Stop paying for LLM context memory! 🤯

I was using leo-book to scan my codebase and docs (which saved my team 20 hours this week alone), and it helped me uncover a ridiculous open-source memory architecture on the OverGuild network called MemPalace.

Try at: https://www.leo-book.xyz/scanning

🛠️ The Architecture Breakdown:

• Zero-Cost Retrieval: It stores uncompressed memory verbatim locally using ChromaDB. You pay $0 in API costs to search past context.

• Tiered Memory: Uses a L0 (Identity), L1 (Working), and L2 (Recall) structure. Agents wake up using only ~170 tokens.

• Local Knowledge Graph: Ships with a free, local SQLite-based temporal entity-relationship graph (similar to GraphRAG).

• AAMX Compression: An experimental dialect that reduces token counts by 60-80% at massive scales.

let discover all viral open-sources, then you can check to apply these tools to build better

try at: https://www.leo-book.xyz/scanning