermes-achievements/scan-status` (optional new)
Reports scan state for UX/ops.
### Removed
- `GET /api/plugins/hermes-achievements/overview`
---
## 4) UI Scope (Target)
Keep:
- Achievements page/tab (`/achievements` in plugin tab manifest)
- All existing Achievements tab stats/cards/filters
Remove:
- Top-banner summary slot components using `sessions:top` and `analytics:top`
- Any frontend call path to `/overview`
---
## 5) Runtime State Machine (for `/achievements`)
- `FRESH`: cached snapshot age <= TTL
- `STALE`: snapshot exists but expired
- `SCANNING`: background recompute running
- `FAILED`: last recompute failed, last good snapshot still served
Rules:
1. FRESH -> serve immediately.
2. STALE + not scanning -> serve stale snapshot immediately and launch background refresh.
3. SCANNING -> do not start another scan; join single-flight in-flight job.
4. No snapshot yet -> allow one blocking bootstrap scan.
---
## 6) Caching & Invalidation
### Phase 1
- In-memory cache + persisted snapshot file.
- TTL: 60180 seconds (configurable).
- Single-flight dedupe for scan requests.
- Persist plugin data under:
- `~/.hermes/plugins/hermes-achievements/scan_snapshot.json`
### Phase 2
- Incremental scan checkpoints with per-session fingerprints.
- Persist checkpoint data under:
- `~/.hermes/plugins/hermes-achievements/scan_checkpoint.json`
- Checkpoint stores, per session:
- `session_id`
- fingerprint (`updated_at`, message_count, or hash)
- cached per-session contribution used for aggregate recomposition
- Scan policy:
- First run: full scan and materialize snapshot + checkpoint.
- Next runs: process only new/changed sessions, reuse unchanged contributions.
- Full rebuild only on:
- schema/version change
- checkpoint corruption
- explicit full rescan
---
## 7) Frontend Contract
- Achievements tab requests `/achievements` once on mount.
- No slot-based summary fetches.
- If response says `is_stale=true`, UI may display “Updating in background”.
- Avoid duplicate mount-triggered calls and cancel stale requests on navigation.
---
## 8) SLO Targets
- `/achievements` p95 < 1s (cached)
- Max concurrent heavy scans: 1
- Background refresh should not block UI
---
## 9) Observability Requirements
Track:
- scan count
- scan duration avg/p95
- dedupe hit count (joined in-flight scans)
- stale-served count
- failures + last error
Expose minimal diagnostics in `/scan-status`.
---
## 10) Backward Compatibility
- Keep `/achievements` response shape backward-compatible.
- Removing `/overview` is acceptable because slot UI is intentionally removed.
- If temporary compatibility is needed, `/overview` can return static deprecation response for one release.
---
## 11) Risks
- Stale data confusion -> mitigate with `generated_at` and explicit refresh status.
- Cache invalidation bugs -> start with conservative TTL + manual rescan.
- Concurrency bugs -> protect scan section with lock/single-flight guard.
- Session mutation edge cases -> use per-session fingerprint invalidation (not global timestamp only).
---
## 12) Persistence Files (Explicit)
Plugin state directory:
- `~/.hermes/plugins/hermes-achievements/`
Files:
- `state.json` (existing): unlock tracking
- `scan_snapshot.json` (new): latest materialized achievements payload
- `scan_checkpoint.json` (new): per-session fingerprints + contributions for incremental refresh
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