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Architecture Blueprint
SSH ECHO
A next-generation open-claw style agentic system engineered for hardened security and optimal token management.
Core Logic Flow
Token-Efficient Routing
Zero-LLM perception layer classifies and routes intents. Drastically reduces token overhead and latency compared to monolithic agents.
PII Shield & Vault
Deterministic redaction at the edge. Reasoning engines operate on stable pseudonyms, keeping sensitive identity behind the vault.
Verifiable Memory Ledger
Atomic SQLite persistence with outbox settlement. State is a verifiable history, not a probabilistic vector guess.
System Capabilities
Internal Tool Call Optimization
Optimized tool-selection logic that prevents redundant model calls and context bloating.
Sub-Agent Orchestration
Distributed execution via local async or Celery workers for heavy-duty background tasks.
Measurable Context Replay
Quantitative QA harness to replay historical interactions and measure logic improvements.
Multi-Channel Ingress
Production-ready adapters for Telegram and Slack with unified message normalization.