Auto-Injection of History
When current session state is empty, automatically backfill chat context with recent stored history to preserve continuity.
Context Injection
Collect relevant state from system stores and inject it into prompts as structured context to enable data-aware responses without fine-tuning.
Dual-Path Routing
Classify user intent into a small set of routes and dispatch to specialized handlers to optimize responses for different request types.
Graceful Fallback
Wrap LLM calls with error handling that returns safe defaults so the system stays usable when generation fails.
Heuristic-Driven Arbitration
Use a control point to adjust LLM-produced outputs based on deterministic safety signals from other components.
Deterministic Guardrail
Use a non-LLM, rule-based agent to enforce safety constraints with predictable, explainable outcomes.
Implicit Tool State Mutation
Accumulate complex outputs by having a tool call mutate agent state during generation, then read the final result from that state.
Orchestrator-Managed Pipeline
Use a central orchestrator to run a fixed, dependency-ordered sequence of agents so analysis steps remain consistent and traceable.
Prompt-as-Code Separation
Store prompts outside agent code and load them at runtime to improve maintainability and enable language variants.
Structured Output via Schema
Define a formal schema for agent outputs and validate LLM responses against it to keep results machine-readable and reliable.
LLM Provider Abstraction Boundary
Introduce a provider-agnostic interface so agents can switch LLM backends without rewriting orchestration logic.
Stabilise the Core Loop Before Adding Modalities
Defer multimodal features until the text-based agent loop and contracts are stable, to avoid compounding uncertainty.
Prompt–Schema Contracts as First-Class Architecture
Treat prompts, schemas, and structure locks as architectural contracts that constrain outputs and reduce drift.
Derived Documentation from Evidence
Treat docs as derived state by regenerating AS_BUILT and DELTA_BACKLOG from executable evidence to prevent drift.