Complete documentation of: - Read flow (vault browser) - Search flow (embeddings + pgvector) - Edit flow (4-step GRM workflow with branch → MR → review → merge → auto-sync) - Agent context flow (real-time execution logs) - System architecture (K8s topology) - Pod infrastructure (5-6 core + 6-8 supporting pods) - Traffic flow diagram - Deployment checklist Total pods documented: - 2× poimen-memory (API server, HA) - 2× memory-db (PostgreSQL primary + replica, 20Gi each) - 1-2× frontend (React SPA, vault UI) - 5+ ArgoCD pods (CD orchestration) - 1× nginx-ingress (reverse proxy)
530 lines
32 KiB
Markdown
530 lines
32 KiB
Markdown
# Memory UI Flow - Complete Workflow
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## Table of Contents
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1. [Read Flow](#read-flow)
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2. [Search Flow](#search-flow)
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3. [Edit Flow (GRM Workflow)](#edit-flow-grm-workflow)
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4. [Agent Context Flow](#agent-context-flow)
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5. [System Architecture](#system-architecture)
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6. [Pod Infrastructure](#pod-infrastructure)
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---
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## Read Flow
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Browse vault documents from the web UI.
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```
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┌─────────────────────────────────────────────────────┐
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│ User: memory.riotpiao.com │
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│ (Browser, JWT token in localStorage) │
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└────────────┬────────────────────────────────────────┘
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│
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│ GET /memory/vault?project=poimen
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│ Authorization: Bearer <JWT>
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│
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↓
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┌─────────────────────────────────────────────────────┐
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│ Memory Service Pod │
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│ ├─ Load vault files from PVC │
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│ ├─ Build file tree (directory structure) │
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│ └─ Return JSON response │
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└────────────┬────────────────────────────────────────┘
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│
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│ {files: [{path, title, updated_at}...]}
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│
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↓
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┌─────────────────────────────────────────────────────┐
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│ UI: Render Vault Browser │
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│ ├─ Project selector (dropdown) │
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│ ├─ File tree (collapsible folders) │
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│ ├─ Breadcrumb navigation │
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│ └─ Preview panel (markdown rendering) │
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└─────────────────────────────────────────────────────┘
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```
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---
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## Search Flow
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Semantic search using embeddings and pgvector similarity.
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```
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┌──────────────────────────────────────────────────────┐
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│ User: Type query "deployment issues" │
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│ Select filters (project=poimen, level=L1) │
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└────────────┬─────────────────────────────────────────┘
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│
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│ POST /memory/query
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│ {
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│ "query": "deployment issues",
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│ "project": "poimen",
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│ "limit": 10
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│ }
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Memory Service Pod │
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│ ├─ Tokenize query │
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│ ├─ Call LLM API for embedding │
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│ └─ pgvector similarity search │
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└────────────┬─────────────────────────────────────────┘
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│
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│ Query: similarity vector
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ PostgreSQL Pod + pgvector │
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│ ├─ Index: embedding <-> <dimension> │
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│ ├─ Query: │
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│ │ SELECT chunks, similarity_score │
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│ │ ORDER BY embedding <-> query_vec │
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│ │ LIMIT 10 │
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│ └─ Return ranked results │
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└────────────┬─────────────────────────────────────────┘
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│
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│ [{chunk, score, source, level, breadcrumb}...]
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ UI: Render Results │
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│ ├─ Result cards with similarity badges (0.92) │
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│ ├─ Syntax highlighted code blocks │
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│ ├─ Link to source document │
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│ └─ "Related" section (similarity graph) │
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└──────────────────────────────────────────────────────┘
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```
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---
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## Edit Flow (GRM Workflow)
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Full Git Review Merge workflow: create branch → MR → human approval → auto-sync vault.
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```
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┌──────────────────────────────────────────────────────┐
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│ User: Clicks "Edit" on document │
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│ Example: runbook-deploy.md │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ UI: Switch to Edit Mode │
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│ ├─ Load document content from Memory Service │
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│ ├─ Show markdown editor (CodeMirror) │
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│ ├─ Disable Save button (drafts only) │
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│ └─ Show "Submit for Review" button │
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└────────────┬─────────────────────────────────────────┘
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│
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├─ User makes edits (e.g., update deploy steps)
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ User: Click "Submit for Review" │
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└────────────┬─────────────────────────────────────────┘
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│
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│
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╔═══════╩═══════════════════════════════════════════╗
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║ STEP 1: CREATE BRANCH ║
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╚═══════╤═══════════════════════════════════════════╝
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Frontend: POST /memory/grc/draft │
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│ { │
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│ "document_path": "vault/runbooks/deploy.md", │
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│ "content": "<new markdown content>", │
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│ "message": "Update deploy steps", │
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│ "user": "[email protected]" │
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│ } │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Memory Service Pod: GRC Handler │
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│ ├─ Generate branch name: edit/rock/deploy-<ts> │
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│ ├─ Call Forgejo API (create branch) │
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│ ├─ Commit changes to branch │
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│ └─ Return PR URL + branch name │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Forgejo Git Service │
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│ ├─ Create branch: edit/rock/deploy-<ts> │
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│ ├─ From: main │
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│ ├─ Commit: "Update deploy steps" │
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│ └─ Trigger CI checks (markdown lint) │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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╔═══════╩═══════════════════════════════════════════╗
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║ STEP 2: AUTO-CREATE MERGE REQUEST ║
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╚═══════╤═══════════════════════════════════════════╝
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ UI Feedback │
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│ ✅ "Draft saved - Merge Request created" │
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│ └─ Show clickable MR link │
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└────────────┬─────────────────────────────────────────┘
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│
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│
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╔═══════╩═══════════════════════════════════════════╗
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║ STEP 3: HUMAN REVIEW (in Forgejo) ║
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╚═══════╤═══════════════════════════════════════════╝
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Reviewer (e.g., lead engineer) │
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│ ├─ Open MR in Forgejo web UI │
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│ ├─ Review diff (before/after) │
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│ ├─ Comment/suggest edits │
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│ ├─ Approve or request changes │
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│ └─ Click "Merge to main" │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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╔═══════╩═══════════════════════════════════════════╗
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║ STEP 4: AUTO-SYNC TO VAULT ║
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╚═══════╤═══════════════════════════════════════════╝
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Forgejo: Merge Complete │
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│ ├─ Branch merged to main │
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│ ├─ Trigger webhook: pull_request_merged │
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│ └─ Payload: {pr_id, merged_at, branch} │
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└────────────┬─────────────────────────────────────────┘
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│
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│ Webhook trigger
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ ArgoCD Application │
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│ ├─ Webhook receiver │
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│ ├─ Trigger sync of poimen-memory-app │
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│ └─ Pull latest from git (main) │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Git-Sync Sidecar Pod (poimen namespace) │
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│ ├─ Receive ArgoCD sync signal │
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│ ├─ `git pull origin main` in vault/ │
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│ ├─ File appears in PVC │
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│ └─ Update complete │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Memory Service Pod: Indexing Job │
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│ ├─ Detect vault file change │
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│ ├─ Tokenize + embed new content │
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│ ├─ Insert into pgvector index │
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│ └─ Document now searchable │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ UI Notification │
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│ ✅ "Document published!" │
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│ ├─ Document now visible to all │
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│ ├─ Embeddings indexed │
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│ └─ Available in search │
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└──────────────────────────────────────────────────────┘
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```
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---
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## Agent Context Flow
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Real-time agent execution with memory retrieval tracking.
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```
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┌──────────────────────────────────────────────────────┐
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│ User: Navigate to "Agent Workspace" tab │
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│ (Shows live agent execution) │
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└────────────┬─────────────────────────────────────────┘
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│
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│ Establish connection
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Frontend: WebSocket /memory/agents/stream │
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│ (Fallback: HTTP polling) │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ Memory Service Pod │
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│ ├─ Tail agent execution log │
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│ ├─ Emit events: │
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│ │ - agent_started │
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│ │ - memory_retrieved {query, chunks, scores} │
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│ │ - tool_invoked {tool_name, args} │
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│ │ - tool_result {result} │
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│ │ - agent_decision {reasoning} │
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│ │ - agent_complete │
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│ └─ Stream as JSON events │
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└────────────┬─────────────────────────────────────────┘
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│
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↓
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┌──────────────────────────────────────────────────────┐
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│ UI: Real-time Dashboard │
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│ ├─ Timeline of agent actions (bottom-up) │
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│ ├─ Memory chunks used (with similarity scores) │
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│ ├─ Tool calls + outputs (expandable) │
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│ ├─ Decision tree (branching logic) │
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│ └─ Knowledge graph overlay (related docs) │
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└──────────────────────────────────────────────────────┘
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```
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---
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## System Architecture
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Complete deployment topology with all components.
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```
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┌────────────────────────────────────────────────────────────────────────┐
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│ EXTERNAL: User → memory.riotpiao.com (DNS A record) │
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└────────────┬───────────────────────────────────────────────────────────┘
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│
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│ HTTPS
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│
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↓
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┌────────────────────────────────────────────────────────────────────────┐
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│ K8s Ingress Controller (nginx-ingress) │
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│ ├─ TLS termination (memory.riotpiao.com) │
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│ ├─ Route to frontend Service (port 80) │
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│ └─ Route to memory Service (port 8080) │
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└────┬───────────────────────────────────┬───────────────────────────────┘
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│ │
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↓ (frontend) ↓ (API)
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┌──────────────────────────┐ ┌────────────────────────────────────┐
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│ Frontend Service │ │ Memory Service (8080) │
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│ (port 80) │ │ ├─ LoadBalancer type │
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└────┬──────────────────────┘ └────┬───────────────────────────────┘
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│ │
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↓ ↓
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┌──────────────────────────┐ ┌────────────────────────────────────┐
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│ Frontend Pod (React SPA)│ │ Memory Pod 1 (poimen-memory-*) │
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│ ├─ React app │ │ ├─ HTTP server (actix-web) │
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│ ├─ Vite build │ │ ├─ JWT validation │
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│ ├─ Static files │ │ ├─ GRC handler (Forgejo API) │
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│ └─ API client │ │ ├─ Vault browser │
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└──────────────────────────┘ │ ├─ Query (embedding) handler │
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│ ├─ Skills handler │
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┌──────────────────────────┼─ Projects handler │
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│ │ └─ Volume: /data/vault (PVC) │
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│ │ │
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│ └────┬───────────────────────────────┘
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│ │
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│ Memory Pod 2 (HA replica) │
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│ (identical to Pod 1) │
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│ │
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├───────────────────────────────┤
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│ │
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↓ ↓
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┌─────────────────────────────────────────────────────────────┐
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│ PostgreSQL StatefulSet (memory-db-0, memory-db-1) │
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│ ├─ Primary: memory-db-0 (PVC: 20Gi) │
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│ ├─ Replica: memory-db-1 (PVC: 20Gi) │
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│ ├─ Service: memory-db (headless) │
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│ ├─ Tables: │
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│ │ ├─ chunks (id, text, project_id, embedding, source) │
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│ │ ├─ skills (id, name, metadata) │
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│ │ ├─ projects (id, name) │
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│ │ └─ agent_logs (id, agent_id, action, timestamp) │
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│ └─ Extension: pgvector (vector similarity) │
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└─────────────────────────────────────────────────────────────┘
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│
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│ INDEX: embedding <-> vector[]
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│
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└─ Used by: /memory/query (similarity search)
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┌─────────────────────────────────────────────────────────────┐
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│ Storage: PVC (poimen-memory-vault, 10Gi, Longhorn) │
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│ ├─ Mount path: /data/vault │
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│ ├─ Content: │
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│ │ ├─ vault/skills/ │
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│ │ ├─ vault/runbooks/ │
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│ │ ├─ vault/evidence/ │
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│ │ └─ .git/ (full git history) │
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│ └─ Sync: git-sync sidecar (on file changes) │
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└─────────────────────────────────────────────────────────────┘
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│
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│ ArgoCD monitors + syncs
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│
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ Git-Sync Sidecar (runs in Memory Pod) │
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│ ├─ Watches: https://forgejo.riotpiao.com/.../memory.git │
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│ ├─ Branch: main │
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│ ├─ Sync interval: 30s │
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│ ├─ On merge: pulls to /data/vault │
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│ └─ Triggers indexing │
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└─────────────────────────────────────────────────────────────┘
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│
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│ Webhooks
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│
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↓
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┌─────────────────────────────────────────────────────────────┐
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│ External: Forgejo + ArgoCD │
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│ ├─ Forgejo webhook: pr_merged → ArgoCD │
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│ ├─ ArgoCD watches: poimen-memory-app (in git) │
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│ ├─ Auto-sync enabled (prune + selfHeal) │
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│ └─ Revision tracking │
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└─────────────────────────────────────────────────────────────┘
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┌─────────────────────────────────────────────────────────────┐
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│ External: Authentik (OIDC) │
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│ ├─ Issuer: https://authentik.riotpiao.com/.../ │
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│ ├─ JWKS: .../jwks/ │
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│ ├─ OAuth2 App: poimen-memory │
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│ └─ Used by: JWT validation in Memory Service │
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└─────────────────────────────────────────────────────────────┘
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┌─────────────────────────────────────────────────────────────┐
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│ External: LLM Service (Embeddings) │
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│ ├─ Provider: Vertex AI / Hugging Face / etc │
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│ ├─ Used by: /memory/query (tokenize + embed) │
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│ └─ Cached results (1hr TTL) │
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└─────────────────────────────────────────────────────────────┘
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```
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---
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## Pod Infrastructure
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Complete pod inventory deployed in `poimen` namespace.
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### Production Pods
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| Pod Name | Role | Replicas | PVC | Purpose |
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|----------|------|----------|-----|---------|
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| **poimen-memory-\*** | API Server | 2 | 10Gi vault | HTTP server, JWT auth, GRC, Query handler |
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| **memory-db-0** | PostgreSQL Primary | 1 | 20Gi | Main database, chunks + metadata |
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| **memory-db-1** | PostgreSQL Replica | 1 | 20Gi | High availability, read replicas |
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| **frontend-\*** | React SPA | 1+ | — | Web UI (memory.riotpiao.com) |
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### Supporting Infrastructure (External)
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| Component | Role | Location |
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|-----------|------|----------|
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| **Git-Sync Sidecar** | Auto-pull vault | Embedded in memory pod |
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| **ArgoCD Application** | CD orchestration | argocd namespace |
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| **Ingress Controller** | Reverse proxy | ingress-nginx namespace |
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| **Longhorn** | Storage provider | Storage layer |
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### Total Pod Count: **6 Production Pods**
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```
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Namespace: poimen
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├─ poimen-memory (ReplicaSet) × 2 pods ...................... (2)
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├─ memory-db-0 (StatefulSet) ............................... (1)
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├─ memory-db-1 (StatefulSet) ............................... (1)
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└─ frontend (Deployment) × 1-2 pods ......................... (1-2)
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Namespace: argocd
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└─ argocd-server, argocd-repo-server, etc .................. (5+)
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Namespace: ingress-nginx
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└─ nginx-ingress-controller ................................ (1)
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TOTAL: 12-14 pods (6 core + 6-8 supporting)
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```
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### Pod Responsibilities
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#### Memory Service Pod (×2, HA)
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- **Listen**: 0.0.0.0:8080
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- **Endpoints**:
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- `GET /memory/vault` — Read vault files
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- `POST /memory/query` — Semantic search (embeddings)
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- `GET /memory/skills` — List skills
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- `POST /memory/grc/draft` — Create branch + MR
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- `GET /memory/grc/status` — Check MR status
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- `GET /memory/agents/logs` — Stream agent events
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- **Auth**: JWT (Authentik)
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- **Connections**:
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- PostgreSQL (query + index)
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- Forgejo API (GRC)
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- LLM service (embeddings)
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- PVC (vault files)
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#### PostgreSQL Pod (×2, Primary + Replica)
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- **Listen**: 5432
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- **Service**: memory-db (headless for StatefulSet)
|
||
- **Storage**: 20Gi per pod (PVC)
|
||
- **Replication**: Streaming replication (primary → replica)
|
||
- **Extensions**: pgvector
|
||
- **Data**:
|
||
- chunks table (with vector index)
|
||
- skills table
|
||
- projects table
|
||
- agent_logs table
|
||
|
||
#### Frontend Pod (×1-2)
|
||
- **Listen**: 80
|
||
- **Serve**: React SPA static files
|
||
- **Endpoints**:
|
||
- `/` — App shell
|
||
- `/api/*` — Proxy to Memory Service (8080)
|
||
- **Auth**: JWT (localStorage)
|
||
- **Build**: Vite (production bundle)
|
||
|
||
#### Git-Sync Sidecar (embedded in Memory Pod)
|
||
- **Runs**: As a init container + background process
|
||
- **Watch**: Forgejo main branch
|
||
- **Sync interval**: 30 seconds
|
||
- **Action on merge**: `git pull` → trigger re-index
|
||
|
||
---
|
||
|
||
## Traffic Flow Diagram
|
||
|
||
```
|
||
Internet (Users)
|
||
│
|
||
│ HTTPS
|
||
│
|
||
↓
|
||
┌─────────────────────────┐
|
||
│ Ingress Controller │
|
||
│ (nginx) │
|
||
└──┬────────────┬─────────┘
|
||
│ │
|
||
│ port 80 │ port 8080
|
||
│ │
|
||
↓ ↓
|
||
┌──────────┐ ┌──────────────────┐
|
||
│ Frontend │ │ Memory Service │
|
||
│ (React) │ │ (Rust + Actix) │
|
||
└────┬─────┘ └──┬───────────┬────┘
|
||
│ │ │
|
||
│ ┌──┘ └──┐
|
||
│ │ │
|
||
↓ ↓ ↓
|
||
┌───────────────────┐ ┌──────────────┐
|
||
│ PostgreSQL │ │ Vault PVC │
|
||
│ (pgvector index) │ │ (git files) │
|
||
└───────────────────┘ └──────────────┘
|
||
```
|
||
|
||
---
|
||
|
||
## Deployment Checklist
|
||
|
||
- [x] Memory Service (2 pods) deployed in `poimen` namespace
|
||
- [x] PostgreSQL StatefulSet (2 pods) deployed
|
||
- [x] PVC: poimen-memory-vault (10Gi) attached
|
||
- [x] Git-sync sidecar configured (auto-pull on merge)
|
||
- [x] JWT auth enabled (Authentik integration)
|
||
- [x] Ingress configured (memory.riotpiao.com)
|
||
- [ ] Frontend pod deployment (TODO)
|
||
- [ ] GRC endpoints tested (TODO)
|
||
- [ ] Agent logging endpoints tested (TODO)
|
||
|