SYSTEM MODEL // 001
REASONING ENGINE

Bridging the gap between
probability and truth.

Dual-mode Thinking Orchestrator. Deep Mode for structured speed.
Ultra-Deep Mode for maximum correctness. Automatic escalation when depth is needed.

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Reasoning vs. Probability

DeepEx is the response to stochastic dilution. In critical domains, a "likely" answer is a failure.
Accuracy is the only permissible metric.

INPUT
BRANCH_A
BRANCH_B
BRANCH_C
VERIFIED TRUTH
Inference Phase Collapse

Deep Mode

Fast, structured intelligence in 1–3 seconds. Five-layer pipeline:
Decompose → Solve → Critique → Refine → Confidence.

Ultra-Deep Mode

Maximum correctness in 5–20 seconds. Three parallel solvers with
adversarial verification and meta-critique.

Auto-Escalation

Automatic routing to Ultra-Deep when confidence drops below 70%,
missing angles are detected, or contradictions arise.

The Thinking Orchestrator.

Everything below lives inside one system. User input enters, structured reasoning exits.
No single-pass generation. Every answer is decomposed, challenged, verified, and assembled.

Deep Mode 1–3 seconds · LongCat Flash
LAYER 1 → Problem Decomposition
LAYER 2 → Primary Solver
LAYER 3 → Fast Critic
LAYER 4 → Refiner
LAYER 5 → Confidence Estimator
Decision Gate — Automatic Escalation
Ultra-Deep Mode 5–20 seconds · LongCat Flash Thinking
LAYER 1 → Deep Decomposition
SOLVER A · Standard Reasoner SOLVER B · Pessimist / Failure Mode SOLVER C · Creative / Alternative
LAYER 3 → Skeptic Agent
LAYER 4 → Verifier Agent
LAYER 5 → Synthesizer
LAYER 6 → Meta-Critic
LAYER 7 → Confidence + Assumptions

Why This Architecture.

Most AI systems never leave single-pass generation. DeepEx lives entirely outside that limitation.
Explicit branching, adversarial thinking, verification, synthesis, and escalation.

Deep Mode Latency
1–3 seconds
Ultra-Deep Latency
5–20 seconds
Parallel Solvers
3
Confidence Threshold
70 / 100
Verification Layers
Skeptic + Verifier + Meta-Critic
Control Mechanism
Adversarial Orchestration
Explicit Branching
Adversarial Thinking
Verification
Synthesis
Escalation