feat: add Hindsight 0.9.2 cloud inference stack
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TZ=Asia/Shanghai
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# PostgreSQL. The password and the derived database URL stay in Arcane only.
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HINDSIGHT_DB_USER=hindsight_user
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HINDSIGHT_DB_PASSWORD=replace-with-a-random-url-safe-password
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HINDSIGHT_DB_NAME=hindsight_db
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# Hindsight API and control-plane UI.
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HINDSIGHT_ENABLE_API=true
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HINDSIGHT_ENABLE_CP=true
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HINDSIGHT_API_HOST=0.0.0.0
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HINDSIGHT_API_PORT=8888
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HINDSIGHT_API_LOG_LEVEL=info
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HINDSIGHT_API_WORKERS=1
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HINDSIGHT_API_VECTOR_EXTENSION=pgvector
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HINDSIGHT_API_TEXT_SEARCH_EXTENSION=native
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HINDSIGHT_API_TEXT_SEARCH_EXTENSION_NATIVE_LANGUAGE=english
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HINDSIGHT_API_ENABLE_AUTO_CONSOLIDATION=true
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HINDSIGHT_API_MCP_ENABLED=true
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# ZenMux, using its OpenAI-compatible endpoint. Store the real key in Arcane.
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HINDSIGHT_API_LLM_PROVIDER=openai
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HINDSIGHT_API_LLM_BASE_URL=https://zenmux.ai/api/v1
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HINDSIGHT_API_LLM_API_KEY=replace-with-zenmux-subscription-key
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HINDSIGHT_API_LLM_MODEL=openai/gpt-5.6-luna
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HINDSIGHT_API_LLM_MAX_CONCURRENT=4
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HINDSIGHT_API_LLM_MAX_RETRIES=4
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HINDSIGHT_API_LLM_INITIAL_BACKOFF=2
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HINDSIGHT_API_LLM_MAX_BACKOFF=120
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HINDSIGHT_API_LLM_TIMEOUT=300
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HINDSIGHT_API_LLM_REASONING_EFFORT=low
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HINDSIGHT_API_LLM_PROMPT_CACHE_ENABLED=true
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HINDSIGHT_API_LLM_SEND_BANK_AS_USER=true
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# Retain: fast structured extraction.
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HINDSIGHT_API_RETAIN_LLM_PROVIDER=openai
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HINDSIGHT_API_RETAIN_LLM_BASE_URL=https://zenmux.ai/api/v1
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HINDSIGHT_API_RETAIN_LLM_MODEL=openai/gpt-5.6-luna
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HINDSIGHT_API_RETAIN_LLM_MAX_CONCURRENT=2
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HINDSIGHT_API_RETAIN_LLM_TIMEOUT=300
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# Consolidation: stronger cross-memory organization, quota-aware concurrency.
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HINDSIGHT_API_CONSOLIDATION_LLM_PROVIDER=openai
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HINDSIGHT_API_CONSOLIDATION_LLM_BASE_URL=https://zenmux.ai/api/v1
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HINDSIGHT_API_CONSOLIDATION_LLM_MODEL=x-ai/grok-4.6
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HINDSIGHT_API_CONSOLIDATION_LLM_MAX_CONCURRENT=1
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HINDSIGHT_API_CONSOLIDATION_LLM_TIMEOUT=600
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HINDSIGHT_API_CONSOLIDATION_LLM_BATCH_SIZE=10
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# Reflect: highest-quality synthesis and belief evolution.
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HINDSIGHT_API_REFLECT_LLM_PROVIDER=openai
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HINDSIGHT_API_REFLECT_LLM_BASE_URL=https://zenmux.ai/api/v1
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HINDSIGHT_API_REFLECT_LLM_MODEL=anthropic/claude-sonnet-5
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HINDSIGHT_API_REFLECT_LLM_MAX_CONCURRENT=1
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HINDSIGHT_API_REFLECT_LLM_TIMEOUT=600
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# OpenRouter embeddings. BGE-M3 emits 1024-dimensional multilingual vectors.
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HINDSIGHT_API_OPENROUTER_API_KEY=replace-with-openrouter-key
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HINDSIGHT_API_EMBEDDINGS_PROVIDER=openrouter
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HINDSIGHT_API_EMBEDDINGS_OPENROUTER_MODEL=baai/bge-m3
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HINDSIGHT_API_EMBEDDINGS_OPENAI_BATCH_SIZE=32
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HINDSIGHT_API_EMBEDDINGS_MAX_INPUT_TOKENS=8192
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# OpenRouter reranker, with a fail-open RRF fallback.
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HINDSIGHT_API_RERANKER_PROVIDER=openrouter
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HINDSIGHT_API_RERANKER_OPENROUTER_MODEL=cohere/rerank-4-fast
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HINDSIGHT_API_RERANKER_OPENROUTER_TIMEOUT=30
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HINDSIGHT_API_RERANKER_MAX_CANDIDATES=100
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HINDSIGHT_API_RERANKER_1_PROVIDER=rrf
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# Hindsight 独立 VM
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本项目部署到 PVE VM `hindsight`(`192.168.50.47`)的 Arcane Environment。
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它是新一代空白实例,不直接挂载或修改 unRaid 上的旧数据库。
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## 组件
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- Hindsight `0.9.2-slim`;
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- PostgreSQL 18 + pgvector;
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- OpenRouter `baai/bge-m3` embedding;
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- OpenRouter `cohere/rerank-4-fast` reranker,失败时回退到 RRF;
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- ZenMux Luna 用于 Retain;
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- ZenMux Grok 4.6 用于 Consolidation;
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- ZenMux Sonnet 5 用于 Reflect。
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运行数据固定在 `/srv/hindsight/postgres`。Compose 和非敏感模板进入 Git,真实
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数据库密码、ZenMux key 和 OpenRouter key 仅保存在该 Arcane Environment 的
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`.env` 中。
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## 发布顺序
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1. 用 `.env.example` 在 Arcane 中建立 Environment 专属 `.env`;
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2. 对三种 LLM、embedding 和 reranker 运行合成内容探针;
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3. 启动空白实例,验证 `/health`、UI、Retain、Recall、Consolidation 和 Reflect;
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4. 保持 unRaid 旧实例在线,另行制定 bank export/import 迁移与回滚窗口;
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5. 迁移完成前不修改现有 Agent 的 Hindsight URL。
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## 升级策略
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不长期冻结在历史生产版本,也不直接使用浮动的 `latest`。跟踪 Hindsight release,
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先在空白或影子实例验证数据库迁移、provider 配置和核心工作流,再更新固定版本与
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镜像 digest,由 Arcane 滚动部署。
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services:
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postgres:
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image: pgvector/pgvector:pg18@sha256:2ba9ca5f2e7daa0f0e7723cba1ee9167bab54efd3640516a44ac1a928dd67e7a
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container_name: hindsight-postgres
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restart: unless-stopped
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environment:
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POSTGRES_USER: ${HINDSIGHT_DB_USER:-hindsight_user}
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POSTGRES_PASSWORD: ${HINDSIGHT_DB_PASSWORD:?Set HINDSIGHT_DB_PASSWORD in Arcane}
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POSTGRES_DB: ${HINDSIGHT_DB_NAME:-hindsight_db}
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volumes:
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- /srv/hindsight/postgres:/var/lib/postgresql/18/docker
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healthcheck:
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test: ["CMD-SHELL", "pg_isready -U ${HINDSIGHT_DB_USER:-hindsight_user} -d ${HINDSIGHT_DB_NAME:-hindsight_db}"]
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interval: 10s
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timeout: 5s
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retries: 10
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start_period: 20s
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networks:
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- hindsight
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security_opt:
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- no-new-privileges:true
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logging: &default-logging
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driver: json-file
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options:
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max-size: 10m
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max-file: "3"
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hindsight:
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image: ghcr.io/vectorize-io/hindsight:0.9.2-slim@sha256:2e894dee607d98fa9cbc5ca8d9676ca803618f9570e1a473385050a899a3e1a1
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container_name: hindsight
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restart: unless-stopped
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env_file:
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- ${HINDSIGHT_ENV_FILE:-.env}
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environment:
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HINDSIGHT_API_DATABASE_URL: postgresql://${HINDSIGHT_DB_USER:-hindsight_user}:${HINDSIGHT_DB_PASSWORD:?Set HINDSIGHT_DB_PASSWORD in Arcane}@postgres:5432/${HINDSIGHT_DB_NAME:-hindsight_db}
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ports:
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- "192.168.50.47:8888:8888"
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- "192.168.50.47:9999:9999"
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depends_on:
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postgres:
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condition: service_healthy
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healthcheck:
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test: ["CMD", "python", "-c", "import urllib.request; urllib.request.urlopen('http://127.0.0.1:8888/health', timeout=5)"]
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interval: 15s
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timeout: 8s
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retries: 10
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start_period: 45s
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networks:
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- hindsight
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security_opt:
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- no-new-privileges:true
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logging: *default-logging
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networks:
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hindsight:
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name: hindsight
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