deeplyte-agentic

ETL → RAG-ready DB → inference · harness engineering
data: 2026-06-20
rendered: 2026-06-20 17:20:46
완료 29 진행중 0 부분 0 대기 6 전체 35

전체 아키텍처 플로우차트 PDF → OCR → harness 추출 → DB(+KG) → Hybrid GraphRAG → g4 chat

flowchart TB
  classDef done fill:#15351f,stroke:#2ea043,color:#cdebd6;
  classDef active fill:#3a2f12,stroke:#d29922,color:#f0dca0;
  classDef wait fill:#1b2128,stroke:#6e7681,color:#aeb6bf;
  classDef infra fill:#10243a,stroke:#539bf5,color:#cfe3ff;

  subgraph KT["KT A100 · ainexus vLLM (remote)"]
    G4["g4 · gemma-4-31b
extract · chat · rerank"]:::infra QV3["qv3 · Qwen3-VL
KR OCR :8100"]:::infra DOTS["dots.ocr
EN OCR :8101"]:::infra end subgraph GPU1["gpu1 · RTX 4090 :51434"] BGE["bge-m3 임베딩
1024-d"]:::infra end PDF["papers/pdf · 191편"]:::wait OCRR["OCR Router
Mathpix▸dots▸qv3"]:::wait HAR["Harness 추출
N=3 vote·5-layer verify"]:::wait OPUS["Opus 4.8 escalate
native-PDF vision (field)"]:::wait subgraph PG["Postgres 16 + pgvector (science) — provisioned"] LAND["landing
raw/ocr"]:::done MIR["mirror_harness / gt / legacy
8테이블 frozen"]:::done CUR["curated
RAG relational"]:::done RAGC["rag.paper_chunk
vector(1024) HNSW"]:::done end NEO["neo4j KG
전해질 ontology"]:::done RET["Hybrid GraphRAG
PHP Retriever + RRF"]:::wait RERANK["g4 LLM-rerank"]:::wait CHAT["g4 chat · SSE
www/api/chat.php"]:::wait PDF --> OCRR DOTS --> OCRR QV3 --> OCRR OCRR --> HAR G4 --> HAR HAR --> OPUS HAR --> LAND HAR --> MIR OPUS --> MIR OCRR --> RAGC BGE --> RAGC MIR --> CUR CUR --> NEO RAGC --> RET NEO --> RET CUR --> RET BGE --> RET RET --> RERANK G4 --> RERANK RERANK --> CHAT G4 --> CHAT MIR -. "field-by-field diff" .-> EVAL["eval · 비교평가
mirror_harness vs mirror_gt"]:::wait OPUS -. GT .-> EVAL
infra/endpoint 준비됨 DB 프로비저닝 완료 데이터 파이프라인 실행 대기

작업 진행 보드 작업객체 · 상태 · 담당 에이전트(역할)

완료 P1 · 분석 (Mapping)
deeplyte / ainexus 자산 매핑 + 종합 완료 wf: map-deeplyte-ainexus · map:×6 + synthesize:architecture
완료 P2 · 설계 (Design)
실코드 정밀 매핑 (ground) 완료 ground:datavault / v3-harness / ainexus-contract / deeplyte3-skeleton
harness 설계 3안 + 심사 완료 design:decomp+vote / retrieval+tools / verify+escalate · judge:blueprint
설계 문서 6종 집필 완료 wf: design-deeplyte-agentic · write:00~05
완료 P3 · 문서 정합 (D6)
PHP-direct serve + g4 LLM-rerank 반영, 상호참조 교정 완료 wf: reconcile-php-serve · edit:00~05
완료 P4 · 웹 서빙
science nginx vhost + www/ document_root (PHP 8.3 FPM) 완료 main agent (직접)
bioai 엣지 프록시 + certbot 공유 cert 확장(agenticlyte) 완료 main agent (직접)
https://agenticlyte.aistar.it 가동 (TLS→science:80) 완료 main agent (직접)
부분 P5 · 인프라 (Phase 0)
Postgres 16 + pgvector 0.6 + 6 schema DDL 적용 완료 verify:infra
mirror_harness/gt/legacy (8테이블) byte-identical 검증 완료 verify:infra
neo4j 5.26 가동 (:7474/:7687) 완료 verify:infra · creds(.env) 입력 대기
bge-m3 임베딩 @ gpu1 192.168.77.221:51434 (1024d) 완료 사용자 pull (gpu1 RTX4090)
.env OLLAMA_URL → gpu1 교정 (science ollama 미사용) 완료 main agent (직접)
ainexus 통합 스모크: health_gate + g4 chat + dots/qv3 vision (LIVE) 완료 main agent (직접) · 실엔드포인트 실증
완료 P6 · 구현 빌드
pyproject(uv,3.12) + 패키지 트리 완료 scaffold:pkg
config/settings.py (get_settings, env-only, secrets redacted) 완료 fill:config
sql/ DDL 4종 (deeplyte3_mirror/landing/curated/rag) 완료 scaffold:sql
ainexus/ (kt_client·health_gate·guards·roles·backoff) 완료 build:ainexus
ontology/ (prompts·schemas·persona, 7-stage) 완료 build:ontology
harness/ (stage1·fanout·extract·vote·escalate·state·workflow) 완료 build:harness
verify/ (5-layer validator·confidence·calibration) 완료 build:verify
db/ (loader 8 field maps·sqlstate_classifier) 완료 build:db
kg/ (neo4j_client·kg_builder) 완료 build:kg
rag/ (chunker·embedder·vector_store·tables·units·fingerprint·evidence·index) 완료 build:rag + 완성 에이전트
ocr/ (router·page_transcriber·lang_sniff·page_cache·recall_metrics) 완료 build:ocr + 완성 에이전트
eval/ (mirror_diff·gold_runner·metrics·reliability·ablation) 완료 fill:eval + 완성 에이전트
scripts/ (run_etl·build_kg·run_eval·calibrate_tau) 완료 fill:scripts
www/ PHP serve (api/chat.php·lib/*) — php -l 통과 완료 build:www-php
Python 컴파일/임포트 검증 (compileall + import smoke 46/46) 완료 main agent (직접)
대기 P7 · 실행/운영 (향후)
레거시 secret rotation (T0.1) + neo4j creds 대기 사용자 결정
ETL 실행: 191 papers → mirror_harness 대기 scripts/run_etl · harness.workflow
Opus 4.8 GT gold run → mirror_gt 대기 eval/gold_runner
deeplyte3_mirror 비교평가 (field-by-field diff) 대기 eval/mirror_diff
neo4j 전해질 KG 빌드 대기 scripts/build_kg · kg.kg_builder
Hybrid GraphRAG 챗 라이브 (SSE) 대기 www/api/chat.php

인프라 & 엔드포인트

구성요소위치 / 엔드포인트상태
웹 (public)https://agenticlyte.aistar.it → bioai(TLS) → science:80 PHP-FPM가동
LLM (g4/qv3/ocr)KT A100 · ainexus vLLM (remote, per-req *_endpoint.env)LIVE
Embeddinggpu1 RTX4090 · http://192.168.77.221:51434 · bge-m3 1024d가동
Embedding (science)GPU 없음 → ollama 미사용사용안함
Postgresscience :5432 · pgvector 0.6 · schemas landing/mirror×3/curated/rag준비
neo4jscience :7474/:7687 · 5.26 Communitycreds 대기

RAG Chat Hybrid GraphRAG · g4 · SSE · figure 시각 인용