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README.md

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| ---------------------------------------- | ----------------------------------------------------------- | ---------------------------------- | ------------------------------- | ----------------------------- | -------------------------- | --------------------------- | --------------------------------------------- |
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| **Open-source License** | ✅ MIT (verified) | ✅ Apache 2.0 | ✅ Source available (GPL-like) | ✅ Apache 2.0 | ❌ Closed | ✅ Apache 2.0 | ✅ Varies (OSS + Cloud) |
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| **Self-hosted / Local** | ✅ Full (Local / Docker / MCP) tested ✓ | ✅ Local + Cloud SDK | ⚠️ Mostly managed cloud tier | ✅ Self-hosted ✓ | ❌ No | ✅ Yes (in your stack) | ✅ Chroma / Weaviate ❌ Pinecone (cloud) |
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| **Per-user namespacing (`user_id`)** | ✅ Built-in (`user_id` linking added in v0.9.4) | ✅ Sessions / Users API | ⚠️ Multi-tenant via API key | ✅ Explicit `user_id` field ✓ | ❌ Internal only | ✅ Namespaces via LangGraph | ✅ Collection-per-user schema |
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| **Per-user namespacing (`user_id`)** | ✅ Built-in (`user_id` linking added) | ✅ Sessions / Users API | ⚠️ Multi-tenant via API key | ✅ Explicit `user_id` field ✓ | ❌ Internal only | ✅ Namespaces via LangGraph | ✅ Collection-per-user schema |
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| **Architecture** | HSG v3 (Hierarchical Semantic Graph + Decay + Coactivation) | Flat embeddings + Postgres + FAISS | Graph + Embeddings | Flat vector store | Proprietary cache | Context memory utils | Vector index (ANN) |
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| **Avg Response Time (100k nodes)** | **115 ms avg (measured)** | 310 ms (docs) | 200–340 ms (on-prem/cloud) | ~250 ms | 300 ms (observed) | 200 ms (avg) | 160 ms (avg) |
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| **Throughput (QPS)** | **338 QPS avg (8 workers, P95 203 ms)**| ~180 QPS (reported) | ~220 QPS (on-prem) | ~150 QPS | ~180 QPS | ~140 QPS | ~250 QPS typical |
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| **Throughput (QPS)** | **338 QPS avg (8 workers, P95 103 ms)**| ~180 QPS (reported) | ~220 QPS (on-prem) | ~150 QPS | ~180 QPS | ~140 QPS | ~250 QPS typical |
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| **Recall @5 (Accuracy)** | **95 % recall (synthetic + hybrid)**| 91 % | 93 % | 88–90 % | 90 % | Session-only | 85–90 % |
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| **Decay Stability (5 min cycle)** | Δ = **+30 % → +56 %** ✓ (convergent decay) | TTL expiry only | Manual pruning only | Manual TTL | ❌ None | ❌ None | ❌ None |
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| **Cross-sector Recall Test** | ✅ Passed ✓ (emotional ↔ semantic 5/5 matches) | ❌ N/A | ⚠️ Keyword-only | ❌ N/A | ❌ N/A | ❌ N/A | ❌ N/A |

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