documentation update

This commit is contained in:
Storme-bit
2026-08-23 23:27:53 -07:00
parent c31fb786f4
commit 3d7372d04f
7 changed files with 111 additions and 297 deletions
-270
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@@ -1,270 +0,0 @@
diff -ruN a/docs/reference/API-routes.md b/docs/reference/API-routes.md
--- a/docs/reference/API-routes.md 2026-08-24 06:09:15.372210893 +0000
+++ b/docs/reference/API-routes.md 2026-08-24 06:09:15.375774861 +0000
@@ -205,6 +205,9 @@
| `scoreThreshold` | float | 0–1 | Minimum similarity score for Qdrant results |
| `semanticWeight` | float | 0–5 | RRF weight for Qdrant semantic results |
| `keywordWeight` | float | 0–5 | RRF weight for FTS5 keyword results (`0` = disabled) |
+| `contextBudget` | integer | — | Token budget for context assembly (char/4 estimation) |
+| `entityWeight` | float | — | Scoring bonus for entity-linked episodes in the context pool |
+| `minRecentEpisodes` | integer | — | Guaranteed floor of recent episodes always included in context |
| `modelsFolderPath` | string | — | Path to folder containing .gguf files |
| `temperature` | float | 0–2 | Inference randomness |
| `repeatPenalty` | float | 1–2 | Repeat token penalty |
@@ -253,6 +256,7 @@
| GET | /sessions/by-external/:externalId | Get session by external ID |
| PATCH | /sessions/by-external/:externalId | Update session fields |
| DELETE | /sessions/by-external/:externalId | Delete session (cascades to episodes) |
+| GET | /sessions/:id/entity-ids | Entity IDs linked to this session's episodes (non-project memory isolation scoping) |
> Route ordering: `by-external/:externalId` must be defined before `/:id`
> to prevent `by-external` being captured as an ID param.
@@ -279,6 +283,8 @@
| GET | /sessions/:id/episodes?limit=&offset= | Paginated episodes for a session |
| GET | /sessions/:id/episode-stats | Aggregate: count, total tokens, max id (summarization threshold check) |
| GET | /sessions/:id/episodes/since/:afterId | Episodes newer than :afterId, chronological (un-summarized tail) |
+| POST | /episodes/touch | Batch access-tracking bump — increments `access_count`, sets `last_accessed_at` |
+| GET | /sessions/:id/consolidation-candidates | Dry-run consolidation scoring (aging score, floors applied) |
| DELETE | /episodes/:id | Delete episode (SQLite + Qdrant cleanup) |
> Route ordering: `/episodes/search` must be defined before `/episodes/:id`.
@@ -293,6 +299,21 @@
}
```
+**POST /episodes/touch — body:**
+```json
+{ "ids": [54, 55, 56] }
+```
+Returns `{ "touched": 3 }`. Called fire-and-forget by orchestration after
+budget selection. Nonexistent IDs are silently skipped; `touched` echoes the
+request count, not rows matched.
+
+**GET /sessions/:id/consolidation-candidates** — returns
+`{ eligible, reason?, candidates: [...] }` where each candidate is
+`{ id, access_count, created_at, last_accessed_at, preview, aging_score }`,
+sorted by `aging_score` ascending (most eligible first). Sessions under
+`CONSOLIDATION.MIN_SESSION_EPISODES` return `eligible: false` with a `reason`.
+Observe-only — nothing is modified.
+
### Projects
| Method | Path | Description |
diff -ruN a/docs/reference/testing.md b/docs/reference/testing.md
--- a/docs/reference/testing.md 2026-08-24 06:09:15.373637589 +0000
+++ b/docs/reference/testing.md 2026-08-24 06:09:15.376597678 +0000
@@ -18,6 +18,7 @@
| `test/summarization.test.js` | Summarization decision logic | `maybeSummarize` (orchestration) |
| `test/entity-extraction.test.js` | Greeting + regurgitation guards | `mentionedIn`, `isIgnoredName` (memory-service) |
| `test/schema.test.js` | Fresh-DB schema completeness | `schema.js` string (memory-service) |
+| `test/trivial-turn.test.js` | Greeting/trivial-turn detection | `isTrivialTurn` (shared) |
| `test/migrations.test.js` | Migration version-stepping | `migrate` (memory-service) |
Tests import the **real** functions rather than reimplementing logic — the
@@ -44,3 +45,10 @@
logic (ranking, tokenizing, version-stepping, decision branches) over wiring.
Several of these tests were written *after* a bug slipped through — each new
class of mistake is worth a case so it can't recur silently.
+
+When a mocked service call changes shape (e.g. the `utilityInference` refactor
+moving summarization from Ollama's `/api/generate` to the inference service's
+`/utility/complete`), the mock URL router must move with it — an "unexpected
+fetch" throw in these tests usually means the code under test evolved, not
+broke. Runner-contract tests (migrations) inject stub no-op migration arrays
+rather than letting the real SQL-bearing migrations hit the minimal fake db.
diff -ruN a/docs/roadmap.md b/docs/roadmap.md
--- a/docs/roadmap.md 2026-08-24 06:09:15.371175009 +0000
+++ b/docs/roadmap.md 2026-08-24 06:09:15.374781393 +0000
@@ -74,8 +74,9 @@
### 3. Memory Consolidation Lifecycle
Prevents long-term memory degradation and enables compression.
-- [ ] Episode aging — score/weight episodes by recency and access frequency
-- [ ] Consolidation pass — merge related low-weight episodes into summary nodes
+- [x] Episode aging — `access_count` + `last_accessed_at` columns (v2 migration), batch touch on retrieval selection (`POST /episodes/touch`), aging score `access_count / (1 + days since last access)`
+- [x] Dry-run candidates endpoint — `GET /sessions/:id/consolidation-candidates` with age + session-size floors (observe-only phase before destructive pass)
+- [ ] Consolidation pass — merge related low-weight episodes into summary nodes (incl. Qdrant vector + entity link cleanup)
- [ ] Orphan cleanup — remove entities no longer referenced by active episodes
### 4. User Preference Model
@@ -90,11 +91,11 @@
- [ ] Confidence bands — FAST PATH (memory lookup only) vs FULL (LLM + context)
- [ ] Fast-path handlers — direct memory queries, session lookups, factual recalls
-### 6. Smarter Context Assembly *(inspired by acid2lake)*
+### 6. Smarter Context Assembly *(inspired by acid2lake)* ✅
Budget-aware context selection instead of dumping all relevant memory into the prompt.
-- [ ] Token budget manager in orchestration
-- [ ] Priority scoring — recency × relevance × entity weight
-- [ ] Configurable context budget via env var
+- [x] Token budget manager in orchestration (`selectWithinBudget`, char/4 estimation on stored text)
+- [x] Priority scoring — RRF fusion + recency + entity boost (`buildScoredPool`)
+- [x] Configurable via settings (`contextBudget`, `entityWeight`, `minRecentEpisodes`) — live, no restart
### 7. Procedural Memory Store *(inspired by acid2lake)*
Learns "how NexusAI has successfully handled this type of request before."
@@ -227,4 +228,4 @@
---
-*Last updated: April 2026*
\ No newline at end of file
+*Last updated: August 2026*
\ No newline at end of file
diff -ruN a/docs/services/memory-service.md b/docs/services/memory-service.md
--- a/docs/services/memory-service.md 2026-08-24 06:09:15.372796767 +0000
+++ b/docs/services/memory-service.md 2026-08-24 06:09:15.376191053 +0000
@@ -78,6 +78,11 @@
```js
const migrations = [
(_db) => {}, // v0 → v1: consolidated baseline (historical ALTERs folded into schema.js)
+ (db) => { // v1 → v2: access tracking for consolidation lifecycle
+ db.exec(`ALTER TABLE episodes ADD COLUMN last_accessed_at INTEGER`);
+ db.exec(`ALTER TABLE episodes ADD COLUMN access_count INTEGER NOT NULL DEFAULT 0`);
+ db.exec(`UPDATE episodes SET last_accessed_at = created_at`); // backfill
+ },
];
const LATEST_VERSION = migrations.length; // derived, never hand-maintained
```
@@ -121,6 +126,12 @@
- `foreign_keys = ON` — enforces referential integrity and cascade deletes
- PRAGMAs set via `db.pragma()`, not `db.exec()`
+> **Copying a live WAL database:** `cp` on the `.db` file alone silently loses
+> everything in the un-checkpointed `-wal` file (recent writes, even the
+> migration version stamp). Always use
+> `sqlite3 nexusai.db "VACUUM INTO './copy.db'"` (or `.backup`) — safe while
+> the service is running, produces a complete single-file snapshot.
+
### Dynamic Updates
Both `updateSession` and `updateProject` build their `SET` clause dynamically
@@ -204,6 +215,28 @@
> For full details on trigger conditions, prompt format, cumulative updates,
> and ChatML token stripping, see `summarization.md`.
+## Access Tracking & Consolidation (dry-run)
+
+Every episode selected into a chat context window (budget-selected, not the
+guaranteed-recency floor) gets an access bump via `POST /episodes/touch` —
+`access_count` incremented, `last_accessed_at` set to `Date.now()` (ms).
+Called fire-and-forget from orchestration; a failure loses one increment,
+nothing more.
+
+`GET /sessions/:id/consolidation-candidates` scores episodes by
+`access_count / (1 + days since last access)` — never-accessed episodes fall
+back to `created_at` for the recency term and score exactly 0 (most eligible).
+Two floors apply: episodes younger than `CONSOLIDATION.MIN_AGE_DAYS` are
+excluded in SQL; sessions under `CONSOLIDATION.MIN_SESSION_EPISODES` return
+`eligible: false` before scoring runs. The endpoint is observe-only — the
+destructive pass (merge → summarize → Qdrant cleanup → orphan sweep) is not
+yet built.
+
+> **Unit note:** `created_at` is unix **seconds** (`unixepoch()`);
+> `last_accessed_at` is unix **milliseconds** (`Date.now()`). The scoring
+> query normalizes with `created_at * 1000`. Keep this in mind for any new
+> queries touching both columns.
+
## Delete Behaviour (SQLite + Qdrant consistency)
SQLite cascades handle relational cleanup, but Qdrant is a separate store and
diff -ruN a/docs/services/orchestration-service.md b/docs/services/orchestration-service.md
--- a/docs/services/orchestration-service.md 2026-08-24 06:09:15.373384709 +0000
+++ b/docs/services/orchestration-service.md 2026-08-24 06:09:15.376427273 +0000
@@ -73,6 +73,9 @@
| `scoreThreshold` | 0.5 | Minimum similarity score for Qdrant semantic results |
| `semanticWeight` | 1.0 | RRF weight for Qdrant semantic results |
| `keywordWeight` | 0 | RRF weight for FTS5 keyword results (`0` = disabled) |
+| `contextBudget` | — | Token budget for context assembly (char/4 estimation on stored text) |
+| `entityWeight` | — | Scoring bonus for entity-linked episodes in the context pool |
+| `minRecentEpisodes` | — | Guaranteed floor of recent episodes always included in context |
| `modelsFolderPath` | `/mnt/nexus-models` | Path to folder containing .gguf files |
| `temperature` | 0.7 | Inference temperature |
| `repeatPenalty` | 1.1 | Repeat token penalty |
@@ -101,35 +104,43 @@
4. **Recent episode retrieval** — fetch most recent episodes (`recentEpisodeLimit`).
-5. **Fused episode retrieval** — runs semantic (Qdrant) and keyword (FTS5)
+5. **Trivial-turn gate** — greetings/pleasantries (`isTrivialTurn`) skip all
+ retrieval (semantic, keyword, entity); recent history alone is the context.
+ Breaks the greeting → marginal-retrieval → confabulation loop.
+
+6. **Fused episode retrieval** — runs semantic (Qdrant) and keyword (FTS5)
search in parallel, then merges results via Reciprocal Rank Fusion (RRF).
- Both paths are filtered against `recentIds` before fusion. FTS is scoped
- to the current session or all project sessions. If `keywordWeight` is `0`,
- the FTS call is skipped entirely. Non-critical — failures fall back to
- whichever strategy succeeded.
-
-6. **Entity search** — query `entities` Qdrant collection filtered by
- `projectId`. Returns entity IDs alongside Qdrant payload data (the Qdrant
- point ID equals the SQLite entity ID). Non-critical.
-
-7. **Graph neighborhood expansion** — call `POST /graph/neighbors` on
- memory-service with the entity IDs from step 6. Returns a 1-hop subgraph
- `{ nodes, edges }` — entity objects plus the relationships connecting them.
- If no entities were found or the graph call fails, falls back to flat entity
- list (no edges). Non-critical.
-
-8. **Prompt assembly** — combine system prompt, graph context, fused episodes,
- recent episodes, and user message.
+ The query is embedded once and shared with entity search. Both paths are
+ filtered against `recentIds` before fusion. FTS is scoped to the current
+ session or all project sessions. If `keywordWeight` is `0`, the FTS call
+ is skipped entirely. Non-critical — failures fall back to whichever
+ strategy succeeded.
+
+7. **Entity search + graph expansion** — query `entities` Qdrant collection
+ (project-scoped, or session-scoped via `/sessions/:id/entity-ids` for
+ non-project chats). Entity IDs are expanded into a 1-hop subgraph via
+ `POST /graph/neighbors`; on failure, falls back to flat entity list.
+ Non-critical.
+
+8. **Scored pool + budget selection** — `buildScoredPool` combines RRF scores,
+ recency, and entity-linkage bonus; `selectWithinBudget` fills `contextBudget`
+ (char/4 token estimation on stored text) above a guaranteed floor of
+ `minRecentEpisodes` recent episodes. Selected episode IDs are then reported
+ to `POST /episodes/touch` fire-and-forget (access tracking for the
+ consolidation lifecycle).
+
+9. **Prompt assembly** — combine system prompt, graph context, selected
+ episodes, guaranteed recent episodes, and user message.
-9. **Inference** — send to inference service. `/chat` awaits full response;
- `/chat/stream` pipes SSE chunks to the client.
+10. **Inference** — send to inference service. `/chat` awaits full response;
+ `/chat/stream` pipes SSE chunks to the client.
-10. **Episode write** — write exchange back to memory with `projectId`.
+11. **Episode write** — write exchange back to memory with `projectId`.
-11. **Summarisation trigger** — `triggerSummary(session, allEpisodes)` called
+12. **Summarisation trigger** — `triggerSummary(session)` called
fire-and-forget. See `summarization.md` for full details.
-12. **Auto-naming** — on first message with no session name, fires a secondary
+13. **Auto-naming** — on first message with no session name, fires a secondary
inference call (max 20 tokens, temperature 0.3) to generate a session name.
### Prompt Structure
diff -ruN a/docs/services/shared.md b/docs/services/shared.md
--- a/docs/services/shared.md 2026-08-24 06:09:15.371834893 +0000
+++ b/docs/services/shared.md 2026-08-24 06:09:15.374906804 +0000
@@ -203,6 +203,16 @@
SUMMARY_MIN_EPISODES=5
```
+#### `CONSOLIDATION`
+
+Controls the memory consolidation lifecycle (currently dry-run only).
+
+| Key | Value | Description |
+|---|---|---|
+| `MIN_AGE_DAYS` | `7` | Episodes younger than this are never consolidation candidates |
+| `MIN_SESSION_EPISODES` | `20` | Sessions with fewer episodes are skipped entirely |
+| `CANDIDATE_LIMIT` | `50` | Max candidates returned per scoring query |
+
#### `SQLITE`
| Key | Value | Description |
+21
View File
@@ -205,6 +205,9 @@ Returns `503` if llama-server is unreachable.
| `scoreThreshold` | float | 0–1 | Minimum similarity score for Qdrant results |
| `semanticWeight` | float | 0–5 | RRF weight for Qdrant semantic results |
| `keywordWeight` | float | 0–5 | RRF weight for FTS5 keyword results (`0` = disabled) |
| `contextBudget` | integer | — | Token budget for context assembly (char/4 estimation) |
| `entityWeight` | float | — | Scoring bonus for entity-linked episodes in the context pool |
| `minRecentEpisodes` | integer | — | Guaranteed floor of recent episodes always included in context |
| `modelsFolderPath` | string | — | Path to folder containing .gguf files |
| `temperature` | float | 0–2 | Inference randomness |
| `repeatPenalty` | float | 1–2 | Repeat token penalty |
@@ -253,6 +256,7 @@ orchestration.
| GET | /sessions/by-external/:externalId | Get session by external ID |
| PATCH | /sessions/by-external/:externalId | Update session fields |
| DELETE | /sessions/by-external/:externalId | Delete session (cascades to episodes) |
| GET | /sessions/:id/entity-ids | Entity IDs linked to this session's episodes (non-project memory isolation scoping) |
> Route ordering: `by-external/:externalId` must be defined before `/:id`
> to prevent `by-external` being captured as an ID param.
@@ -279,6 +283,8 @@ Both fields are optional. Only provided fields are updated.
| GET | /sessions/:id/episodes?limit=&offset= | Paginated episodes for a session |
| GET | /sessions/:id/episode-stats | Aggregate: count, total tokens, max id (summarization threshold check) |
| GET | /sessions/:id/episodes/since/:afterId | Episodes newer than :afterId, chronological (un-summarized tail) |
| POST | /episodes/touch | Batch access-tracking bump — increments `access_count`, sets `last_accessed_at` |
| GET | /sessions/:id/consolidation-candidates | Dry-run consolidation scoring (aging score, floors applied) |
| DELETE | /episodes/:id | Delete episode (SQLite + Qdrant cleanup) |
> Route ordering: `/episodes/search` must be defined before `/episodes/:id`.
@@ -293,6 +299,21 @@ Both fields are optional. Only provided fields are updated.
}
```
**POST /episodes/touch — body:**
```json
{ "ids": [54, 55, 56] }
```
Returns `{ "touched": 3 }`. Called fire-and-forget by orchestration after
budget selection. Nonexistent IDs are silently skipped; `touched` echoes the
request count, not rows matched.
**GET /sessions/:id/consolidation-candidates** — returns
`{ eligible, reason?, candidates: [...] }` where each candidate is
`{ id, access_count, created_at, last_accessed_at, preview, aging_score }`,
sorted by `aging_score` ascending (most eligible first). Sessions under
`CONSOLIDATION.MIN_SESSION_EPISODES` return `eligible: false` with a `reason`.
Observe-only — nothing is modified.
### Projects
| Method | Path | Description |
+8
View File
@@ -18,6 +18,7 @@ npm test # = node --test (discovers test/*.test.js at the repo root)
| `test/summarization.test.js` | Summarization decision logic | `maybeSummarize` (orchestration) |
| `test/entity-extraction.test.js` | Greeting + regurgitation guards | `mentionedIn`, `isIgnoredName` (memory-service) |
| `test/schema.test.js` | Fresh-DB schema completeness | `schema.js` string (memory-service) |
| `test/trivial-turn.test.js` | Greeting/trivial-turn detection | `isTrivialTurn` (shared) |
| `test/migrations.test.js` | Migration version-stepping | `migrate` (memory-service) |
Tests import the **real** functions rather than reimplementing logic — the
@@ -44,3 +45,10 @@ Keep the pattern: export the real function, import it, mock I/O at the boundary
logic (ranking, tokenizing, version-stepping, decision branches) over wiring.
Several of these tests were written *after* a bug slipped through — each new
class of mistake is worth a case so it can't recur silently.
When a mocked service call changes shape (e.g. the `utilityInference` refactor
moving summarization from Ollama's `/api/generate` to the inference service's
`/utility/complete`), the mock URL router must move with it — an "unexpected
fetch" throw in these tests usually means the code under test evolved, not
broke. Runner-contract tests (migrations) inject stub no-op migration arrays
rather than letting the real SQL-bearing migrations hit the minimal fake db.
+8 -7
View File
@@ -74,8 +74,9 @@ Multi-strategy retrieval merged into a single ranked result set.
### 3. Memory Consolidation Lifecycle
Prevents long-term memory degradation and enables compression.
- [ ] Episode aging — score/weight episodes by recency and access frequency
- [ ] Consolidation pass — merge related low-weight episodes into summary nodes
- [x] Episode aging — `access_count` + `last_accessed_at` columns (v2 migration), batch touch on retrieval selection (`POST /episodes/touch`), aging score `access_count / (1 + days since last access)`
- [x] Dry-run candidates endpoint — `GET /sessions/:id/consolidation-candidates` with age + session-size floors (observe-only phase before destructive pass)
- [ ] Consolidation pass — merge related low-weight episodes into summary nodes (incl. Qdrant vector + entity link cleanup)
- [ ] Orphan cleanup — remove entities no longer referenced by active episodes
### 4. User Preference Model
@@ -90,11 +91,11 @@ Short-circuit simple requests before they reach the LLM.
- [ ] Confidence bands — FAST PATH (memory lookup only) vs FULL (LLM + context)
- [ ] Fast-path handlers — direct memory queries, session lookups, factual recalls
### 6. Smarter Context Assembly *(inspired by acid2lake)*
### 6. Smarter Context Assembly *(inspired by acid2lake)* ✅
Budget-aware context selection instead of dumping all relevant memory into the prompt.
- [ ] Token budget manager in orchestration
- [ ] Priority scoring — recency × relevance × entity weight
- [ ] Configurable context budget via env var
- [x] Token budget manager in orchestration (`selectWithinBudget`, char/4 estimation on stored text)
- [x] Priority scoring — RRF fusion + recency + entity boost (`buildScoredPool`)
- [x] Configurable via settings (`contextBudget`, `entityWeight`, `minRecentEpisodes`) — live, no restart
### 7. Procedural Memory Store *(inspired by acid2lake)*
Learns "how NexusAI has successfully handled this type of request before."
@@ -227,4 +228,4 @@ The JARVIS moment — NexusAI reasons, plans, and acts across multiple steps.
---
*Last updated: April 2026*
*Last updated: August 2026*
+33
View File
@@ -78,6 +78,11 @@ does **not** reconcile columns on old tables — that's what migrations are for)
```js
const migrations = [
(_db) => {}, // v0 → v1: consolidated baseline (historical ALTERs folded into schema.js)
(db) => { // v1 → v2: access tracking for consolidation lifecycle
db.exec(`ALTER TABLE episodes ADD COLUMN last_accessed_at INTEGER`);
db.exec(`ALTER TABLE episodes ADD COLUMN access_count INTEGER NOT NULL DEFAULT 0`);
db.exec(`UPDATE episodes SET last_accessed_at = created_at`); // backfill
},
];
const LATEST_VERSION = migrations.length; // derived, never hand-maintained
```
@@ -121,6 +126,12 @@ previously ran on every startup.
- `foreign_keys = ON` — enforces referential integrity and cascade deletes
- PRAGMAs set via `db.pragma()`, not `db.exec()`
> **Copying a live WAL database:** `cp` on the `.db` file alone silently loses
> everything in the un-checkpointed `-wal` file (recent writes, even the
> migration version stamp). Always use
> `sqlite3 nexusai.db "VACUUM INTO './copy.db'"` (or `.backup`) — safe while
> the service is running, produces a complete single-file snapshot.
### Dynamic Updates
Both `updateSession` and `updateProject` build their `SET` clause dynamically
@@ -204,6 +215,28 @@ service is responsible only for CRUD — generation logic lives in orchestration
> For full details on trigger conditions, prompt format, cumulative updates,
> and ChatML token stripping, see `summarization.md`.
## Access Tracking & Consolidation (dry-run)
Every episode selected into a chat context window (budget-selected, not the
guaranteed-recency floor) gets an access bump via `POST /episodes/touch` —
`access_count` incremented, `last_accessed_at` set to `Date.now()` (ms).
Called fire-and-forget from orchestration; a failure loses one increment,
nothing more.
`GET /sessions/:id/consolidation-candidates` scores episodes by
`access_count / (1 + days since last access)` — never-accessed episodes fall
back to `created_at` for the recency term and score exactly 0 (most eligible).
Two floors apply: episodes younger than `CONSOLIDATION.MIN_AGE_DAYS` are
excluded in SQL; sessions under `CONSOLIDATION.MIN_SESSION_EPISODES` return
`eligible: false` before scoring runs. The endpoint is observe-only — the
destructive pass (merge → summarize → Qdrant cleanup → orphan sweep) is not
yet built.
> **Unit note:** `created_at` is unix **seconds** (`unixepoch()`);
> `last_accessed_at` is unix **milliseconds** (`Date.now()`). The scoring
> query normalizes with `created_at * 1000`. Keep this in mind for any new
> queries touching both columns.
## Delete Behaviour (SQLite + Qdrant consistency)
SQLite cascades handle relational cleanup, but Qdrant is a separate store and
+31 -20
View File
@@ -73,6 +73,9 @@ via `appSettings.load()` — changes apply immediately without a service restart
| `scoreThreshold` | 0.5 | Minimum similarity score for Qdrant semantic results |
| `semanticWeight` | 1.0 | RRF weight for Qdrant semantic results |
| `keywordWeight` | 0 | RRF weight for FTS5 keyword results (`0` = disabled) |
| `contextBudget` | — | Token budget for context assembly (char/4 estimation on stored text) |
| `entityWeight` | — | Scoring bonus for entity-linked episodes in the context pool |
| `minRecentEpisodes` | — | Guaranteed floor of recent episodes always included in context |
| `modelsFolderPath` | `/mnt/nexus-models` | Path to folder containing .gguf files |
| `temperature` | 0.7 | Inference temperature |
| `repeatPenalty` | 1.1 | Repeat token penalty |
@@ -101,35 +104,43 @@ difference is how the inference response is delivered to the client.
4. **Recent episode retrieval** — fetch most recent episodes (`recentEpisodeLimit`).
5. **Fused episode retrieval** — runs semantic (Qdrant) and keyword (FTS5)
5. **Trivial-turn gate** — greetings/pleasantries (`isTrivialTurn`) skip all
retrieval (semantic, keyword, entity); recent history alone is the context.
Breaks the greeting → marginal-retrieval → confabulation loop.
6. **Fused episode retrieval** — runs semantic (Qdrant) and keyword (FTS5)
search in parallel, then merges results via Reciprocal Rank Fusion (RRF).
Both paths are filtered against `recentIds` before fusion. FTS is scoped
to the current session or all project sessions. If `keywordWeight` is `0`,
the FTS call is skipped entirely. Non-critical — failures fall back to
whichever strategy succeeded.
The query is embedded once and shared with entity search. Both paths are
filtered against `recentIds` before fusion. FTS is scoped to the current
session or all project sessions. If `keywordWeight` is `0`, the FTS call
is skipped entirely. Non-critical — failures fall back to whichever
strategy succeeded.
6. **Entity search** — query `entities` Qdrant collection filtered by
`projectId`. Returns entity IDs alongside Qdrant payload data (the Qdrant
point ID equals the SQLite entity ID). Non-critical.
7. **Entity search + graph expansion** — query `entities` Qdrant collection
(project-scoped, or session-scoped via `/sessions/:id/entity-ids` for
non-project chats). Entity IDs are expanded into a 1-hop subgraph via
`POST /graph/neighbors`; on failure, falls back to flat entity list.
Non-critical.
7. **Graph neighborhood expansion** — call `POST /graph/neighbors` on
memory-service with the entity IDs from step 6. Returns a 1-hop subgraph
`{ nodes, edges }` — entity objects plus the relationships connecting them.
If no entities were found or the graph call fails, falls back to flat entity
list (no edges). Non-critical.
8. **Scored pool + budget selection** — `buildScoredPool` combines RRF scores,
recency, and entity-linkage bonus; `selectWithinBudget` fills `contextBudget`
(char/4 token estimation on stored text) above a guaranteed floor of
`minRecentEpisodes` recent episodes. Selected episode IDs are then reported
to `POST /episodes/touch` fire-and-forget (access tracking for the
consolidation lifecycle).
8. **Prompt assembly** — combine system prompt, graph context, fused episodes,
recent episodes, and user message.
9. **Prompt assembly** — combine system prompt, graph context, selected
episodes, guaranteed recent episodes, and user message.
9. **Inference** — send to inference service. `/chat` awaits full response;
`/chat/stream` pipes SSE chunks to the client.
10. **Inference** — send to inference service. `/chat` awaits full response;
`/chat/stream` pipes SSE chunks to the client.
10. **Episode write** — write exchange back to memory with `projectId`.
11. **Episode write** — write exchange back to memory with `projectId`.
11. **Summarisation trigger** — `triggerSummary(session, allEpisodes)` called
12. **Summarisation trigger** — `triggerSummary(session)` called
fire-and-forget. See `summarization.md` for full details.
12. **Auto-naming** — on first message with no session name, fires a secondary
13. **Auto-naming** — on first message with no session name, fires a secondary
inference call (max 20 tokens, temperature 0.3) to generate a session name.
### Prompt Structure
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@@ -203,6 +203,16 @@ SUMMARY_MAX_TOKENS=800
SUMMARY_MIN_EPISODES=5
```
#### `CONSOLIDATION`
Controls the memory consolidation lifecycle (currently dry-run only).
| Key | Value | Description |
|---|---|---|
| `MIN_AGE_DAYS` | `7` | Episodes younger than this are never consolidation candidates |
| `MIN_SESSION_EPISODES` | `20` | Sessions with fewer episodes are skipped entirely |
| `CANDIDATE_LIMIT` | `50` | Max candidates returned per scoring query |
#### `SQLITE`
| Key | Value | Description |