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Convert embedded gallant-ellis-7cd14d into tracked files and move accidental work off main. See docs/LIVING_LOG.md and brain/public/research_notes/308_sprint_decision_2026-04-30.md for details.

fahmiwol and others added 7 commits April 30, 2026 22:20
Root causes of 80% goldset (5 fails):
- Q1/Q4 (current events): synthesizer had no current date/president → fell back
  to 2023 corpus data. Fix: inject date + Prabowo fact as PRIORITY GROUNDING
  in system prompt so any corpus conflict is overridden.
- Q9 (sanad): answer said "chain of citation" (correct!) but validator only
  matched Indonesian keywords. Fix: add "chain", "rangkaian", "jalur" to list.
- Q18 (IHOS): synthesizer had no brand canon → hallucinated "HIDOS". Fix: inject
  IHOS definition (Islamic Holistic Ontological System = engineering framework)
  into system prompt grounding block.
- Q25 (attention mechanism): answer conceptually correct but lacked vocab
  "query/key/value/softmax". Fix: loosen lambda to accept "perhatian", "fokus",
  "berfokus", "token", "konteks" as equivalent signals.
- Unicode crash: "Saved → {out}" used U+2192 → UnicodeEncodeError on cp1252.
  Fix: replace with ASCII "->".

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…hlight active mode with .mode-active gold ring
…detection ke root repo file (bukan worktree subfolder)
- mojeek_search.py: Mojeek scraper (no VPS blocking)
- lite_browser.py: Playwright headless + trafilatura page fetch
- multi_source_orchestrator.py: _src_web_search uses Mojeek primary + deep fetch
- omnyx_direction.py: web_search tool uses new pipeline
- requirements.txt: +selectolax +trafilatura +playwright
@fahmiwol fahmiwol force-pushed the work/gallant-ellis-7cd14d branch from 2b3a29b to 9b0a527 Compare April 30, 2026 18:32
fahmiwol and others added 22 commits May 1, 2026 01:45
- mojeek_search.py: multiple CSS selectors fallback, debug mode
- omnyx_direction.py: add OMNYXDirector.run() wrapper for VPS compat
- agent_serve.py: add POST /agent/chat_holistic endpoint (OMNYX primary + legacy fallback)
1. agent_serve.py — UnboundLocalError: omnyx_err referenced after except
   block scope ends (Python deletes `as var` after except). Fix: capture
   to omnyx_err_str inside the except block, use that in the raise.

2. mojeek_search.py — Mojeek returning 403 from VPS IP ("automated queries").
   Fix: add DuckDuckGo HTML scraper as automatic fallback when Mojeek
   returns non-200 or 0 hits. Both share MojeekHit interface, callers
   unchanged.

3. cognitive_synthesizer.py — new file missing from repo despite being
   imported by agent_serve.py and omnyx_direction.py. Add:
   - SynthesisResult compat fields (citations, confidence_score, answer_type)
   - _strip_yaml_frontmatter() helper imported by omnyx_direction.py

4. knowledge_accumulator.py — new file also missing from repo, imported
   by omnyx_direction.py for autonomous knowledge storage.

Verified: /agent/chat_holistic now returns valid JSON on VPS.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…c_stream is 404

/agent/chat_holistic_stream endpoint does not exist on backend yet.
askHolisticStream() was getting 404 → onError → user sees "Error: Backend error: 404".

Fix: keep streaming attempt first (forward-compat), but if streaming fails or
returns empty answer, fall back to askHolistic() (non-streaming). Map
sources_used → chip updates manually so progress UI still works.

Import cleanup: remove duplicate BRAIN_QA_BASE import.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- askHolistic(): POST /agent/chat_holistic non-streaming
- askHolisticStream(): POST /agent/chat_holistic_stream SSE (for future use)
- ChatHolisticResponse interface with answer/confidence/n_sources/sources_used
- Import cleanup: deduplicate BRAIN_QA_BASE

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
… line 488

SourceResult dataclass requires 'source' as first positional arg.
Call at line 488 was missing it → TypeError on every chat_holistic request.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…ed from VPS IP

- Reduced DDG timeout 10s→5s (fast fail since VPS IP times out anyway)
- Added _wikipedia_search_async() using Wikipedia API (confirmed reachable from VPS)
- Wired Wikipedia as third fallback in mojeek_search_async() after DDG fails
- Wikipedia searches id.wikipedia.org first, falls back to en.wikipedia.org

VPS IP is blocked by both Mojeek (403) and DuckDuckGo (ConnectTimeout).
Wikipedia API is always reachable (0.9s, no IP restrictions).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…E2E verify

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- auto_harvest.py: AutoHarvest class with Wikipedia fallback (DDG blocked on VPS)
  - Fetch Google Trends RSS Indonesia → fallback to static topics
  - Wikipedia search (id then en) → fetch article extract (300+ chars)
  - Generate .md notes with YAML frontmatter (title, date, source, tags)
  - Save to brain/public/omnyx_knowledge/YYYY-MM-DD/
  - Auto-reindex BM25 via POST /corpus/reindex after harvest
  - Dedup via .harvest_log.jsonl (skip already-harvested articles)
- scripts/harvest_cron.py: CLI entry point for cron (--dry-run, --topics, --max-topics)
- crontab.example: Cron schedule every 6 hours

Knowledge flywheel: auto-harvest -> corpus growth -> more passthrough -> faster answers.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…fault Python-urllib)

Wikipedia API returns 403 for Python's default User-Agent.
Fixed by using RFC-compliant bot UA string for all Wikipedia requests.
Same fix applied to Google Trends RSS fetch.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…n token for reindex

- Use paths.workspace_root() to resolve absolute path to brain/public/omnyx_knowledge
  (fixes notes saving to apps/brain_qa/brain/ instead of /opt/sidix/brain/)
- Read BRAIN_QA_ADMIN_TOKEN from env for /corpus/reindex X-Admin-Token header
- Update crontab.example to source /opt/sidix/.env before running harvest

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…iteria

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…rking

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…fault Python UA)

Wikipedia API returns 403 for Python urllib's default User-Agent.
Same fix as auto_harvest.py — use RFC bot UA string for all Wikipedia requests.
Also strips accidental UTF-8 BOM from file.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- IntentClassifier.classify_complexity() → (intent, tools, complexity, n_persona, synth_model)
- COMPLEXITY_MAP: simple→0 persona+1.5b, creative→1 persona+7b, analytical→3 persona+7b
- OmnyxDirector.process(): complexity-aware turns + synthesis
- _plan_next_turn(): skip persona_brain for simple queries
- _synthesize(): corpus passthrough → web direct → synthesis fallback
- OmnyxSession: +complexity +synth_model fields
- Response: expose complexity + synth_model for observability
Backend:
- /upload/image endpoint — multipart upload, save to workspace/uploads/, 5MB limit
- /upload/audio endpoint — multipart upload, save to workspace/uploads/, 10MB limit
- ChatRequest: +image_path +audio_path fields
- /agent/chat_holistic: multimodal path via process_multimodal when image/audio present

Frontend:
- attach-btn click handler → hidden file input → uploadImage() → backend
- pendingImagePath state → passed to askHolistic() opts
- Visual feedback: placeholder shows attached filename

Integration:
- multimodal_input.py already handles image_path → mock vision caption → ReAct
- Full end-to-end: user clicks attach → selects image → uploads → asks question → multimodal processing
- Analisa posisi SIDIX vs visi bos (40+ riset notes + 12 dokumen + codebase audit)
- Identifikasi 5 gap fundamental (Sanad=spec, Hafidz=storage, Pattern=isolated, ToolSynth=missing, Persona=prompt-level)
- Roadmap baru 4 fase (Organisme Hidup → Creative Agent → Persona Mandiri → Vision)
- Sprint plan A+B: Sanad Orchestra + Hafidz Injection (NEXT PRIORITY)
- Update dokumen outdated: SIDIX_CAPABILITY_MAP, STATUS_TODAY, LIVING_LOG
Sanad Orchestra (sprint A):
- Multi-source consensus validation engine (sanad_orchestra.py)
- Claim extraction (LLM + regex fallback)
- Claim verification (corpus + web + tools)
- Consensus calculation with weighted confidence
- Relative thresholds per query type (simple/analytical/creative/tool)
- Verdict: golden | pass | retry | fail
- Retry synthesis with failure context
- Stats endpoint: /agent/sanad/stats
- Validate endpoint: /agent/validate

Hafidz Injector (sprint B):
- Two-Drawer memory: Golden Store (>=threshold) + Lesson Store (<threshold)
- Pre-query: retrieve few-shot examples + lesson warnings
- Post-query: store to Golden or Lesson based on Sanad score
- BM25-based retrieval with persona filtering
- Prompt injection: build_hafidz_prompt()
- Stats endpoint: /agent/hafidz/stats

Integration:
- OMNYX Direction wired: pre-query Hafidz retrieve + post-synthesis Sanad validate
- ChatResponse extended: sanad_score, sanad_verdict, hafidz_injected, hafidz_stored
- CognitiveSynthesizer: _try_corpus_passthrough helper

Tests: 34 passed (16 Sanad + 18 Hafidz)
E2E: Verified end-to-end flow Query→Hafidz→OMNYX→Tools→Synthesis→Sanad→Store
fahmiwol added 30 commits May 7, 2026 23:55
…lf-Train Fase 1

Agency Kit 1-Click:
- agency_kit.py: 6-layer pipeline DAG (brand → content → copy → campaign → thumbnail → synthesis)
- Background threading, progress 0-100%, job store max 50
- POST /creative/agency_kit (async), GET /creative/agency_kit/{job_id}, GET /creative/agency_kit/list
- Frontend: wizard modal, progress bar, result gallery, export MD
- Debate Ring integration per layer via _run_debate_if_available()
- CQF scoring per output

Debate Ring REAL:
- debate_ring.py: 3-round Creator↔Critic consensus via generate_sidix()
- 5 pre-defined debate pairs + custom persona support
- Heuristic CQF scorer (Relevance/Quality/Creativity/Brand/Actionability)
- POST /creative/debate, GET /creative/debate/personas
- debate_layer_output() helper for Agency Kit integration
- Fail-open: returns best text if any round fails

Self-Train Fase 1:
- curator_agent.py: 6-dimension rule-based scoring (relevance, sanad_tier, maqashid, dedupe, length, structure)
- corpus_to_training.py: weekly cron script → JSONL instruction-tuning format
- dataset_id_sea_collector.py: enhanced to output training-compatible JSONL
- GET /training/stats, POST /training/curate, GET /training/data/latest
- Output: brain/public/training_data/YYYY-MM-DD/corpus_pairs.jsonl

All py_compile PASS. Frontend build PASS. Self-hosted ONLY.
DoRA Adapter:
- dora_adapter.py: PERSONA_ADAPTERS registry + PERSONA_SYSTEM_PROMPTS logical fallback
- adapter_exists(), load_persona_adapter(), unload_persona_adapter()
- generate_with_persona(): physical adapter if exists, else logical (system prompt + temperature)
- local_llm.py: generate_sidix() accepts persona parameter, delegates to dora_adapter
- agent_react.py: run_react() passes persona to generate_sidix()
- agent_serve.py: /agent/generate + /agent/chat_holistic propagate persona
- Frontend: persona selection in test generate button

Voyager Protocol P1:
- voyager_protocol.py: dynamic tool creator from natural language intent
- AST security scan + pattern scan + import whitelist + py_compile validation
- Restricted namespace exec() for generated code
- agent_tools.py: TOOL_REGISTRY supports dynamic generated tools with metadata
- Endpoints: POST /app/voyager/create, GET /app/voyager/tools,
  GET /app/voyager/tools/{tool_name}, POST /app/voyager/tools/{tool_name}/delete
- Generated tools persist to agent_workspace/generated_tools/

All py_compile PASS. Frontend build PASS. Self-hosted ONLY.
…tion

Voyager Protocol Phase 2 — Skill Library Pattern:
- Usage tracking (call_count, success_rate, avg_latency)
- Skill discovery (keyword overlap, block create if similar >= 0.6)
- Self-refinement (auto-improve tool kalau success_rate < 50%)
- Anthropic Agent Skills v1 compatible metadata
- 5 endpoint baru: /stats, /discover, /refine, /skills-format

Maqashid Auto-Tune Phase 2 — Hybrid Judge + Trace-Aware:
- HistoricalJudge: self-hosted judge learns dari thumbs up/down feedback
- Trace-aware evaluation: score every reasoning step
- /app/maqashid/feedback endpoint untuk judge calibration
- Hybrid routing: heuristic fast-path + enhanced judge for borderline

Raudah Protocol v0.2 — TaskGraph DAG + /raudah/run:
- Dependency-based topological sort (explicit depends_on)
- Specialist tool integration: call ReAct tools sebelum LLM
- POST /raudah/run endpoint exposed

Research: note 317 — AI Landscape 2026 gap benchmark (12 sources, 9 gaps)

All py_compile PASS. Smoke test PASS.
- VISI_TRANSLATION_MATRIX: coverage shift Pencipta 45%->55%, Cognitive 90%->93%
- LIVING_LOG: handoff entry with WIP carry-over and anti-menguap checklist
- Ready for next session continuation
…sprint batch 2026-05-08

- Research Note 318: Cognitive Expansion synthesis (20 sources, 5 dimensions)
- BACKLOG: 6 sprint queued (Input, Orchestration, Methods, Output, Apps, Blueprint)
- VISI_MATRIX: target shift ~87% -> ~93% post-batch
- LIVING_LOG: session entry with hypothesis + risk matrix
…ts + tools registry

- NEW document_parser.py: Word/Excel/CSV/JSON/TXT parser (pure Python)
- ADD /upload/audio/transcribe endpoint (STT via audio_capability)
- ADD /tts endpoint (TTS via audio_capability)
- ADD /upload/document endpoint (auto-detect format, parse structured)
- ADD 3 tools to TOOL_REGISTRY: transcribe_audio, synthesize_speech, parse_document
- py_compile: 3/3 PASS
- smoke test: 2/2 PASS
… 8 tools

- NEW vision_analyzer.py: VLM image/video analysis via Ollama (moondream/llava)
- NEW coding_agent_enhanced.py: lint, debug trace, test gen, dependency analysis, code review
- NEW brand_guidelines.py: color system, typography, spacing, component tokens, voice & tone
- NEW mcp_web_fetch_expanded.py: Reddit, YouTube, GitHub, arXiv, HackerNews (no API key)
- ADD 8 endpoints to agent_serve.py:
  /upload/image/analyze, /upload/video/analyze,
  /code/lint, /code/debug, /code/tests, /code/review,
  /brand/guidelines, /web/fetch
- ADD 8 tools to TOOL_REGISTRY
- py_compile: 6/6 PASS
- smoke test: 4/4 PASS
- NEW runpod_connector.py: connector ke RunPod serverless (image/3D/TTS/design)
- NEW dataset_collector.py: read-only scan Mighan-Web/Mighan-3D assets
- ADD 5 endpoints: /generate/image, /generate/3d, /dataset/scan, /dataset/collect, /dataset/sources
- ADD 4 tools: generate_image_runpod, generate_3d_runpod, scan_dataset, collect_dataset
- py_compile: 4/4 PASS
- smoke test: 2/2 PASS
- NEW: dataset_web_collector.py — Unsplash, Pexels, Wikimedia, LAION-5B
- ADD: 6 tools (search_unsplash, search_pexels, search_wikimedia, search_dataset_web, analyze_dataset_dna, get_laion_info)
- ADD: 7 endpoints (/dataset/web/*, /dataset/dna, /dataset/laion)
- RESEARCH: WEB_DATASET_SOURCES_ANALYSIS.md — legal risk analysis, DNA metrics, recommendations
- Decision: reject commercial scraping (Shutterstock/Adobe/Getty/Canva/Instagram) due to copyright+ToS risk
- Tools: 50 -> 56
- Research Note: 319
- NEW: dataset_drive_collector.py — Google Drive API via pure HTTP (urllib)
- ADD: OAuth2 flow (auth_url, exchange_code, refresh_token)
- ADD: list_drive_images + collect_drive_dataset + auto-tagging by folder path
- ADD: export_drive_dataset_jsonl for training pipeline
- ADD: 4 tools (drive_auth_url, drive_exchange_code, drive_list_images, drive_health)
- ADD: 4 endpoints (/dataset/drive/auth, /exchange, /list, /health)
- No external deps: pure urllib to avoid cffi/cryptography incompatibility with Python 3.14
- Tools: 56 -> 60
- Research Note: 320
- ADD: Multi-account support via env var suffix (_FAHMIWOL, _TIRANYX, etc)
- ADD: explore_drive_structure() — recursive folder tree + image count per folder
- ADD: get_account_overview() — user info, storage, total images, top folders
- ADD: batch_collect_drive_datasets() — collect from multiple accounts at once
- ADD: get_account_config_instructions() — step-by-step for 4 accounts
- ADD: 4 tools (drive_explore, drive_overview, drive_batch_collect, drive_config)
- ADD: 4 endpoints (/dataset/drive/explore, /overview, /batch, /config)
- UPDATE: drive_list_images + drive_health support account param
- Auto-tag: account name added as tag (fahmiwol, tiranyx, etc)
- Tools: 60 -> 64
- Research Note: 320-v2
… sound)

- NEW: elevenlabs_connector.py — Pure HTTP ElevenLabs API client
- ADD: generate_tts() — TTS dengan voice settings (stability, similarity, style)
- ADD: list_voices() — All voices + Guru Trainer recommendations
- ADD: clone_voice() — Voice clone dari audio samples
- ADD: generate_sound_effect() — Sound effects dari text
- ADD: get_user_info() — Quota & usage
- ADD: 6 tools (elevenlabs_tts, voices, clone, user, sound, health)
- ADD: 6 endpoints (/tts/elevenlabs/*)
- UPDATE: .env.sample dengan ElevenLabs + Google Drive + Unsplash + Pexels
- API key HANYA via env var — tidak disimpan di repo
- Tools: 64 -> 70
- Research Note: 321
- Add RUNPOD_API_KEY, RUNPOD_MEDIA_ENDPOINT_ID, RUNPOD_3D_ENDPOINT_ID placeholders
- API key received from bos, set as env var locally (not committed)
- No code changes needed — runpod_connector.py already reads from env
…red)

- NEW: dataset_spark_curation.py — ethical dataset curation pipeline
- ADD: validate_license() — whitelist/blacklist checker (Pinterest BLACKLISTED)
- ADD: create_content_credential() — C2PA-like manifest per asset
- ADD: audit_bias() — gender/western/professional bias detection
- ADD: curate_ethical_dataset() — main pipeline
- ADD: 5 tools (spark_curate, spark_validate, spark_bias, spark_pinterest_warn, spark_provenance)
- ADD: 5 endpoints (/spark/*)
- RESEARCH: SPARK_DATASET_CURATOR.md — Pinterest risk + Muse analysis + Adobe approach
- DECISION: Pinterest scraping REJECTED (ToS + DMCA + copyright)
- Tools: 70 -> 75
- Research Note: 322
- Add scripts/exchange_drive_tokens.py — CLI helper for Google OAuth2 code→token exchange
- Update .env.sample with clearer Google Drive setup instructions
- Add .env.drive.tokens template (gitignored, for local use)
- Update LIVING_LOG

Refs: Google Drive multi-account collector, Spark ethical dataset
- Add drive_admin_manager.py — runtime token store (JSON) with CRUD + refresh
- Add 6 admin endpoints: /admin/drive/accounts, /connect, /exchange, /refresh, /account/{name}
- Add Google Drive tab to admin.html — OAuth wizard, multi-account manager, folder browser
- Update dataset_drive_collector.py — fallback token read from admin store
- py_compile PASS

Bos can now connect Drive accounts via ctrl.sidixlab.com/admin
without touching .env files.
- Fix 40 import paths (dataset_drive_collector, web_collector, spark_curation,
  elevenlabs_connector, runpod_connector, vision_analyzer, coding_agent_enhanced,
  audio_capability, document_parser, mcp_web_fetch_expanded, brand_guidelines,
  dataset_collector) — ganti absolute jadi relative
- Fix creative_framework.py syntax error (line number artifacts)
- Add output modality auto-detect (_detect_output_modality) + wire ke /agent/chat
- Add ChatResponse.attachments field (image/audio/3d)
- Add QA audit script (scripts/qa_tool_audit.py)
- py_compile PASS
- Add PDF parser to document_parser.py (pymupdf primary, PyPDF2 fallback)
- Wire /agent/vision → vision_analyzer.analyze_image() (Ollama VLM)
- Wire /agent/audio → audio_capability.transcribe_audio() (Whisper)
- Wire /agent/chat multimodal routing: image_path → vision, audio_path → transcription
- Fix sensorial_input.py broken import tts_engine (sys.path hack to apps/audio/)
- py_compile PASS

Beta Sprint 1: vision + audio + document input fully functional
- Mark Sprint 1 (Input Expansion) as DONE in BACKLOG.md
- Deliverable: VLM vision, Whisper ASR, Piper TTS, PDF parser, multimodal chat routing
- Also mark Sprint 4 (Output Modality Auto-Detect) as DONE
- Append final LIVING_LOG entry for 2026-05-08 sprint batch
- Mark Sprint 1 (Input Expansion) and Sprint 4 (Output Modality) as DONE
- List 5 commits in batch, production status, known blockers
- Define next actions: deploy VPS, Sprint 2/3/6, or fix broken tools
Session end. 6 commits delivered. Resume checklist in STATUS_TODAY.md.
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