# ruflo-daa Dynamic Agentic Architecture with cognitive patterns, knowledge sharing, and adaptive agents. ## Install ``` /plugin marketplace add ruvnet/ruflo /plugin install ruflo-daa@ruflo ``` ## Features - **Adaptive agents**: Agents that learn and evolve from interactions - **Cognitive patterns**: Structured reasoning strategies for decision-making - **Knowledge sharing**: Cross-agent learning and collective improvement - **Performance tracking**: Efficiency and accuracy metrics over time ## Commands - `/daa` -- DAA dashboard with learning metrics and active agents ## Skills - `daa-agent` -- Create and adapt Dynamic Agentic Architecture agents - `cognitive-pattern` -- Define cognitive patterns for agent reasoning ## MCP surface (8 tools) All defined at `v3/@claude-flow/cli/src/mcp-tools/daa-tools.ts`: | Tool | Purpose | |------|---------| | `daa_agent_create` | Initialize an adaptive agent | | `daa_agent_adapt` | Trigger manual adaptation from feedback | | `daa_workflow_create` | Define a cognitive workflow | | `daa_workflow_execute` | Run a cognitive workflow | | `daa_knowledge_share` | Propagate learnings across agents | | `daa_learning_status` | Adaptation progress metrics | | `daa_cognitive_pattern` | Define a reasoning pattern | | `daa_performance_metrics` | Efficiency / accuracy stats | ## Compatibility - **CLI:** pinned to `@claude-flow/cli` v3.6 major+minor. - **Verification:** `bash plugins/ruflo-daa/scripts/smoke.sh` is the contract. ## Intelligence-pipeline alignment DAA cognitive patterns feed the **JUDGE** phase of the 4-step intelligence pipeline (RETRIEVE → JUDGE → DISTILL → CONSOLIDATE) defined by [ruflo-intelligence ADR-0001](../ruflo-intelligence/docs/adrs/0001-intelligence-surface-completeness.md). When a task is routed via `hooks_route` and a similar past trajectory is retrieved, DAA cognitive patterns provide the structured reasoning to evaluate fit before adaptation. `daa_knowledge_share` writes pattern propagation events that `hooks_intelligence_learn` can consume during the DISTILL phase. ## Namespace coordination This plugin owns the `daa-patterns` AgentDB namespace (kebab-case, follows the convention from [ruflo-agentdb ADR-0001 §"Namespace convention"](../ruflo-agentdb/docs/adrs/0001-agentdb-optimization.md)). Reserved namespaces (`pattern`, `claude-memories`, `default`) MUST NOT be shadowed. `daa-patterns` is accessed via `memory_*` tools (which route by namespace). The agent file's CLI examples are correct (`memory store --namespace daa-patterns`). ## Verification ```bash bash plugins/ruflo-daa/scripts/smoke.sh # Expected: "10 passed, 0 failed" ``` ## Architecture Decisions - [`ADR-0001` — ruflo-daa plugin contract (pinning, namespace coordination, intelligence-pipeline alignment, smoke as contract)](./docs/adrs/0001-daa-contract.md)