reflect-memory
Lifecycle maintenance for accumulated agent memory: dedupe, merge, expire, and resolve contradictions across AGENTS.md/CLAUDE.md agent rules, .reflect/ state,…
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Updated 11-09 00:13
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Lifecycle maintenance for accumulated agent memory: dedupe, merge, expire, and resolve contradictions across AGENTS.md/CLAUDE.md agent rules, .reflect/ state,…
Scan local agent session logs (Claude Code, Codex) across many sessions, cluster the common failure and friction patterns, then manage the skill portfolio to…
ARES (Stanford) automated RAG evaluation: synthetic query generation, fine-tuned classifiers for faithfulness and relevance, prediction-powered inference (PPI)…
Babylon: native BTC staking protocol securing PoS chains. Trustless Bitcoin Vaults (public testnet as of September 2026), integration with Cosmos chains. No…
BOB (Build on Bitcoin): hybrid Bitcoin/Ethereum L2 using OP Stack + Bitcoin security. Bridges to Bitcoin via threshold signatures + zk-proofs. USE WHEN:…
Merlin Chain: Polygon-CDK Bitcoin L2 with EVM and a federation peg; its Bitcoin fraud-proof module is still unshipped as of September 2026. Was the TVL leader…
RGB protocol: client-side validated smart contracts on Bitcoin + Lightning. v0.12 consensus (zk-AluVM, issuers), the diverging v0.11.1 line, rgb-lightning-node…
Rootstock (RSK): EVM-compatible Bitcoin sidechain with merge mining and federation peg. RBTC native token, 30-second blocks, Solidity smart contracts. USE…
Stacks: Bitcoin smart contract layer with Clarity language, sBTC for native peg, Nakamoto upgrade for fast finality, PoX (Proof of Transfer) consensus. USE…
Strata by Alpen Labs: ZK rollup on Bitcoin, glock (garbled lock) bridge, EVM-compatible execution. Emerging Bitcoin L2 in 2025-2026. USE WHEN: evaluating…
btcd: full-node Bitcoin implementation in Go by btcsuite. Server, RPC, wallet (btcwallet), Lightning (LND-derived). USE WHEN: building Go-native Bitcoin…
Bitcoin P2P network protocol: messages, version handshake, addr/addrv2, compact blocks (BIP152), compact block filters (BIP157/158), v2 transport encryption…
BIP47 reusable payment codes (PayNyms): notification transactions, derived per-counterparty addresses, Diffie-Hellman shared-secret derivation.…
Pinecone's Canopy framework — a pre-packaged RAG stack on top of Pinecone. Covers Canopy CLI, REST server (OpenAI-compatible), chunking, embedding, retrieval,…
Real-time RAG ingestion. CDC (Debezium, Postgres logical replication), Kafka/ Pulsar topics for doc events, stream processing (Flink, Kafka Streams)…
AST-aware chunking for source code RAG. Covers tree-sitter, LangChain Language splitter, LlamaIndex CodeSplitter, preserving function/class boundaries,…
Anthropic's Contextual Retrieval technique in depth. Prepend LLM-generated chunk-specific context (Claude Haiku) to each chunk before indexing.…
CI/CD for RAG quality: golden dataset fixtures, RAGAS/DeepEval in pytest, regression thresholds, GitHub Actions workflows, merge-blocking gates, weekly…
Multi-turn RAG: chat history management, context window compaction (summarization, sliding window, vector memory), query rewriting with coreference resolution,…
Per-tenant, per-feature, per-query RAG cost tracking. Covers token counting (tiktoken, Anthropic count_tokens), structured metadata logging, aggregation in…
Embedding model selection across providers (OpenAI, Voyage, Cohere, BGE, E5, Jina, Nomic, mixedbread). Covers MTEB benchmarks, dimensions, cost,…
Knowledge-graph-augmented retrieval. Entity and triple extraction, graph construction (Neo4j, LlamaIndex PropertyGraphIndex), hierarchical…
Hybrid edge-cloud AI architecture: local-first inference with cloud escalation, model cascading, and splitting the workload across device and datacenter…
BOLT 7 gossip: node_announcement, channel_announcement, channel_update. Sync via gossip_queries, channel range queries, gossip rate limiting, pruning stale…