context-assembly-firewall

Defines conflict resolution and compaction strategies for durable memory to preserve accuracy and relevance over long runs.

Produces structured multi-agent architecture plans with explicit design decisions, constraints, and validation strategy before implementation.

Establishes tool-first architecture where the model plans and validates while tools perform concrete operations under strict permissions.

Guides memory stitching through indexed retrieval, evidence-gated persistence, and compaction rather than naive transcript accumulation.

Defines least-privilege capability brokering and approval tiers for agent and tool actions.

Establishes continuous evaluation loops with scenario replay, regression suites, and risk-focused acceptance gates.

Defines structured recovery playbooks for tool, orchestration, and memory failures with explicit escalation rules.

Defines human-in-the-loop approval gates for high-risk and ambiguous multi-agent decisions.

Defines policy-based model routing using quality, latency, and budget constraints with safe degradation paths.

Defines tenant isolation, data minimization, and egress controls for multi-tenant agent systems.

Defines deterministic orchestrator state machines with explicit transitions, retries, and terminal failure handling.

Hardens packaging and release pipelines to prevent accidental source, secret, and debug artifact exposure.