Image uploads were treated as unknown documents and never shown to the model. PNG, JPEG, WebP, and GIF now go to Ollama vision, and history returns the image bytes.
Co-authored-by: Cursor <cursoragent@cursor.com>
## Summary
- Closes [#67](#67) — new `PromptFeedback` model (unique on `(prompt, user)`) with `rating` (`up`|`down`), optional `reason` / `comment`, and timestamps via `TimeInfoBase`.
- `POST /api/prompt_feedback` upserts `{ prompt_id, rating, reason?, comment? }`; `DELETE /api/prompt_feedback?prompt_id=` clears the caller's vote.
- `GET conversation_details` now nests the caller's `feedback: { rating, reason, comment }` (or `null`) on each prompt so [chat_web_app#101](ai_ml_operations/chat_web_app#101) can rehydrate thumbs UI.
- Auth required; users can only rate assistant prompts in their own non-deleted conversations. Distinct from app-wide `POST /feedbacks/`.
- Joinable to `PromptMetric` via `prompt_id` for per-model accuracy slices.
## Test plan
- [ ] `uv run python manage.py test chat_backend.tests.test_views_prompt_feedback`
- [ ] Upsert thumbs up, then down with reason/comment — one row updated
- [ ] DELETE clears vote; second DELETE → 404
- [ ] Rating another user's prompt → 404; rating a user message → 400
- [ ] Reload conversation details → assistant prompts show caller feedback only
- [ ] Companion FE [chat_web_app#101](ai_ml_operations/chat_web_app#101) thumbs + reason popover against this APIReviewed-on: #70
## Summary
- Closes Phases 1–3 of [#62](#62) (Phase 4 eval harness left for a follow-up).
- **Accuracy:** Retrieval is decided every turn (`GroundingDecider`, fails open). `FAST` no longer skips search — it only selects `OLLAMA_MODEL_FAST`. Search failures surface an explicit error instead of hallucinating from parametric memory.
- **Search:** Pluggable `services/search/` with **SearxNG primary** + DDGS failover, ranking/dedupe/rumour filtering, numbered dated source blocks, citations persisted on `Prompt.citations` and emitted as `{"v":1,"type":"citations",...}` after stream end.
- **Models:** Role-scoped `OLLAMA_MODEL_THINKING` / `_FAST` / `_UTILITY` / `OLLAMA_EMBED_MODEL=nomic-embed-text`, configurable `num_ctx`, real model name on `PromptMetric`, `reindex_embeddings` management command + loud embedding-dimension mismatch.
## SearxNG (ops)
See README **SearxNG** section. Short version: run `searxng/searxng` on the GPU host, enable `json` in `settings.yml`, set `SEARXNG_BASE_URL=http://10.0.0.128:8080` in prod/beta secrets, open `:8080` on the LAN firewall like Ollama.
## Test plan
- [x] `SKIP_RAG_INIT=1 python manage.py test chat_backend.tests` — 442 OK (6 skipped)
- [ ] Deploy beta with updated secrets (`OLLAMA_MODEL_*`, `OLLAMA_EMBED_MODEL=nomic-embed-text`, `SEARXNG_BASE_URL`)
- [ ] After embed change: `python manage.py reindex_embeddings`
- [ ] Verify `did Taylor Swift get married` in FAST and THINKING returns grounded answer with citations frame
- [ ] Kill SearxNG and confirm factual turns return search_unavailable (not Joe Alwyn hallucination); non-factual chat still worksReviewed-on: #65
## Summary
- Closes#31
- Ignore WebSocket `type: ping` heartbeats so keepalives no longer create conversations or hit title/LLM pipelines
- Reject empty/whitespace user messages in both chat consumers, `PromptSerializer`, and REST conversation prompt POST
## Test plan
- [x] `UserPromptGuardTestCase`, `PromptSerializerTestCase` blank/whitespace cases
- [x] `WebSocketReceiveGuardTestCase` ping ignore + empty message rejection (both WS routes)
- [ ] Deploy to beta; leave idle tab open and confirm no new rogue conversations
- [ ] Confirm normal chat send still works
Related FE: https://git.aimloperations.com/ai_ml_operations/chat_web_app/issues/51Reviewed-on: #32
## Summary
- Add `ENABLE_ACCOUNT_REGISTRATION` (default `false`) for self-serve sign-up, set via env / control-node secret (`chat_backend_<env>.env`)
- Harden `POST /api/user/create/` to create company + user, return JWTs, and reject when the flag is off
- Expose `GET /api/public/settings/` with `enable_account_registration` for the SPA
Supports frontend: [chat_web_app#31](ai_ml_operations/chat_web_app#31)
## Test plan
- [ ] `cd llm_be && uv run python manage.py test chat_backend.tests.test_views_users`
- [ ] Confirm `POST /api/user/create/` returns 403 when flag unset/false
- [ ] With `ENABLE_ACCOUNT_REGISTRATION=true`, register returns access/refresh + creates company
- [ ] `GET /api/public/settings/` returns the flag
- [ ] Add `ENABLE_ACCOUNT_REGISTRATION=false` to control-node `chat_backend_prod.env` / `chat_backend_beta.env` before deploy (see `.env.prod.example`)Reviewed-on: #25
westfarnandCursor