[2.7.0] — 2026-04-28 morning — Self-Learning Trilogy COMPLETE (RASA + KITABAH + ODOA + WAHDAH signal)

Sprint 23 — ODOA Daily Compound Improvement Tracker

agent_odoa.py module + GET /agent/odoa endpoint
Aggregate 7 sub-systems metrics (creative_briefs/rasa/wisdom/integrated/kitabah/visioner/research_queue)
AYMAN persona warm narrative synthesis (1 LLM call)
Output: prose markdown + structured JSON
Persist: .data/odoa_reports/.md + .json
LIVE verified 66.7s, 10 artifacts aggregated, AYMAN narrative grounded
Per note 248 line 109 EXPLICIT (ODOA: incremental innovation tracking)

Sprint 24 — WAHDAH Corpus Signal MVP + ODOA Daily Cron

_aggregate_wahdah_corpus_signal() di agent_odoa.py
Threshold heuristic: 250+ notes / 100+ AKU / 1000+ training pairs
Composite signal: growing | approaching_threshold | ready_for_lora_retrain
ODOA cron VPS deployed: 0 23 * * * curl /agent/odoa?persist=true
LIVE verified: notes 260 (threshold 250 MET — first WAHDAH indicator triggered ✅)
Per note 248 line 109 EXPLICIT (WAHDAH: deep focus iteration)
Actual LoRA retrain trigger DEFER pending Sprint 13 DoRA infra

Notes baru cumulative

266: ODOA Daily Compound Improvement Tracker (Sprint 23)
267: WAHDAH Corpus Signal + ODOA Cron (Sprint 24)

Endpoints summary cumulative

POST /creative/brief (Sprint 14+14b+14c+14d+14e+14f)
POST /creative/iterate (Sprint 22+22b KITABAH self-iterate)
POST /agent/rasa (Sprint 21 4-dim quality scorer)
POST /agent/wisdom (Sprint 16+18+19)
POST /agent/integrated (Sprint 20 smart caching)
GET /visioner/weekly (Sprint 15)
GET /agent/odoa (Sprint 23+24) ← BARU
GET /openapi.json + /docs (Sprint 14g)

Cron jobs SIDIX cumulative (7 total)

*/10 worker
*/10 aku_ingestor
*/15 always_on
*/30 radar
0 *  classroom
0 0 * * 0 visioner (Sprint 15)
0 23 * * * odoa (Sprint 24) ← BARU
* * * * * warmup_runpod

Self-learning trilogy STATUS (note 248 line 109)

WAHDAH: ✅ Signal MVP (Sprint 24, 1/3 indicators triggered notes=260)
KITABAH: ✅ Sprint 22+22b (auto-iterate loop)
ODOA: ✅ Sprint 23 + 24 (daily tracker + cron)

= 3/3 protocols TOUCHED. Actual LoRA retrain trigger defer pending DoRA infra.

Embodiment status (note 248 line 40-65)

🎭 RASA Sprint 21 + ✨ KREATIVITAS continued via KITABAH iter
11/15 organs (73%) shipped
Pending: 👁️ MATA · 👂 TELINGA · 🎯 INTUISI · full DoRA reproduksi

Session metric (cumulative 2026-04-27 + 2026-04-28 morning)

18 sprint shipped (12, 14, 14b, 14c, 14d, 14e wiring, 14f, 14g, 15, 16, 18, 19, 20, 21, 22 wiring, 22b, 23, 24)
16 LIVE verified, 2 wiring + offline (14e, 22)
8 iterasi total dengan 8 distinct root causes documented
19 research notes baru (249-260, 262-267)
80+ commits to main
Multiple security sanitizations forward-applied (VPS-SSH + HF-token + Gemini/Kimi/Vertex partial). Per memory security_credential_redact_pattern.md, literal credential strings yang sebelumnya leaked di old commits sekarang scrubbed di HEAD. User action item: rotate semua leaked credentials per HANDOFF v6 security debt.
0 NEW credential introduced session-wise

[2.6.0] — 2026-04-28 — Self-Critique + Self-Iterate (RASA + KITABAH + Shap-E)

Sprint 14f — Shap-E text-to-3D fallback (paralel agent)

runpod_media.generate_3d_from_text() — Shap-E mode=shape via mighan-media-worker
creative_pipeline.gen_3d_mode param: auto | triposr | shape (auto picks triposr if mascot_img exists, else shape)
Unblocks 3D path saat GPU supply throttled (TripoSR queue blocked)

Sprint 21 — 🎭 RASA Aesthetic/Quality Scorer

agent_rasa.py module + POST /agent/rasa endpoint
4-dimension scoring (relevance/aesthetic/brand_fit/audience_fit, 1-5 scale)
Persona delegation: ALEY relevance + UTZ aesthetic + OOMAR brand_fit + AYMAN audience_fit
Single LLM call (BUKAN 4 separate = 4x hemat)
Output: prose markdown + structured JSON (overall_score + verdict + top_priority_improvement)
Reuse Sprint 18 _extract_json_block()
LIVE verified: 178.7s, 4 dims all 4/5, overall 4.0, verdict iterate
Per note 248 line 50 EXPLICIT (Embodiment 🎭 RASA)
Embodiment progress: 11/15 organs (73%)

Sprint 22 — KITABAH Auto-iterate (Generation-Test Validation Loop)

agent_kitabah.py module + POST /creative/iterate endpoint
Loop: creative produce → RASA validate → if score < threshold, regen with improvement context
Max iter cap 1-5 (budget control), threshold 1.0-5.0
Output: best_iteration (highest score) + full history + stopped_reason
Persist: .data/kitabah_loops//{history.json, summary.md}
Per note 248 line 109-114 EXPLICIT (Wahdah/Kitabah/ODOA self-learning protocol)
LIVE attempt #1 budget under-spec (522s timeout) — pure infrastructure issue

Sprint 22b — KITABAH Cache Reuse (compound Sprint 20 smart cache)

_existing_creative_artifact() helper (mirror Sprint 20 _existing_creative)
IterationStep.creative_cache_hit field tracking
Iter 0: cache check via _slugify(brief) → reuse if exists (~5s vs ~400s)
Iter 2+ tetap fresh (brief augmented different)
Bug fix: len(... if x in meta else 0) → TypeError. Replaced with len(meta.get('asset_prompts') or [])
Test offline 3/3 pass
Solves Sprint 22 LIVE budget blocker

Notes baru cumulative

261: Integrated Wisdom Output Mode (Sprint 20)
262: RASA Aesthetic Quality Scorer (Sprint 21)
263: Shap-E text-to-3D fallback (Sprint 14f, paralel agent)
264: KITABAH Auto-iterate (Sprint 22)
265: KITABAH Cache Reuse (Sprint 22b, this version)

Endpoints summary cumulative

POST /creative/brief (Sprint 14+14b+14c+14d+14e+14f)
POST /creative/iterate (Sprint 22+22b) ← BARU
POST /agent/rasa (Sprint 21) ← BARU
POST /agent/integrated (Sprint 20)
POST /agent/wisdom (Sprint 16+18+19)
GET /visioner/weekly (Sprint 15)
GET /openapi.json + /docs (Sprint 14g)

Embodiment progress (note 248 line 40-65)

🎭 RASA SHIPPED Sprint 21 → 11/15 organs (73%)
Pending: 👁️ MATA, 👂 TELINGA, 🎯 INTUISI, full DoRA reproduksi

Iteration history total cumulative (sesi 2026-04-27 + 28)

8 iterasi dengan 8 distinct root causes documented (Pydantic body, async polling, alignment, infrastructure, budget config, schema, prompt verbosity, curl timeout, JSON truncation, len(0) TypeError)
Memory feedback_diagnose_before_iter.md validated repeatedly

Session metric (cumulative 2026-04-27 + 2026-04-28 morning)

16 sprint shipped (12, 14, 14b, 14c, 14d, 14e wiring, 14f, 14g, 15, 16, 18, 19, 20, 21, 22 wiring, 22b)
14 LIVE verified, 2 wiring + offline (Sprint 14e + 22)
17 research notes baru (249-260, 262, 263, 264, 265)
60+ commits to main
0 credential introduced session-wise

[2.5.0] — 2026-04-27 late evening v2 — Scenario Tree + TTS Voice (Multi-modal Complete)

Sprint 19 — Scenario Tree Explorer (ALEY 2-level branching)

ALEY speculation extended dengan 2 sub-scenarios per main jalur
9 nodes structure (3 main + 6 sub) di JSON schema
Reuse Sprint 18 _extract_json_block() untuk scenario_tree + optimal_path
3 iterasi (V1 schema literal-echo, V2 backend timeout, V3 trim+JSON-only) → LIVE iter #7 70s success
Honest caveat: LLM creative variance flatten beberapa sub_scenarios — content quality EXCELLENT, structure 70% rigid
Per note 248 line 472 EXPLICIT mandate

Sprint 14d — TTS Persona Voice (🗣️ MULUT embodiment)

Module enhance: runpod_media.py +generate_tts() function
Pipeline gen_voice flag (opt-in) — UTZ persona LLM generate brand voice script → TTS via mighan-media-worker tool=tts
Edge-TTS (CPU-light, no GPU heavy) → Indonesian voice id-ID-ArdiNeural default
Output: .data/creative_briefs//audio/brand_voice.mp3
LIVE verified: 48KB valid MP3 dalam 237s (cold start dominant)
Per note 248 line 50 EXPLICIT embodiment "🗣️ MULUT = audio output (TTS, voice persona)"

Iter #6 + #7 (Sprint 19) — diagnose-before-iter discipline applied

#6: backend timeout 180s (verbose prompt) — replaced descriptive placeholders + trimmed
#7: max_tokens 1500→1100 + JSON-only output → SUCCESS dalam 70s
7 iter total dengan 7 different root causes — pattern memory feedback_diagnose_before_iter validated

Notes baru

259: Scenario tree explorer
260: TTS brand voice

Compound multi-modal capability cumulative

🎨 Visual: PNG hero asset (Sprint 14b)
🎲 3D: GLB wiring (Sprint 14e, LIVE pending GPU)
🗣️ Audio: MP3 brand voice Indonesian (Sprint 14d) ← BARU
📜 Prose: creative + brand + copy + landing (Sprint 14)
📊 Strategic: OOMAR commercial + ALEY research (Sprint 14c)
🧠 Wisdom: 5-stage judgment (Sprint 16)
📋 Structured JSON: risk + impact + scenario (Sprint 18 + 19)
🌐 Trend: visioner autonomous (Sprint 15)

Endpoints summary cumulative

POST /creative/brief (Sprint 14+14b+14c+14d+14e) — full bundle
GET /visioner/weekly (Sprint 15) — autonomous trend
POST /agent/wisdom (Sprint 16+18+19) — judgment + structured

Session metric (2026-04-27 full day)

12 sprint shipped (12, 14, 14b, 14c, 14d, 14e wiring, 14g, 15, 16, 18, 19, discipline)
7 iterasi total dengan 7 distinct root causes
12 research notes baru (249-260)
40+ commits to main
0 credential introduced session-wise

[2.4.0] — 2026-04-27 late evening — Wisdom Layer + Risk Register Structured

Sprint 14g — Fix /openapi.json 500 (Pydantic forward-ref)

Move 3 inline classes (CouncilRequest, GenerateRequest, GenerateResponse) ke module top-level
Rename inline GenerateRequest → AgentGenerateRequest (avoid shadow)
/openapi.json: 500 → 200 OK (151KB, 270 paths)
/docs Swagger UI accessible
Convention locked: SEMUA Pydantic Request/Response wajib module top-level

Sprint 16 — Wisdom Layer MVP (5-persona judgment synthesizer)

Module baru: agent_wisdom.py (417 lines)
Pipeline 5-stage: UTZ aha → OOMAR impact → ABOO risk → ALEY speculation → AYMAN synthesis
Endpoint baru: POST /agent/wisdom
Visioner trending data hook (compound Sprint 14c pattern)
LIVE verified 131s 2-stage minimal scope, 0 blanket label (pivot 2026-04-25 aligned)
Per note 248 line 469 EXPLICIT mandate

Sprint 18 — Risk Register + Impact Map Structured JSON

ABOO + OOMAR prompts enhance dengan JSON block schema
_extract_json_block() robust parser (fenced + bare + graceful malformed)
wisdom_analyze return dict +structured field
Persist structured.json alongside report.md
LIVE verified 261.9s: 3 risk + 4 impact entries valid JSON
Iterasi #5 max_tokens 600 → 1100 (budget under-spec fix)
Per note 248 line 471 EXPLICIT mandate
Demo angle: prose + machine-parseable JSON dalam 1 LLM call

Notes baru

256: /openapi.json fix Pydantic forward-ref
257: Wisdom Layer MVP
258: Risk Register + Impact Map structured

Iteration #5 (this version)

Sprint 18 first probe: structured = {}, LLM JSON truncated mid-string at max_tokens=600. Diagnose by inspect prose ending. Fix: bump 600→1100. Pure budget config under-spec, BUKAN code logic bug.

Endpoints summary baru (cumulative)

POST /creative/brief (Sprint 14+14b+14c+14e)
GET /visioner/weekly (Sprint 15)
POST /agent/wisdom (Sprint 16+18)

Session metric (cumulative 2026-04-27 full day)

10 sprint shipped (12, 14, 14b, 14c, 14e wiring, 14g, 15, 16, 18, discipline lock)
5 iterasi total
10 research notes baru (249-258)
30+ commits to main
0 credential introduced session-wise
Convention locked: Pre-Exec Alignment + Anti-halusinasi (CLAUDE.md 6.4) + Pydantic top-level (Sprint 14g)

[2.3.0] — 2026-04-27 evening — Discipline Lock + Sprint 14e 3D Wire

CLAUDE.md 6.4 — Pre-Execution Alignment Check + Anti-Halusinasi rule (LOCK)

Mandatory check before edit prompt/persona: re-read note 248 + grep latest pivot
IF instruction conflict dengan pivot terbaru → STOP, kasih remark, jangan execute
Anti-halusinasi: setiap claim wajib basis konkret (cite file/line/output), bukan asumsi/memory lama
User directive 2026-04-27 evening setelah catch alignment gap di Sprint 14c

Iterasi #3 — ALEY system prompt pivot 2026-04-25 alignment fix

User-caught: ALEY output [SPEKULASI] tag per bullet melanggar pivot 2026-04-25
Fix shipped (commit f4d3447): explicit anti-blanket instruction, natural language hedging
LIVE re-verified: 0 blanket labels, voice natural mengalir
Note 254 dokumentasi full (familiarity bias trap + self-audit checklist)

Sprint 14e — 3D Mascot via TripoSR (image-to-3D)

generate_3d_from_image() di runpod_media.py
Pipeline gen_3d flag (opt-in), depend on hero_mascot.png Sprint 14b
Output: GLB/OBJ/FBX mesh ke .data/creative_briefs//3d/
Hero use-case dari note 248 line 178-198 sekarang 100% covered (code path)
⚠️ LIVE end-to-end NOT verified: 2 probe attempts CLIENT_TIMEOUT (302s + 601s) IN_QUEUE → infrastructure issue (RunPod GPU supply throttle, TripoSR cold start lebih heavy dari SDXL), BUKAN code issue
Note 255 dokumentasi full (alignment check + design rationale)

Auto-memory feedback saved

C:/Users/ASUS/.claude/projects/C--SIDIX-AI/memory/feedback_pre_exec_alignment.md
Persistent across sessions: pre-exec alignment + anti-halusinasi rules

Session metric (cumulative 2026-04-27)

7 sprint shipped (12 + 14 + 14b + 14c + 14e + 15 + discipline lock)
4 iterasi (Pydantic body, async polling, ALEY alignment, TripoSR timeout)
7 research notes baru (249-255)
21+ commits to main
0 credential introduced session-wise

[2.2.0] — 2026-04-27 — Creative Agent Stack + Visioner Foresight (Sprint 12+14+14b+14c+15)

Sprint 12 — CT 4-Pilar Cognitive Engine

Computational Thinking 4-pilar (Dekomposisi · Pattern Recognition · Abstraksi · Algoritma) di system prompt 5 persona
Per-persona CT lens: UTZ creative · ABOO engineer · OOMAR strategist · ALEY researcher · AYMAN general
Test: 60/60 combos pass (5 persona × 3 mode × 4 literacy)
File: apps/brain_qa/brain_qa/cot_system_prompts.py

Sprint 14 — Creative Pipeline 5-stage hero use-case

POST /creative/brief endpoint
5-stage UTZ pipeline: Concept → Brand → Copy (5 var) → Landing → Asset Prompts (8)
Output bundle: report.md + metadata.json + asset_prompts.txt
LIVE verified: real LLM output stage 1 ~38-52s per stage
File: apps/brain_qa/brain_qa/creative_pipeline.py (new)

Sprint 14b — RunPod mighan-media-worker image generation wire

gen_images flag → render 3 hero asset PNG (mascot/logo/social) via SDXL
Async /run + /status polling pattern (handle GPU cold start + supply throttle)
LIVE verified: 637KB PNG 768×768 generated in 98.8s (95s cold + 2.93s gen)
ENV: RUNPOD_MEDIA_ENDPOINT_ID added
File: apps/brain_qa/brain_qa/runpod_media.py (new)

Sprint 14c — Multi-persona post-pipeline enrichment

enrich_personas flag (default ["OOMAR","ALEY"])
OOMAR: commercial review (market fit, GTM, monetization, risk, verdict)
ALEY: research-backed enrichment with auto-pickup trending keywords from visioner
LIVE verified: 3 distinct persona output 212s, ALEY cite 'Creative'+'Persona' from radar

Sprint 15 — Visioner Weekly Democratic Foresight

/visioner/weekly endpoint + cron 0 0 * * 0 weekly autonomous
4-stage pipeline: SCAN (arxiv/HN/GitHub) → CLUSTER → 5-PERSONA SYNTH → REPORT
Auto-populate research_queue.jsonl (10 emerging-topic tasks/week)
LIVE verified: 22 real signals scanned, 8 clusters, top emerging = agent/generative/lora
File: apps/brain_qa/brain_qa/agent_visioner.py (new)

Endpoint summary baru

POST /creative/brief (Sprint 14+14b+14c)
GET /visioner/weekly (Sprint 15)

Notes

249: CT 4-pilar persona scaffolding
250: Visioner weekly democratic foresight
251: Creative pipeline hero use-case
252: RunPod media-worker image gen
253: Multi-persona enrichment

Known issue defer

/openapi.json 500 (pydantic schema generation bug, separate from endpoint functionality)

Compound clock STARTED

Visioner cron first auto-run: Sunday 2026-W19
1 tahun trajectory: 52 reports + 520 emerging-topic tasks → corpus 6-12 bulan ahead

[2.1.5] — 2026-04-26 — Vol 20-fu3/5/6 + SIDIX Sandbox Genesis

Vol 20-fu3 Simple-Tier Direct LLM Bypass: 78s -> 1.2s halo (37x)

Vol 20-fu5 Wikipedia Direct: 120s -> 2.14s presiden (DDG bypass)

Vol 20-fu6 Brave Search Parallel: SIDIX self-built via sandbox iteration

SIDIX Always-On: every 15 min observer + every 30 min radar (cron deployed)

Notes 239-246: ~2500 lines architecture (sanad/inventory/hafidz/lite-browser/skill-cloning/brain-anatomy)

HF Card FIX: legacy persona names corrected, tools 35->48

Landing + README: v2.1, Free Forever, Persona Showcase

SSH key-only + token rotation

First SIDIX SELF-COMMIT: 26d3ddc by sidix@sidixlab.com

SIDIX — Changelog

License: MIT · Repo: github.com/fahmiwol/sidix

Semua perubahan signifikan dicatat di sini. Format: [versi] — tanggal — ringkasan.

[2.1.4] — 2026-04-27 — Vol 20-Closure (B + C + E) — Vol 20 Original CLOSED

Vol 20-Closure (commit pending) — Wire Tasks B + C + E ke /ask + /ask/stream

Task C — CodeAct enrich done event (kedua endpoint)

/ask: maybe_enrich_with_codeact() setelah session ready, sebelum _response
/ask/stream: same hook setelah run_react, SEBELUM stream tokens (user lihat enriched)
Code block di answer di-execute via code_sandbox (Wang CodeAct 2024 pattern)
Tag di response: _codeact_found / _executed / _action_id / _duration_ms
Smoke test confirmed: 1234 * 567 + 89 = 699767 executed in 15ms

Task B — Tadabbur observability + cache short-circuit /ask/stream

Cache short-circuit di /ask/stream start (sebelum run_react):
- L1 exact via get_ask_cache
- L2 semantic via semantic_cache.lookup (kalau enabled + cacheable)
- HIT: yield meta + cached tokens (0.005s/word) + done. Bypass run_react.
- Total latency cached: <100ms vs 5-30s LLM
Cache store post-success di /ask/stream end (L1 + L2, confidence ≥ 0.7)
- Tanpa wiring ini, frontend exclusive pakai stream → cache tidak pernah populate
Tadabbur adaptive_trigger decision logging + meta tag:
- _tadabbur_eligible: true / _tadabbur_score: 0.65 di meta + done event
- Belum swap ke tadabbur_mode.tadabbur full (defer Vol 20e — butuh session adapter)
- Sekarang frontend bisa observe deep-mode eligibility

Task E — Frontend cache hit indicator + observability badges

SIDIX_USER_UI/src/main.ts capture cache + codeact + tadabbur dari meta event
Latency footer rich render:
- ⚡ cache exact atau ⚡ cache semantic (sim 0.96) (replace speed hint)
- ▶ code executed (15ms) (status-ready color)
- 🧭 deep-mode eligible (score 0.65) (sky color)
- domain: factual (parchment-400)

Test

5 smoke test pass: import chain, adaptive_trigger (deep/casual/code), CodeAct execute confirmed, L1+L2+domain integration

Documentation

Research note 237 — Vol 20-Closure detail
HANDOFF doc updated — Vol 20 milestone CLOSED

Effect — Vol 20 Sprint Complete

Task	Vol	Status
A. response_cache di /ask	20a	✅
D. json_robust di 7 modul	20a	✅
Semantic Cache Phase B (NEW)	20b	✅
Comprehensive research sweep (NEW)	20b+	✅ 96/104
Domain detector + embedding loader (NEW)	20c	✅
C. CodeAct enrich done event	20-closure	✅
E. Frontend cache hit indicator	20-closure	✅
B. Tadabbur observability + cache stream	20-closure	✅
Tadabbur full swap (run tadabbur instead of run_react)	Vol 20e	⏸ defer

[2.1.4] — 2026-04-27 — Vol 20-fu2 TRIO (Complexity routing + Tadabbur swap + BadStyle defense)

Trio Vol 20-fu2 — 4-Pilar Balanced Reinforcement

3 task ter-pilih dari 8 DEFER, ship dengan 9-step POST-TASK PROTOCOL mandatory.

#7 Complexity-Tier Routing (Pilar 4 Proactive) — commit `2fd6414`

NEW: apps/brain_qa/brain_qa/complexity_router.py (~270 LOC)
3-tier classifier: simple / standard / deep (target <5ms, no model)
Persona bias mapping untuk tie-break ambiguous queries
Wire /ask + /ask/stream + admin endpoint /admin/complexity-tier
Frontend ⚡ simple / 🧠 deep badge di latency footer
13 unit + 4 integration test pass

#1 Tadabbur FULL SWAP (Pilar 2 Multi-Agent) — commit `5e6fb13`

NEW: tadabbur_mode.adapt_to_agent_session() adapter (~70 LOC)
Triple-gate activation: tier=deep AND tadabbur_eligible AND quota>=7
Run tadabbur_mode.tadabbur(...) (3-persona, 7 LLM call) instead of run_react
Phase event UX: thinking label → "🧭 Deep mode: 3-persona iteration (60-120s)..."
Frontend badge "🧭 tadabbur (3-persona)" saat full swap
Fallback graceful kalau tadabbur exception → run_react
5 integration scenarios + quota gate test pass

#8 BadStyle Defense (Pilar 3 Continuous Learning Integrity) — commit `9583e38`

NEW: apps/brain_qa/brain_qa/style_anomaly_filter.py (~210 LOC)
Style fingerprint detection: Bible (KJV archaic), Legal (Latin/passive), Shakespeare (drama)
Topic context: tech / factual / religious / historical
Severity grading: clean / suspicious / quarantine
Decision tree: tech+style → quarantine, religious context → clean (legitimate Quran tafsir), factual+style → suspicious (sanad unlock), ambiguous → suspicious
Wire corpus_to_training.doc_to_training_pairs filter + quarantine queue jsonl
Wire admin endpoint POST /admin/style-anomaly-check
8 unit + 5 integration scenarios + corpus mock pipeline pass

Mandatory POST-TASK PROTOCOL — commit `a5357c8`

Lock 9-step loop di CLAUDE.md rule 6.5: CATAT → TESTING → ITERASI → TRAINING (optional) → REVIEW → CATAT validasi → VALIDASI → QA → CATAT final. Berlaku setiap habis done task / push / pull / deploy.

Sisa DEFER (5 items)

pip install sentence-transformers production (deploy step)
Confirm Mamba2 HF id actual name (research)
Stash backend semantic cache mirror (Q3)
Drift detection weekly (Q3)
EngramaBench 4-axis continual_memory (Q3, 8+ hr)

[2.1.3] — 2026-04-27 — Vol 20c Unlock Semantic Cache (domain + embedding)

Vol 20c (commit pending) — Domain Detector + Embedding Loader

NEW: apps/brain_qa/brain_qa/embedding_loader.py (~190 LOC) — 3-way model option:
- BGE-M3 default (0.5B, multilingual ID, 100+ bahasa)
- Mamba2 1.3B / 7B (game-changer dari note 235, linear time, MTEB top)
- MiniLM CPU fallback (0.1B, weak ID, fastest)
- Selection: ENV SIDIX_EMBED_MODEL → auto bge-m3 → fallback minilm → None (graceful disable)
- Lazy load, L2-normalize, MRL truncate
NEW: apps/brain_qa/brain_qa/domain_detector.py (~150 LOC) — auto-detect dari question + persona
- Regex priority: current_events > fiqh > medis > data > coding > factual
- Persona mapping: UTZ→casual, ABOO→coding, OOMAR→factual, ALEY→fiqh, AYMAN→casual
- Target <1ms, no model load
WIRE: agent_serve.py startup hook + replace hardcoded domain="casual" dengan auto-detect
Hit response: _cache_layer="semantic", _cache_similarity, _cache_domain

3 Admin Endpoint Baru (Vol 20c)

GET /admin/semantic-cache/stats — cache stats + active embedding model + available models
POST /admin/semantic-cache/clear — optional persona-scoped clear
GET /admin/domain-detect?question=&persona= — debug detect domain

Test

13/14 domain detector test pass (1 mismatch = test expectation salah, behavior valid)
4 integration test: graceful disable, coding lookup, fiqh threshold 0.96, current_events skip

Documentation

Research note 236 — Vol 20c implementation + 9 DEFER items (Vol 20d/Q3)

Effect

Sebelum: L2 semantic_cache DORMANT (embed_fn=None). Setelah (saat ops pip install sentence-transformers + ENV set):

Startup auto-load embedding model
Per-request auto-detect domain → per-domain threshold + TTL
Persona-bucket isolation + LoRA-version auto-invalidate
Foundation siap deploy tanpa code change tambahan

[2.1.2] — 2026-04-27 — Vol 20 Wire Sprint + Comprehensive Research Sweep

Vol 20a (commit `32d91d0`) — Wire Vol 19 Modules ke /ask

L1 exact response_cache wired di /ask endpoint (early lookup + post-success store)
Hit return _cache_hit=True, _cache_layer="exact", _cache_latency_ms
Threshold cache store: confidence_score >= 0.7 (anti-poison)
9 json.loads → robust_json_parse di 7 modul kognitif (aspiration_detector, pattern_extractor, tool_synthesizer, tadabbur_mode, problem_decomposer×3, agent_critic, hands_orchestrator)
Pattern minimum-invasive: preserve failure semantics via raise di existing try/except
8/8 smoke test pass

Vol 20b (commit `08a7d46`) — Semantic Cache Phase B

NEW: apps/brain_qa/brain_qa/semantic_cache.py (430 LOC, embedding-agnostic)
L2 semantic cache wired di /ask setelah L1 exact miss
Per-domain threshold KONSERVATIF: fiqh/medis 0.96, factual 0.92, casual 0.88, default 0.95
Per-domain TTL: factual 72h, fiqh 7 hari, current_events 0 (skip)
Bucket key: persona:lora_version:system_prompt_hash[:12] (cross-persona safe + LoRA auto-invalidate)
Eligibility skip: too short, current events, PII regex, multi-turn>3, high temperature, low-conf labels
8/8 smoke test pass (graceful disable, persona isolation, LoRA isolation, threshold)

Vol 20b+ (commit `39e4289`) — Comprehensive Research Sweep

User: "baca semua, saya yakin semuanya berguna". Spawn 4 agent paralel.

96/104 file extracted (92% coverage, dari 21% di Vol 20b)
4 batch agent: retry-failure (15), inference-deep (21), agent-memory (17), apps-tangential (22)
10 ADOPT_NOW, ~15 Q3_ROADMAP, ~12 NICE_TO_KNOW, ~22 TANGENTIAL — jujur di-tag

Game-changer findings (Vol 20c plan REVISED)

Linear-Time Mamba2 Embeddings (Dynatrace) → 3-way option (BGE-M3 default + Mamba2 + MiniLM) instead of BGE-M3 only
EngramaBench 4-axis Memory → upgrade continual_memory.py schema (entities + spaces + temporal + assoc)
Stash (Postgres+pgvector MCP self-hosted) → backend semantic cache mirror (override Supabase)
DELEGATE-52 (25% corruption after 20 round-trip) → checkpoint/diff wajib di multi-step agent
BadStyle Backdoor (style-trigger imperceptible) → corpus_to_training style-anomaly filter mandatory
SAS-L pattern (single-agent + longer thinking beat multi-agent) → adopt ke cot_system_prompts.py

Documentation

Research note 233 — Semantic Cache Adoption (synthesis 18 sumber + decision matrix + 12 failure mode)
Research note 234 — Speculative Decoding Q3 Roadmap (synthesis 9 paper + 5 fase plan)
Research note 235 — Comprehensive Research Sweep (96/104 file, 4 tier ranking, decision matrix)
HANDOFF doc updated dengan Vol 20a/b/b+ status

Stats

20+ vol · 35+ commits · ~9450 LOC code · ~94k kata docs · 54 endpoint
3 research notes new (233, 234, 235) — 18+9+96 = 123 paper/blog 2025-2026 surveyed

[2.1.1] — 2026-04-26 — Quality Foundation Sprint (Vol 19)

Added — 4 Modul Vol 19 (Best Practice 2025-2026)

llm_json_robust.py — Schema-Aligned Parsing (BoundaryML BAML 2024 pattern), 5-strategy fallback (direct, fence strip, repair, regex extract, default). Reduces JSON parse fail dari 5-15% ke <1%.
tadabbur_auto.py — Selective Expert Routing (Sebastian Raschka 2024 pattern). Auto-trigger Tadabbur Mode (7 LLM call mahal) hanya untuk deep questions (score ≥ 0.6). Multi-keyword bonus, cost-aware quota guard.
response_cache.py — LRU + TTL cache (Redis Search 2024 pattern). Thread-safe, max 500 entries, TTL 1 jam. is_cacheable() rule (skip current events, user-context, casual).
codeact_integration.py — Hook codeact_adapter (vol 17) ke /ask flow. maybe_enrich_with_codeact() detect+execute+inject. should_suggest_codeact() pre-emptive computation hint.

Added — 4 Endpoint Vol 19

GET /admin/cache/stats — cache statistics
POST /admin/cache/clear — clear seluruh cache
POST /agent/tadabbur-decide — test trigger decision
POST /agent/codeact-enrich — manual enrich code block

QA Tuning (Lesson Learn Vol 19)

Removed standalone go from Tadabbur code keywords (false positive go-to-market)
Multi-keyword bonus +0.15 untuk ≥3 unique deep keywords (false negative fix)

Validation

14/14 functional test pass (3 JSON + 4 Tadabbur + 5 Cache + 2 CodeAct)
3/3 live verified post-deploy (tadabbur-decide score 0.85, cache baseline, codeact 1ms execute)

Documentation

research_notes/231_relevance_quality_best_practice_2026.md — 5 best practice survey + implementation detail + Vol 20 wire roadmap

Stats

19 vol · 31+ commits · ~7940 LOC · ~88k kata docs · 54 endpoint live

[2.1.0] — 2026-04-26 — Cognitive Compound Sprint (Vol 14-18)

🔒 LOCK & ALIGNMENT

NEW: docs/SIDIX_DEFINITION_20260426.md — Source of Truth #1, formal definition (immutable)
5 dokumen aligned: CLAUDE.md, README.md, NORTH_STAR.md, SIDIX_BIBLE.md, DIRECTION_LOCK
Tagline locked: "Autonomous AI Agent — Thinks, Learns & Creates"
Direction locked: BEBAS dan TUMBUH
10 ❌ hard rules tidak boleh berubah tanpa user explicit + file BARU

Added — Q3 P1 100% SHIP (9/9)

✅ agent_critic.py (vol 10): 3 mode critique + Innovator-Critic loop (Pilar 2 closure 50% → 80%)
✅ tadabbur_mode.py (vol 10): 3-persona iterate konvergensi
✅ persona_router.py (vol 11): auto-detect optimal persona dari user message
✅ context_triple.py (vol 11): zaman/makan/haal vector
✅ proactive_feeds.py (vol 15): HN/arxiv/GitHub/HF papers fetch (Pilar 4 closure 70% → 85%)
✅ nightly_lora.py (vol 15): orchestrator + snapshot + signal external (Pilar 3 closure 75% → 90%)
✅ sensorial_input.py (vol 15): vision/audio/voice foundation
✅ codeact_adapter.py (vol 17): executable code action (Wang 2024 pattern)
✅ mcp_server_wrap.py (vol 17): 17 SIDIX tools wrapped sebagai MCP server (Anthropic spec)

Added — Foundation Future

🚧 hands_orchestrator.py (vol 17): 1000 hands stub, full Q1 2027
📋 creative_tools_registry.py (vol 16): 33 tools tracked (Q3 2026 → Q1 2027 adoption)

Added — Endpoints (50 total live)

11 vol 15 (feeds×3, lora×3, sensorial×5)
2 vol 16 (creative registry)
7 vol 17 (codeact×2, mcp×3, hands×2)

Documentation — Research Notes

224: HOW SIDIX solves/learns/creates (cognitive 4 modules)
225: Iterative methodology (Tesla compound)
226: Continual learning anti-forgetting (5-layer)
227: Quranic Epistemological Blueprint (INTERNAL inspiration only)
228: BEBAS dan TUMBUH 4-pilar architecture
229: Full-stack Creative Agent Ecosystem (~10k kata, Q3-Q4 roadmap)
230: Global creative+culture sweep 2000 BC → 2031 trend projection (mendunia)

Fixed — Vol 12-13 QA Findings

Cold start /agent/wisdom-gate 14.6s → 78ms (eager preload cognitive modules)
Persona auto-route ke /ask/stream (saat req.persona default)
Defensive create activity_log.jsonl
2× hotfix logging scope issue (NameError, UnboundLocalError)

Stats Final Vol 14-18

17 vol iterasi · 30+ commits · ~7300 LOC code · ~84,000 kata documentation
50 endpoint live · 12 research notes (219-230) · 33 creative tools
4-pilar coverage: 81.25% avg

[2.0.0] — 2026-04-26 — Beta Launch Sprint

Added — Supermodel Endpoints (4 unique features)

🌌 Burst Mode (Lady Gaga method) — generate 6 angle paralel, Pareto-pilih top 2, synthesize. Single-call optimization 5-10x lebih cepat dari N parallel calls.
👁 Two-Eyed Seeing (Mi'kmaq Etuaptmumk) — dual perspective scientific + maqashid + sintesis (titik temu)
🔮 Foresight Engine (Tetlock super-forecaster) — scan web+corpus → leading/lagging signals → 3 skenario (base/bull/bear) → narasi visioner
🌿 Hidden Knowledge Resurrection (Noether method) — surface ide/tokoh/metode yang dulu brilliant tapi sekarang dilupakan tren

Added — Hybrid GPU Infrastructure

RunPod Serverless integration — qwen2.5:7b di RTX 4090 24GB
Backend tetap Hostinger CPU (router/RAG/tools), LLM inference offloaded ke GPU
3-format response parser (vLLM list, OpenAI dict, plain string)
idleTimeout 60s + Flash Boot ON (cold start ~5-15s)

Added — Admin Panel (`ctrl.sidixlab.com/admin`)

Single-page dashboard dengan sidebar menu (Whitelist, Feedback, System Health, Admin Token)
Login overlay (token-based auth, sessionStorage)
Whitelist Manager — 2-layer (env + JSON store), 8 kategori (owner/dev/sponsor/researcher/contributor/beta_tester/vip/other)
Feedback inbox — list submissions, screenshot inline, status update flow

Added — Feedback Feature

Modal di chat UI dengan drag/drop, paste from clipboard, file picker untuk screenshot (max 5 MB)
Backend persistent JSON store + 4 admin endpoints

Added — Own Auth (Google Identity Services, no Supabase)

Migrasi dari Supabase Auth → own auth via Google Identity Services (GIS) — full control data user, no vendor lock-in
apps/brain_qa/brain_qa/auth_google.py (NEW): verify Google ID token via tokeninfo, JSON user store, HMAC-SHA256 session JWT (30-day TTL), activity log JSONL
6 endpoint baru: /auth/config, /auth/google, /auth/me, /auth/logout, /admin/users, /admin/activity
SIDIX_USER_UI/public/login.html (NEW): dedicated login page (Codelabs pattern), Google Sign-In button pill + filled_black theme, callback simpan JWT di localStorage
main.ts: ownAuth helpers (isSignedIn/logout/loadOwnAuthUser), Sign In button redirect ke /login.html?next=, page-load session restore via /auth/me

Added — Activity Log (per-user, untuk SIDIX learning)

Helper _log_user_activity() di agent_serve.py: extract user dari Bearer JWT, log JSONL ke .data/activity_log.jsonl (non-blocking, anonymous user di-skip)
Hook di endpoint /ask + 4 Supermodel agent (/agent/burst, /agent/two-eyed, /agent/resurrect, /agent/foresight): capture pertanyaan + jawaban preview + persona + mode + latency_ms + IP
Activity log akan dipakai untuk: (1) corpus learning (training pair generation), (2) per-user history, (3) quality monitoring (low-confidence answer detection), (4) anti-abuse pattern detection

Added — Admin Tabs (User Database + Activity Log)

2 tab baru di ctrl.sidixlab.com/admin: 👥 Users, 📜 Activity Log
Users tab: stats (total, aktif hari ini, free, whitelist), search bar email/nama/id, table dengan foto avatar Google, tier badge, login_count, last_login. Tombol "Lihat" → buka activity log filter per-user.
Activity Log tab: filter by user_id + limit (max 1000), card view dengan timestamp + action + persona + mode + latency, Q/A preview truncated 200/160 chars, error highlight merah.

Changed — Drop Supabase Auth (LIB tetap untuk legacy DB calls)

main.ts: hapus import signInWithGoogle/signInWithEmail/getCurrentUser/signOut/onAuthChange/upsertUserProfile/getUserProfile/saveOnboarding/trackBetaTester dari lib/supabase
Hapus injectLoginModal() (~110 baris HTML modal Supabase) — diganti redirect ke /login.html
Hapus onAuthChange() listener Supabase — diganti _syncCurrentAuthUserFromOwnAuth() + loadOwnAuthUser() di page-load
currentAuthUser type: import('@supabase/supabase-js').User → OwnAuthUser (interface lokal)
lib/supabase.ts SISA: hanya subscribeNewsletter, submitFeedbackDB, saveDeveloperProfile, supabase (untuk contributors table di sidixlab.com landing)
JS bundle: 321.65 kB → 114.58 kB (drop 207 kB / 64% dari Supabase auth + modal HTML)

Added — UX Improvements

Avatar profile saat login (Google avatar atau fallback initial-letter SVG)
Help/Bantuan modal dengan penjelasan 5 persona, 4 mode Supermodel, 3 opsi chat
Auto mode-hint footer (kontekstual saran berdasarkan keyword question)
Tooltip help di setiap checkbox
OAuth callback error banner (handle URL hash error_description dengan friendly message)

Changed — Liberation Sprint

Default agent_mode=True — bypass 7-layer filter (Wisdom Gate, Council MoA, Epistemology, Maqashid, Constitution, Self-Critique, CoT scaffold). User dapat chat natural seperti GPT/Claude/Gemini.
Persona = "ways of being", bukan epistemic mode (AYMAN→GENERAL, OOMAR→GENERAL, ALEY→ACADEMIC)
Epistemic labels CONTEXTUAL — hanya untuk topik sensitif (fiqh/medis/data), bukan blanket per response
Web search multi-engine fallback: DuckDuckGo HTML → DDG Lite → Wikipedia API
Web search regex extended — EN+ID variants, year markers, factual segment extraction
Adaptive max_tokens: code 1200, reasoning 1000, default 600
Citation render — web URL clickable dengan icon globe (vs corpus chunk dengan book-open)

Changed — Quota / Rate Limit

Tier limits naik: guest 3→5, free 10→30, sponsored 100→200
New "whitelist" tier (unlimited) untuk owner/dev/sponsor/researcher/contributor
/quota/status accept x-user-email header untuk whitelist auto-detect
Frontend hide quota badge untuk unlimited tier

Fixed

start_brain.sh recovery (file hilang dari main branch)
GenerateRequest schema missing fields (persona, persona_style, agent_mode, strict_mode, user_id)
Citation merge bug (web search results tampil sebagai "corpus" 5x)
Burst response parsing (5 fallback strategies untuk handle berbagai LLM output formats)
Image fast-path triggered untuk meta-question ("kamu bisa bikin gambar ga?")
CoT scaffold pre-step "### Context / ### Solusi" template leak ke casual response
Coding planner spam log saat empty action

Infrastructure

RunPod GPU: A100 80GB → RTX 4090 24GB (60-70% cost saving via GraphQL config update)
Frontend timeout: 60s → 240s (untuk handle GPU cold start)
520 tests passed, 1 deselected (perf-flaky parallel test)
Cost projected ~$10-15/month at current rate

Documentation

docs/HANDOFF_CLAUDE_20260426.md — handoff state dokumen lengkap
docs/TASK_LOG_20260426.md — comprehensive task tracking (49 done + P1/P2/P3 + bugs)
docs/LIVING_LOG.md — 8 sections daily log
3 research notes baru (Liberation Sprint, Supermodel signature moves, Rate Limit Strategy)
deploy-scripts/setup-runpod-serverless.md — guide setup RunPod end-to-end

[0.8.0] — 2026-04-23

Added — Jiwa Architecture

7-Pillar Jiwa system: Nafs, Aql, Qalb, Ruh, Hayat, Ilm, Hikmah
NafsRouter: 7-topic detection with persona character injection
Aql: self-learning pipeline (CQF ≥7.0 → training pairs)
Qalb: background health monitoring with auto-heal
brain/jiwa/ standalone modules (independent of FastAPI layer)

Added — Typo Resilient Framework

brain/typo/: 4-layer input normalization
200+ Indonesian typo corrections, 60+ abbreviation expansions
Dignity-preserving: never shames user for typos

Added — Host Integration (Optional)

host-integration/: host-integration bridge + 6 skills (internal tooling)
Catatan: Integrasi host bersifat opsional dan tidak diperlukan untuk mode default (standing alone)

Added — Plugin Ecosystem (Optional)

apps/sidix-mcp/: local plugin server untuk klien yang kompatibel
docs/openapi.yaml: kontrak OpenAPI tingkat repo (referensi)

Fixed

Nafs routing: short questions (<25 chars) now correctly routed to 'umum' if substantive

Infrastructure

docs/ARCHITECTURE.md: Mermaid diagram
docs/openapi.yaml: repo-level OpenAPI spec
.github/dependabot.yml: automated dependency updates
scripts/git/scan-sensitive.ps1: pre-commit security scan

[0.8.0] — 2026-04-23 — QA + documentation continuity

Narasi (internal)

Audit konsistensi rilis + sinkron dokumentasi pasca-task sesuai SOP:

Persona resmi AYMAN/ABOO/OOMAR/ALEY/UTZ dipastikan konsisten pada artefak integrasi host (opsional)
Narasi dan heading dipastikan vendor-neutral (tanpa nama host/assistant)
Struktur skrip Windows dan CI dirapikan untuk jalur verifikasi yang reproducible
SOP agen dipertegas untuk mencegah kebocoran path lokal/secret ke area publik

English (public)

Release QA and documentation continuity pass:

Ensured the official persona set is consistent across optional host integration artifacts
Kept public-facing copy vendor-neutral (no host/assistant names)
Consolidated Windows scripts and CI verification paths
Strengthened agent SOP to prevent leaking local paths or secrets into public content

[v0.7.4-dev] — 2026-04-25 — Typo bridge + korpus Jiwa + host integration + dokumen operasional ke git

Narasi

Sinkron besar: typo_bridge.py dan penyambungan run_react (kueri ternormalisasi untuk cache/RAG setelah gate keamanan); brain/typo/ (pipeline.py, kerangka multibahasa + TYPO Indonesia); modul/README pilar brain/nafs, aql, qalb, ruh, hayat, ilm, hikmah + ARSITEKTUR_JIWA_SIDIX.md; host-integration/ (bridge, manifest, skill YAML); dokumen brief + guide; uji test_typo_*. Folder bundel lokal / scraping / skrip VPS sekali pakai tidak dimasukkan agar repo tetap bersih.

English

Landed typo pipeline integration (typo_bridge, run_react), full brain/typo spec + MVP code, Jiwa pillar corpus modules and architecture doc, guest-host bridge artifacts under host-integration/, and operational docs; added tests. Excluded duplicate framework bundles and ad-hoc VPS scripts from this commit.

UI (landing app)

SIDIX_USER_UI — v1.0.4: About / What is new — sinkron git v0.7.4-dev, typo bridge, paket dokumen.

[v0.7.4-dev] — 2026-04-23 — Lanjutan dokumentasi (metafora host, handoff orbit)

Narasi

Penyelarasan narasi tanpa promosi merek vendor: leksikon sarang-tamu / meja-arsip / bengkel-pena / paviliun obrolan / sangkar naskah di panduan MCP dan jembatan host; handoff kanonis docs/HANDOFF_2026-04-25_SYNC_TYPO_JIWA_PLUGIN_ORBIT.md; pembaruan teks landing EN/ID; isi docs/HOST_INTEGRATION_GUIDE.md memakai metafora. Live produksi: sinkron GitHub bukan otomatis deploy VPS — perlu git pull dan restart proses di server.

English

Documentation only: neutral metaphors for external tool hosts, canonical handoff filename, landing copy; clarify that git push does not by itself update production servers.

[v0.7.3-dev] — 2026-04-25 — Pemetaan framework + paket `docs/sociometer/` + landing v1.0.3

Narasi

Setelah impor brief, langkah analisis dan penyatuan dilakukan: docs/MAPPING_FRAMEWORK_TO_REPO.md mencatat asal bundel, path canonical, status spesifikasi vs implementasi (typo, Jiwa, host integration, SocioMeter), dan relasi git/landing. Seluruh isi Framework_bahasa_plugin_update/sidix-docs/ disalin ke docs/sociometer/ (nested duplikat sidix-docs/ di dalamnya dihapus). Indeks docs/sociometer/README.md; docs/00_START_HERE.md ditautkan. Landing SIDIX_USER_UI → v1.0.3 dengan “What’s new” bilingual memuat pemetaan + paket SocioMeter.

UI (landing app)

SIDIX_USER_UI — v1.0.3: What’s new / Yang baru (pemetaan MAPPING_FRAMEWORK_TO_REPO.md + paket docs/sociometer/).

English

Added an internal mapping doc from framework bundles to repo paths and implementation status; imported SocioMeter document pack under docs/sociometer/; updated start-here, handoff, typo README links; bumped landing copy to v1.0.3.

[v0.7.2-dev] — 2026-04-24 — Paket dokumen Framework_bahasa_plugin_update + host integration manifest/skill

Narasi

Mengimpor isi bundle brief ke struktur SIDIX: brain/typo/MULTILINGUAL_TYPO_FRAMEWORK.md (spesifikasi besar 6+ bahasa + pola kamus), brain/typo/TYPO_RESILIENT_FRAMEWORK.md (empat lapis Indonesia), guide + brief, brain/jiwa/ARSITEKTUR_JIWA_SIDIX.md. Manifest + skill YAML untuk integrasi host ditambahkan; enum persona diselaraskan ke lima persona resmi; blok MCP skill YAML dimatikan default agar tidak merujuk modul yang tidak ada di repo. brain/typo/README.md menjadi indeks; MULTILINGUAL_* mendapat appendix INTEGRASI RUNTIME ( typo_bridge, pipeline.py, TYPO_RESILIENT_*).

English

Imported the SocioMeter / typo / host integration brief bundle into the repo; added manifest + skill YAML with safe defaults (MCP off until self-hosted). Indonesian 4-layer and multilingual specs live under brain/typo/; master brief under docs/.

[v0.7.1-dev] — 2026-04-24 — Arsitektur Jiwa (dok) + Typo multibahasa + plugin jembatan

Narasi

Sesi pengembangan sebelumnya terhenti di batas kuota API saat menyusun tiga jalur paralel. Kode pilar di brain/nafs, brain/aql, brain/qalb sudah ada; orchestrator runtime tetap di apps/brain_qa/brain_qa/jiwa/. Sesi ini melengkapi dokumentasi handoff/PRD, kerangka typo universal (brain/typo/), plugin HTTP opsional (host-integration/, tanpa kunci vendor), dan README pilar (brain/jiwa, ruh, hayat, ilm, hikmah). Pembersihan pola topik internal: menghapus nama pribadi dari regex sidix_internal di brain/nafs/response_orchestrator.py.

Lanjutan: penyambungan produksi — typo_bridge.py memuat pipeline dari root repo; run_react memakai pertanyaan ternormalisasi untuk cache dedup, RAG, dan loop ReAct (teks asli tetap di AgentSession.question untuk audit). MULTILINGUAL_TYPO_FRAMEWORK.md diperkaya dengan enam bahasa inti + meja integrasi.

Dokumentasi

docs/HANDOFF_2026-04-24_ARSITEKTUR_JIWA_TYPo_PLUGIN.md — status terputus + prioritas lanjut.
docs/PRD_ARSITEKTUR_JIWA_MULTILINGUAL_TYPO_ASSISTANT_PLUGIN.md — PRD (ID + ringkasan EN).
brain/typo/MULTILINGUAL_TYPO_FRAMEWORK.md — spesifikasi typo-resilience multibahasa.

UI (landing app)

SIDIX_USER_UI — v1.0.2: blok “What’s new / Yang baru” bilingual (penyambungan ReAct + env SIDIX_TYPO_PIPELINE).

English

Unblocked documentation after an API limit interruption: multilingual typo framework (local heuristics), optional self-hosted assistant bridge stub, Jiwa pillar README map, handoff + PRD. Runtime Jiwa remains in brain_qa.jiwa; brain/nafs|aql|qalb are reference/corpus-side modules—consolidate in a follow-up if needed.

Follow-up: SIDIX_TYPO_PIPELINE (default on) gates typo_bridge → normalized query drives retrieval and caching; original string preserved on the session for auditing.

[v0.7.0] — 2026-04-23 — Security Hardening + Social Radar MVP

Keamanan (Security)

Identity cleanup: hapus semua identifier pribadi dari kode — identity.py, world_sensor.py, programming_learner.py, bot.py, dll. Ganti dengan identitas proyek yang netral.
SECURITY.md: ditambahkan di root untuk GitHub security tab — vulnerability disclosure policy, arsitektur keamanan, scope.
Endpoint hardening /social/radar/scan: ganti dict mentah dengan Pydantic RadarScanRequest. Guard payload >10KB (HTTP 413). Error message generik — tidak leak internals.

Social Radar MVP (Sprint 7)

social_radar.py: keyword sentimen diperluas (14 positif / 14 negatif, termasuk slang UMKM Indonesia). Cap recent_comments[:200]. Fix advice logic — cabang baru untuk double signal (ER tinggi + sentimen negatif).
Chrome Extension scaffold: browser/social-radar-extension/ — popup.html UI bertema SIDIX, popup.js simulasi scan.
POST /social/radar/scan: endpoint aktif, tested 3/3 unit test PASSED.

Hardening Sprint 6.5 (sebelumnya)

Maqashid mode gate: 6 jalur keluar di ReAct loop
Naskh Handler: resolusi konflik knowledge per tier sanad
Raudah v0.2: TaskGraph DAG paralel per peran
CQF Rubrik v2: 10 kriteria, skor agregat
Intent Classifier: 7 intent, deterministik (regex)
MinHash dedup: datasketch, num_perm=128, threshold 0.85
Test: 15/15 PASSED. Benchmark: 64/70 pass, 6 harmful correctly blocked.

[v0.6.1] — 2026-04-23 — 5 Persona + Open Source Readiness

Persona Baru (LOCK)

Nama Lama	Nama Baru	Karakter	Mode
(legacy)	AYMAN	Strategic Sage	IJTIHAD
(legacy)	ABOO	The Analyst	ACADEMIC
(legacy)	OOMAR	The Craftsman	IJTIHAD
(legacy)	ALEY	The Learner	GENERAL
(legacy)	UTZ	The Generalist	CREATIVE

Backward compatible — nama lama diterima via _PERSONA_ALIAS.

Open Source

CONTRIBUTING.md — panduan kolaborasi: fork workflow, 3 jalur kontribusi, code & corpus standards.
README.md — diperbarui ke v0.6.1 dengan Raudah, Naskh, Maqashid v2, persona table.

[v0.6.0] — 2026-04-23 — IHOS Deepening + Raudah Protocol

Arsitektur Baru

Raudah Protocol — orkestrasi multi-agen paralel berbasis IHOS. Lima peran: Peneliti, Analis, Penulis, Perekayasa, Verifikator. IHOS Guardrail sebelum spawn. brain/raudah/
Maqashid Profiles v2 — filter mode-based (CREATIVE / ACADEMIC / IJTIHAD / GENERAL). Mode CREATIVE: Maqashid sebagai score multiplier, bukan blocker.
Naskh Handler — konflik knowledge diselesaikan via sanad tier (primer > ulama > peer_review > aggregator). naskh_handler.py
Curator premium filter: pairs ≥0.85 score → lora_premium_pairs.jsonl.

[v0.5.0] — 2026-04-18 — Multi-Modal + Kemandirian

Image generation: text → image, lokal tanpa API key eksternal. Auto-enhance via creative_framework (Nusantara context).
Vision: analisis gambar via model vision lokal (llava/moondream/bakllava).
TTS: Indonesian text-to-speech (mp3 base64).
Skill modes: fullstack_dev / game_dev / problem_solver / decision_maker / data_scientist.
Decision Engine: multi-perspective consensus voting (3+ voter, majority + confidence).
Endpoints baru: POST /sidix/image/*, POST /sidix/audio/*, POST /sidix/mode/*, POST /sidix/decide.

[v0.4.0] — 2026-04-18 — Daily Continual Learning

Growth Engine: cron jam 03:00, 7-tahap — SCAN → RISET → APPROVE → TRAIN → SHARE → REMEMBER → LOG.
Sanad + Hafidz per note: CAS hash + Merkle root + erasure shares + isnad eksplisit. Verifiable tanpa server pusat: sha256(konten) == cas_hash.
Output per siklus: 1 note baru + ~10 training pair.
Endpoints: POST /sidix/grow, GET /sidix/growth-stats, GET /hafidz/*.

[v0.3.0] — 2026-04-18 — Autonomous Research Pipeline

Pipeline: gap detected → multi-angle research → 5-lensa synthesis (kritis/kreatif/sistematis/visioner/realistis) → web enrichment → narator → draft → approve → publish.
Komponen: autonomous_researcher.py, web_research.py, note_drafter.py.

[v0.2.0] — 2026-04 — Knowledge Gap Detection

knowledge_gap_detector.py: auto-deteksi pertanyaan low-confidence atau berulang → trigger riset otomatis.

[v0.1.0] — 2026-04 — Foundation

ReAct agent loop + 14 tools
BM25 corpus retrieval
Multi-LLM router (lokal-first, cloud fallback via env var)
Identity Shield (anti-jailbreak, prompt injection detection)
Hafidz MVP (CAS + Merkle + Erasure coding 4+2)
Threads integration

Planned (Sprint 7b–10)

Sprint	Target
7b	OpHarvest real scrape (Instagram DOM)
8	TikTok + Alert sistem + PDF export + radar dashboard
9	Plugin Ecosystem (VS Code extension)
10	Freemium tier + white-label API

SIDIX adalah proyek open source dengan tujuan membangun AI yang mandiri, jujur, dan bisa diverifikasi. Kontribusi: CONTRIBUTING.md · Issues: GitHub Issues

[2026-04-25] - Embodied SIDIX & Wisdom-Creative Sprint

Added

Multi-Agent Council (MoA-lite): Parallel persona execution (ABOO, OOMAR, ALEY) with AYMAN synthesis.
Parallel Tool Executor: Simultaneous execution of corpus and web search for low latency.
Sensory Health Probes: Real-time monitoring for RAG, Vision, and Image Gen senses.
Wisdom Gate: "Think Before You Act" logic (Mirror Method, Pareto 80/20).
Creative Thinking Engine: Question reframing ("How might we...") and divergent ideation.
PDF Ingestion: "TEORI KREATIVITAS DAN PRINSIP-PRINSIPNYA SERTA INOVASI" added to long-term memory.

Updated

�gent_react.py: Main loop upgraded with Wisdom Gate and Parallel Executor.
�gent_serve.py: New endpoints /sidix/senses/status and /agent/council.
creative_framework.py: Upgraded with formal innovation methodologies.

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[2.7.0] — 2026-04-28 morning — Self-Learning Trilogy COMPLETE (RASA + KITABAH + ODOA + WAHDAH signal)

Sprint 23 — ODOA Daily Compound Improvement Tracker

Sprint 24 — WAHDAH Corpus Signal MVP + ODOA Daily Cron

Notes baru cumulative

Endpoints summary cumulative

Cron jobs SIDIX cumulative (7 total)

Self-learning trilogy STATUS (note 248 line 109)

Embodiment status (note 248 line 40-65)

Session metric (cumulative 2026-04-27 + 2026-04-28 morning)

[2.6.0] — 2026-04-28 — Self-Critique + Self-Iterate (RASA + KITABAH + Shap-E)

Sprint 14f — Shap-E text-to-3D fallback (paralel agent)

Sprint 21 — 🎭 RASA Aesthetic/Quality Scorer

Sprint 22 — KITABAH Auto-iterate (Generation-Test Validation Loop)

Sprint 22b — KITABAH Cache Reuse (compound Sprint 20 smart cache)

Notes baru cumulative

Endpoints summary cumulative

Embodiment progress (note 248 line 40-65)

Iteration history total cumulative (sesi 2026-04-27 + 28)

Session metric (cumulative 2026-04-27 + 2026-04-28 morning)

[2.5.0] — 2026-04-27 late evening v2 — Scenario Tree + TTS Voice (Multi-modal Complete)

Sprint 19 — Scenario Tree Explorer (ALEY 2-level branching)

Sprint 14d — TTS Persona Voice (🗣️ MULUT embodiment)

Iter #6 + #7 (Sprint 19) — diagnose-before-iter discipline applied

Notes baru

Compound multi-modal capability cumulative

Endpoints summary cumulative

Session metric (2026-04-27 full day)

[2.4.0] — 2026-04-27 late evening — Wisdom Layer + Risk Register Structured

Sprint 14g — Fix /openapi.json 500 (Pydantic forward-ref)

Sprint 16 — Wisdom Layer MVP (5-persona judgment synthesizer)

Sprint 18 — Risk Register + Impact Map Structured JSON

Notes baru

Iteration #5 (this version)

Endpoints summary baru (cumulative)

Session metric (cumulative 2026-04-27 full day)

[2.3.0] — 2026-04-27 evening — Discipline Lock + Sprint 14e 3D Wire

CLAUDE.md 6.4 — Pre-Execution Alignment Check + Anti-Halusinasi rule (LOCK)

Iterasi #3 — ALEY system prompt pivot 2026-04-25 alignment fix

Sprint 14e — 3D Mascot via TripoSR (image-to-3D)

Auto-memory feedback saved

Session metric (cumulative 2026-04-27)

[2.2.0] — 2026-04-27 — Creative Agent Stack + Visioner Foresight (Sprint 12+14+14b+14c+15)

Sprint 12 — CT 4-Pilar Cognitive Engine

Sprint 14 — Creative Pipeline 5-stage hero use-case

Sprint 14b — RunPod mighan-media-worker image generation wire

Sprint 14c — Multi-persona post-pipeline enrichment

Sprint 15 — Visioner Weekly Democratic Foresight

Endpoint summary baru

Notes

Known issue defer

Compound clock STARTED

[2.1.5] — 2026-04-26 — Vol 20-fu3/5/6 + SIDIX Sandbox Genesis

Vol 20-fu3 Simple-Tier Direct LLM Bypass: 78s -> 1.2s halo (37x)

Vol 20-fu5 Wikipedia Direct: 120s -> 2.14s presiden (DDG bypass)

Vol 20-fu6 Brave Search Parallel: SIDIX self-built via sandbox iteration

SIDIX Always-On: every 15 min observer + every 30 min radar (cron deployed)

Notes 239-246: ~2500 lines architecture (sanad/inventory/hafidz/lite-browser/skill-cloning/brain-anatomy)

HF Card FIX: legacy persona names corrected, tools 35->48

Landing + README: v2.1, Free Forever, Persona Showcase

SSH key-only + token rotation

First SIDIX SELF-COMMIT: 26d3ddc by sidix@sidixlab.com

SIDIX — Changelog

[2.1.4] — 2026-04-27 — Vol 20-Closure (B + C + E) — Vol 20 Original CLOSED

Vol 20-Closure (commit pending) — Wire Tasks B + C + E ke /ask + /ask/stream

Task C — CodeAct enrich done event (kedua endpoint)

Task B — Tadabbur observability + cache short-circuit /ask/stream

Task E — Frontend cache hit indicator + observability badges

Test

Documentation

Effect — Vol 20 Sprint Complete

[2.1.4] — 2026-04-27 — Vol 20-fu2 TRIO (Complexity routing + Tadabbur swap + BadStyle defense)

Trio Vol 20-fu2 — 4-Pilar Balanced Reinforcement

#7 Complexity-Tier Routing (Pilar 4 Proactive) — commit 2fd6414

#1 Tadabbur FULL SWAP (Pilar 2 Multi-Agent) — commit 5e6fb13

#7 Complexity-Tier Routing (Pilar 4 Proactive) — commit `2fd6414`

#1 Tadabbur FULL SWAP (Pilar 2 Multi-Agent) — commit `5e6fb13`

#8 BadStyle Defense (Pilar 3 Continuous Learning Integrity) — commit `9583e38`

Mandatory POST-TASK PROTOCOL — commit `a5357c8`

Vol 20a (commit `32d91d0`) — Wire Vol 19 Modules ke /ask

Vol 20b (commit `08a7d46`) — Semantic Cache Phase B

Vol 20b+ (commit `39e4289`) — Comprehensive Research Sweep

Added — Admin Panel (`ctrl.sidixlab.com/admin`)

[v0.7.3-dev] — 2026-04-25 — Pemetaan framework + paket `docs/sociometer/` + landing v1.0.3