CONNEX AI Agent

Autonomous reasoning engine, multimodal artifact generation, and sub-100ms precision query routing

The CONNEX AI Agent is an autonomous enterprise intelligence engine engineered for strategic reasoning, dynamic artifact generation, and multi-turn execution within strict token and security guardrails.

Multimodal Deep Reasoning

Executes multi-step task planning, document synthesis, and domain logic resolution powered by flagship AI models.

Dynamic Artifact Sandboxes

Generates interactive live components, executable code snippets, Recharts analytical dashboards, and Mermaid diagrams.

Agentic RCAG Grounding

In-text chunk citations ([ref:filename#section]) anchor all conclusions directly to verified enterprise source documents.

Sub-100ms Query Planner

1-turn 1-channel precision targeting minimizes latency and eliminates wasteful multi-turn reasoning loops.

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Agentic Reasoning Pipeline

The cognitive architecture follows a strict 4-stage pipeline ensuring deterministic business boundary enforcement and capital efficiency.

1. 1. L1 Intent & Safety Gatekeeper (< 100ms)

   Evaluates prompt boundary, intercepts out-of-scope traffic, and validates intent without expensive model invocations.

2. 2. Sub-LLM Query Planner

   Targets exact sub-channels and retrieves authoritative context chunks from isolated VFS storage.

3. 3. Flagship Deep Reasoner

   Executes grounded synthesis, structured data distillation, and citation fidelity verification.

4. 4. Bidirectional Stream Typist

   Emits real-time SSE token streams, dynamic artifact sandboxes, and interactive charts at 60 FPS.

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Technical Specifications

1. Token Capital Allocation Guardrails

All autonomous agent reasoning workflows operate within deterministic budgetary limits to eliminate infinite recursion and runaway compute costs.

Metric / Guardrail	Value	Enforcement Layer	Purpose
Max Turn Budget	5 Turns	Native Runtime Guard	Prevents runaway token bleed loops
L1 Gatekeeper SLA	< 100ms	In-Memory / Flash LLM	Early escapes greetings and out-of-scope traffic
Prompt Max Size	70,000 chars	WebSocket Frame Boundary	Prevents 1007 CloseFrame socket disconnects
Citation Fidelity	100% Grounded	Post-Processor Filter	Eradicates speculative hallucinations

2. WebSocket Streaming Protocol

Real-time bidirectional streaming delivers token updates directly to the client interface using structured event envelopes.

// Example: Subscribing to CONNEX live session stream
const socket = new WebSocket(`wss://connex.cloud/api/v1/agent/live?token=${sessionToken}`);

socket.onmessage = (event) => {
  const envelope = JSON.parse(event.data);
  switch (envelope.type) {
    case TEXT_DELTA:
      streamTypist.append(envelope.payload.delta);
      break;
    case ARTIFACT_EMIT:
      artifactRegistry.render(envelope.payload.artifact);
      break;
    case CITATIONS_RESOLVED:
      citationBadge.update(envelope.payload.sources);
      break;
  }
};