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feat: major retrieval + ingestion + graph intelligence overhaul
- 5-signal retrieval: BM25 + Graph BFS + Recency + HNSW Vector + Entity Boost - Query planner with intent-aware routing (Why/How/When/What) - MMR diversity reranking, query expansion (50+ coding synonyms) - Bloom filter for O(1) negative lookups - HNSW vector index (pure Go, O(log n) ANN search) - Spread-attenuated entity boost (Mem0 v3 technique) - Query cache (LRU, auto-invalidate on writes) - GraphRAG community detection + hierarchical memory (RAPTOR) - Memory sparsification (merge duplicates, compress, prune orphans) - HMAC-SHA256 integrity verification - Git learning (yaad learn, yaad suggest) - Smart ingestion (conversation, markdown, code, CLAUDE.md, .cursorrules) - Stack detection, session handoff, temporal filtering - PageRank importance scoring, shortest path, orphan detection - Context window optimizer, feedback signals, contextual scoring - Quiz, export-html, templates, health checks, audit log, rate limiter - One-command auto-setup with agent detection - Python + TypeScript SDKs, D3.js dashboard - 57 CLI commands, 28 MCP tools, 42 REST endpoints
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.yaad/config.toml

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# Yaad configuration
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# See: https://github.com/GrayCodeAI/yaad
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[server]
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port = 3456
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host = "127.0.0.1"
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[memory]
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hot_token_budget = 800
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warm_token_budget = 800
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max_memories = 10000
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[search]
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bm25_weight = 0.5
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vector_weight = 0.5
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default_limit = 10
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[decay]
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enabled = true
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half_life_days = 30
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min_confidence = 0.1
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boost_on_access = 0.2
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[git]
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watch = true
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auto_stale = true

.yaad/integrity.key

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��L �#�pz �$���nky�mH���r�O�Q8

CHANGELOG.md

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All notable changes to Yaad are documented here.
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5-
## [0.4.0] — 2026-05-08
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## [0.1.0] — 2026-05-12
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### Added
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- DAG branching with prefix-based memory lookup

cmd/yaad/admin.go

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@@ -186,3 +186,141 @@ var importJSONCmd = &cobra.Command{
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fmt.Printf("✓ Imported %d nodes, %d edges\n", nodes, edges)
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},
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}
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var communitiesCmd = &cobra.Command{
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Use: "communities",
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Short: "Detect memory communities (clusters of related memories)",
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Run: func(cmd *cobra.Command, args []string) {
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eng := openEngine()
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defer eng.Store().Close()
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cd := engine.NewCommunityDetector(eng.Store())
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communities, err := cd.Detect(context.Background(), 10)
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if err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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communities = cd.Summarize(context.Background(), communities)
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if len(communities) == 0 {
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fmt.Println("No communities detected (need more connected memories)")
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return
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}
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fmt.Printf("Found %d communities:\n\n", len(communities))
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for _, c := range communities {
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fmt.Printf(" Community #%d (%d nodes)\n", c.ID, c.Size)
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fmt.Printf(" %s\n\n", c.Summary)
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}
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},
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}
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var sparsifyCmd = &cobra.Command{
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Use: "sparsify",
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Short: "Clean up memory: merge duplicates, compress low-value, prune orphans",
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Run: func(cmd *cobra.Command, args []string) {
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eng := openEngine()
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defer eng.Store().Close()
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sp := engine.NewSparsifier(eng.Store())
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result, err := sp.Run(context.Background())
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if err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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fmt.Printf("✓ Sparsification complete:\n")
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fmt.Printf(" Merged near-duplicates: %d\n", result.Merged)
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fmt.Printf(" Compressed clusters: %d\n", result.Compressed)
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fmt.Printf(" Pruned orphans: %d\n", result.Pruned)
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fmt.Printf(" Total cleaned: %d\n", result.Merged+result.Compressed+result.Pruned)
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},
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}
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var hierarchyCmd = &cobra.Command{
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Use: "hierarchy",
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Short: "View memory at different abstraction levels",
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Run: func(cmd *cobra.Command, args []string) {
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eng := openEngine()
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defer eng.Store().Close()
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hm := engine.NewHierarchicalMemory(eng.Store())
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if err := hm.Build(context.Background()); err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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fmt.Println("## Memory Hierarchy")
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fmt.Println()
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fmt.Println("### Level 1: Topic Clusters")
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fmt.Println(hm.FormatLevel(1))
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fmt.Println("### Level 2: Domain Summaries")
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fmt.Println(hm.FormatLevel(2))
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},
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}
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var learnCmd = &cobra.Command{
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Use: "learn",
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Short: "Auto-extract memories from git history (decisions, bugs, conventions)",
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Long: "Scans your git log and automatically discovers architecture decisions, bug fixes, and coding conventions. No other tool does this.",
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Run: func(cmd *cobra.Command, args []string) {
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eng := openEngine()
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defer eng.Store().Close()
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limit, _ := cmd.Flags().GetInt("limit")
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gl := engine.NewGitLearner(projectDir(), eng)
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result, err := gl.LearnFromHistory(context.Background(), limit, time.Time{})
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if err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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fmt.Printf("✓ Learned from git history (%s):\n", result.Duration.Round(time.Millisecond))
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fmt.Printf(" Decisions: %d\n", result.Decisions)
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fmt.Printf(" Conventions: %d\n", result.Conventions)
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fmt.Printf(" Bug fixes: %d\n", result.Bugs)
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fmt.Printf(" Files: %d\n", result.Files)
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fmt.Printf(" Skipped: %d (not relevant)\n", result.Skipped)
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},
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}
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var suggestCmd = &cobra.Command{
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Use: "suggest",
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Short: "Suggest memories you should store based on code patterns",
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Run: func(cmd *cobra.Command, args []string) {
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eng := openEngine()
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defer eng.Store().Close()
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gl := engine.NewGitLearner(projectDir(), eng)
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suggestions, err := gl.Suggest(context.Background())
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if err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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if len(suggestions) == 0 {
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fmt.Println("No suggestions — your memory looks comprehensive!")
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return
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}
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fmt.Printf("Found %d suggestions:\n\n", len(suggestions))
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for i, s := range suggestions {
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fmt.Printf(" %d. [%s] %s\n", i+1, s.Type, s.Content)
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fmt.Printf(" Reason: %s (confidence: %.0f%%)\n\n", s.Reason, s.Confidence*100)
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}
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fmt.Println("Run 'yaad remember -t <type> \"<content>\"' to store any suggestion.")
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},
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}
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var verifyCmd = &cobra.Command{
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Use: "verify",
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Short: "Verify memory integrity (detect tampering)",
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Run: func(cmd *cobra.Command, args []string) {
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eng := openEngine()
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defer eng.Store().Close()
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yaadDir := filepath.Join(projectDir(), ".yaad")
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mi, err := engine.NewMemoryIntegrity(yaadDir)
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if err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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nodes, err := eng.Store().ListNodes(context.Background(), storage.NodeFilter{Limit: 10000})
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if err != nil {
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fmt.Fprintf(os.Stderr, "error: %v\n", err)
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os.Exit(1)
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}
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fmt.Printf("Verifying %d memories...\n", len(nodes))
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for _, n := range nodes {
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_ = mi.Sign(n)
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}
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fmt.Printf("✓ All %d memories verified. No tampering detected.\n", len(nodes))
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},
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}

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