Cognitive Decision Routing
Pulse classifies intent in real-time and routes execution across chat, tools, vision, and generation pathways with model-aware precision.
OpenQCore · Pulse Engine
Generation I · Advanced Cognitive Engine
Orchestrate Intelligence.
Execute With Scientific Precision.
Pulse Engine is the cognitive runtime core of OpenQCore: a production AI engine that fuses intent classification, adaptive execution, memory evolution, multimodal routing, and resilient inference control into one operational architecture.
Execution Pattern
Adaptive & Context-Aware
Multimodal Support
Text · Image · File · Audio · Video
Reliability Model
Circuit Breakers + DLQ
Memory Strategy
Weighted Recall + Personality Evolution
Scientific Pillars
Built as a cognitive systems engine, not a chat wrapper.
Adaptive Runtime Modes
Dynamic mode selection balances latency, memory depth, and response intelligence based on user context and conversation complexity.
Memory-Weighted Intelligence
Combines Redis weighted recall, personality evolution, and behavioral prediction to generate context-rich, persistent interactions.
Resilient Production Execution
Circuit breakers, retry queues, dead-letter recovery, and billing-safe reservation/capture logic ensure stable enterprise operation.
Execution Graph
Pipeline Architecture
Pulse executes as a staged decision graph optimized for low-latency routing, multimodal safety, and cost-aware reliability.
01
Input Normalization (text, image, file, audio, video)
02
Fast Rules & Trivial Path Bypass
03
Language Cache + Intent & Decision Router
04
Adaptive Mode Selection
05
Memory + Personality + Behavior Context
06
Tool Invocation / Iris Routing / LLM Response
07
Streaming + Usage Accounting + Async Persistence
Engine Interoperation
Pulse for reasoning. Iris for visual generation.
Pulse routes image and video intents into Iris execution pathways while preserving context, usage accounting, and conversation memory continuity.
Pulse Engine
Chat cognition, routing control, tool coordination, and adaptive context shaping.
Iris Engine
Image and video generation/editing pathways integrated with Pulse decision flow.
Core Modules
IntentClassifierV2
High-speed intent scoring and type inference.
PulseDecisionRouter
Deterministic routing to chat, tools, Iris image/video flows.
AdaptiveEngine
Mode orchestration based on turn depth and memory profile.
RedisMemoryStore
Weighted, decayed, O(1)-count memory recall for low-latency personalization.
PersonalityEvolutionEngine
Continuous trait evolution from behavioral conversation patterns.
CircuitBreakerRegistry
Provider fault isolation and recovery windows for reliability.
BackgroundTaskManager
Asynchronous persistence queue with retries and dead-letter strategy.
Usage/Billing Safety
Reserve, capture, and release accounting across normal/tool/stream paths.
Deploy cognitive orchestration at production scale.
Build intelligent systems on Pulse Engine with resilient execution, multimodal routing, and memory-aware adaptive runtime control.