State & Context Management
Explicit state handling, context isolation, and transactional updates for reliable multi‑agent coordination.
The State Problem in Multi‑Agent Systems
In multi‑agent workflows, state is everywhere: conversation history, intermediate results, tool outputs, user preferences, validation flags.
Without explicit state management, teams end up with inconsistent views across agents, lost context during transitions, and debugging nightmares when workflows fail.
Agiorcx separates long‑lived workflow state from transient agent context, providing clear boundaries and explicit propagation rules.
State Types
Workflow State
Persistent state that lives beyond individual agent invocations. Includes progress tracking, accumulated results, and workflow-level decisions.
Example: Document approval status, extracted entities, validation results
Agent Context
Transient context provided to an agent for a single invocation. Not persisted unless explicitly saved to workflow state.
Example: Current message history, relevant tool outputs, execution constraints
Session State
User or conversation-specific state that persists across multiple workflows. Includes preferences, authentication tokens, and historical interactions.
Example: User language preference, conversation history, personalization settings
Global Configuration
System-wide settings that apply to all workflows. Includes model configurations, tool endpoints, and policy definitions.
Example: LLM temperature settings, API rate limits, guardrail thresholds
State Management Features
Transactional Updates
State changes are atomic. If an agent fails midway through a workflow, state rolls back to the last consistent checkpoint.
Versioning & History
Every state change is versioned. Teams can inspect state at any point in a workflow's history or replay workflows from specific checkpoints.
Context Isolation
Agents only see the context explicitly provided to them. No accidental state leakage or global mutable state.
Schema Enforcement
Workflow state has defined schemas. Type checking prevents invalid state transitions and catches bugs before runtime.
State Provenance
Track which agent produced each piece of state, when it was created, and what inputs led to it.
Flexible State Backends
Agiorcx supports multiple state storage backends depending on your durability, latency, and compliance requirements.
PostgreSQL / MySQL
Relational state storage with ACID guarantees. Best for structured workflows with strict consistency requirements.
MongoDB / DynamoDB
Document-based storage for flexible schemas and high-throughput workflows.
Redis / Memcached
In-memory state for low-latency access. Suitable for transient workflows that don't require long-term persistence.
S3 / Blob Storage
Archive-grade persistence for historical workflow runs and audit trails.
State Debugging & Introspection
When workflows misbehave, the first question is always: what state did agents see?
State Timeline View
Visualize how state evolved throughout a workflow. See what changed, when, and which agent triggered the change.
Context Reproduction
Replay an agent invocation with the exact context it received originally. Test fixes without re-running entire workflows.
State Diffs
Compare workflow state across different runs to identify where behavior diverged.