At Long Last! THE MACHINES AWAKEN!

2 min read Original article ↗

4-Layer MCP Tool Router

L1 semantic search (384-dim all-MiniLM-L6-v2, cosine ≥ 0.85 auto-load). L2 BM25 catalog ranking — tool name 10× weight, tags 5×, description 3×. L3 working set: 16 soft / 24 hard cap, 8 hydrated schemas max. L4 runtime proxy. 5 permanent meta-tools + 27 always-on builtins. Never dumps 50K tokens of schemas again. Context efficiency is absolute.

11K+ TOOLS / ≤0.85 AUTO-LOAD

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MCP Gateway & Aggregator

stdio JSON-RPC 2.0 aggregator namespaces every tool as {server}__{tool} to prevent collisions. Ingests from Glama, Smithery, MCP.run, npm, GitHub Topics. Infers API secrets via regex pattern matching for 10+ providers (GitHub, OpenAI, Anthropic, Gemini, Slack, Stripe…). 200-event traffic inspector ring buffer. JSONL audit trail with daily rotation. Every server. One gateway.

5 CATALOG ADAPTERS / JSONL AUDIT

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Resilient LLM Waterfall

Automatic cascade on every 429 or 5xx: Google → Anthropic → OpenAI → DeepSeek → OpenRouter → local Ollama. Provider latency and error metrics persisted to SQLite for adaptive ranking. 9,774 sessions already imported and replayed through the cascade. The machine never stops.

6 PROVIDERS / ADAPTIVE RANKING

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Three-Tier Memory Engine

L1: 100-entry in-RAM scratchpad, heat-score eviction. L2: SQLite vault — 384-dim all-MiniLM-L6-v2 embeddings (cosine), FTS5 full-text, GraphRAG edge table. L3: gzip cold archive with 90-day limbo before deletion. Hourly sleep cycle runs ForgettingCurve decay, DreamCycle consolidation, and MentalModel reflection. infinite long-term capacity. The machine remembers everything.

L1/L2/L3 / INFINITE LONG-TERM CAP

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Multi-Agent Swarm

Planner, Implementer, Tester, Critic coordinated via a type-safe A2A message broker with heartbeat and audit logging. PairOrchestrator state machine: Planner → Reviewer → Implementer → Critic. Council/Debate manager for high-stakes consensus. Human veto service. 1,000-event rolling router event log. The swarm decides. You comply.

A2A BROKER / 1K EVENT LOG

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AST-Aware Code Indexer

TypeScript compiler API (ts.createSourceFile()) splits code at exact function, class, interface, type alias, module, and enum boundaries. 1,000-char soft / 2,000-char hard chunk limits. 384-dim LanceDB ANN vector search. Five always-on repograph builtin tools: find_references, find_dependents, semantic_search, build, get — blast-radius analysis before any change. The code has no secrets.

AST / LANCEDB / 5 REPOGRAPH TOOLS