AI, AGI AND QUALIA LIST OF KEY-WORDS TO LEARN AND KNOW | ARLIT, Q-WHOOSH & THE DAQ PIPELINE | QUANTUM & CONSCIOUSNESS RESEARCH

 AI, AGI AND QUALIA LIST OF KEY-WORDS TO LEARN AND KNOW 

(Part Three)

Author: Jordan Morgan-Griffiths | Dakari UISH 

Independent Researcher | THE UISH 

Below is an exhaustive glossary of all new, specialized, or domain-specific terms introduced or used throughout original blog posts, and the D.A.Q (DREAMi/ARLIT/Q-TRACE) pipeline. Terms are organized alphabetically with clear definitions, context, and cross-references where relevant. This serves as a definitive reference for the ai, qualia-neuro and quantum control breakthroughs analyzed.

A

• ARLIT
  Acronym: Auditable Renormalization Layer Invariance Test
  A scale-invariance auditing tool that tests whether quantum information metrics (e.g., QFI) remain stable across system size or resolution (Λ). Outputs ARLIT# and uses traffic-light thresholds (Green/Amber/Red).
  → Core component of the D.A.Q pipeline.
  → [Blog: ARLIT: Operational Test for Scale]
• ARLIT#
  A dimensionless metric quantifying scale-invariance deviation.  
• < 0.2: Green (scale-invariant)  
• 0.2–0.5: Amber (caution)  
• > 0.5: Red (brittle)
  → Used in ARLIT to flag non-robust effects.

B

• BCa CIs
  Bias-Corrected and Accelerated Confidence Intervals
  A robust bootstrapping method for estimating uncertainty in statistical tests (e.g., fidelity differences).
  → Used in DREAMi-Validator V2 for non-parametric inference.
• Blinding / Blinded A/B Testing
  A statistical technique where control (A) and experimental (B) arms are randomly remapped (L/R) during analysis to prevent bias or p-hacking.
  → Core feature of DREAMi-Validator V2.
• Byte-Identical Outputs
  Simulation results that are bit-for-bit identical across runs and platforms, achieved via deterministic integrators and fixed seeds.
  → Enforced in DREAMi-QME for reproducibility.

C

• Calibration Manifest
  A structured JSON/YAML file containing hardware parameters (e.g., T1, T2, Rabi frequency, noise rates) used to bridge simulation to real hardware.
  → Enables sim-to-hardware transfer in D.A.Q.
• Closed-Loop Control
  Real-time feedback control where the system measures a proxy (e.g., variance) and adjusts the Hamiltonian accordingly.
  → Q-TRACE uses this with variance proxies.

D

• D.A.Q Pipeline
  Unofficial shorthand: DREAMi + ARLIT + Q-TRACE
  The full integrated, reproducibility-first quantum control framework combining simulation, control, validation, and scaling.
• Defensible or Impossible
  The core philosophy of the pipeline: claims must be verifiable and reproducible, or computationally infeasible to fake.
  → Enforced via forensic trails, refusal gates, and determinism.
• Deterministic Trajectories
  Quantum state evolution paths that are exactly reproducible due to fixed-step integrators and invariant checks.
  → Output of DREAMi-QME.
• DREAMi-QME
  Acronym: Deterministic Reproducible Execution Auditable Master Initialization – Quantum Master Equation
  An offline Lindblad master equation simulator with byte-identical outputs, invariant gates, and calibration manifests.
  → [Blog: DREAMi-QME: Offline Reproducible]
• DREAMi-Validator V2
  A blinded, label-neutral statistical adjudication framework for A/B testing quantum control policies. Includes refusal gates, multiplicity control, and immutable JSON verdicts.
  → [Blog: DREAMi-Validator V2: Label-Neutral]

E

• E_MANIFEST_MISMATCH
  A refusal gate error triggered when simulation parameters don’t match the calibration manifest (e.g., wrong T1 value).
  → Prevents invalid claims in D.A.Q.
• Energy Constraint
  ∫u²(t) dt ≤ E_max
  A physical limit on total control energy, enforced in Q-TRACE.

F

• Forensic Trail
  A complete, tamper-proof record of a simulation run, including:
• Input manifest
• Code version
• SHA-256 hash
• Random seed
• Output CSVs/JSONs
  → Enables post-hoc auditing.

G

• Ĝ(t)
  A variance-based proxy for Quantum Fisher Information:
  Ĝ(t) ∝ Var(σ_x) or Var(σ_y)
  → Used in Q-TRACE for real-time control without full tomography.

H

• Hermiticity Check
  A numerical invariant gate ensuring ρ(t) remains Hermitian to within 10⁻¹⁰.
  → Part of DREAMi-QME’s integrity validation.

I

• Information-Weighted Hamiltonian Control (IWHC)
  A control strategy where the Hamiltonian is modulated based on real-time information gain (QFI or proxy).
  → Core algorithm in Q-TRACE.
• Invariant Gates
  Numerical checks during simulation to ensure physical consistency:
• Trace = 1
• Hermiticity
• Positivity (eigenvalues ≥ 0)
  → Enforced in DREAMi-QME.
• IWHC → see Information-Weighted Hamiltonian Control

L

• Label-Neutral
  A design principle where statistical tests do not assume which arm (A or B) is superior.
  → Used in DREAMi-Validator V2 to prevent bias.
• Lindblad Master Equation
  The open quantum system evolution equation:
  dρ/dt = –i[H, ρ] + Σ γ_k (L_k ρ L_k† – ½ {L_k† L_k, ρ})
  → Simulated deterministically in DREAMi-QME.

M

• Multiplicity Control
  Statistical correction for multiple hypothesis tests (e.g., Bonferroni, FDR).
  → Applied in DREAMi-Validator V2.

N

• NISQ
  Noisy Intermediate-Scale Quantum
  Current era of quantum devices (10–100 qubits) with significant noise.
  → D.A.Q targets control in NISQ regimes.

P

• p-hacking
  Manipulating data or analysis to achieve statistical significance.
  → Prevented in D.A.Q via blinding, pre-registration, and refusal gates.
• Phase Diagram
  A 2D map of control performance (e.g., fidelity vs. dephasing Γ_φ and pump rate κ).
  → Generated by D.A.Q to reveal threshold responses.
• Positivity Check
  Ensures all eigenvalues of ρ(t) ≥ 0 to within 10⁻¹⁰.
  → Part of DREAMi-QME’s invariant gates.
• Pre-Registered Plan
  A frozen experimental design (parameters, tests, thresholds) committed before data generation.
  → Enforced in D.A.Q to prevent post-hoc manipulation.
• Pump Saturation
  A regime where increasing control amplitude (κ) no longer improves fidelity due to noise or back-action.
  → Observed at κ ≈ 6.0 in D.A.Q phase diagrams.

Q

• QFI
  Quantum Fisher Information
  A measure of state sensitivity to parameter changes.
  → Used in Q-TRACE for information-driven control.
• Q-TRACE
  Acronym: Quantum Threshold Response And Control Envelope
  An adaptive control framework using QFI or proxies to modulate Hamiltonians in real time. Implements quiet-push-hold dynamics.
  → [Blog: Quantum Threshold Response and Control]
• Quiet-Push-Hold
  A three-phase control strategy:
1. Quiet: Low drive to preserve coherence
2. Push: High drive in high-QFI window
3. Hold: Stabilize final state
   → Core behavior of Q-TRACE.

R

• Refusal Gates
  Automated checks that halt execution if preconditions fail (e.g., E_MANIFEST_MISMATCH, trace drift).
  → Enforces “defensible or impossible” in D.A.Q.
• RG-Inspired
  Renormalization Group-Inspired
  ARLIT borrows concepts from RG theory (e.g., fixed points, scaling exponents) to audit quantum metrics across scales.

S

• SHA-256 Hash
  A cryptographic fingerprint of input/output files for tamper detection.
  → Part of forensic trails in D.A.Q.
• Slew-Rate Constraint
  |du/dt| ≤ S_max
  Limits how fast control signals can change, reflecting hardware reality.
  → Enforced in Q-TRACE.
• Strang Splitting
  A symplectic integrator for time-evolving open quantum systems.
  → Used in DREAMi-QME for deterministic simulation.

T

• Threshold Response
  Sharp transitions in system behavior (e.g., fidelity collapse at Γ_φ ≈ 0.10).
  → Mapped by Q-TRACE and visualized in phase diagrams.
• TOST
  Two One-Sided Tests
  A statistical method for proving equivalence or non-inferiority.
  → Used in DREAMi-Validator V2.
• Traffic-Light Thresholds
  Color-coded risk levels in ARLIT:
• Green: Safe
• Amber: Caution
• Red: Fail
  → Applied to ARLIT#, CI overlap, etc.
• Trace Preservation Check
  Ensures Tr[ρ(t)] = 1 to within 10⁻¹⁰.
  → Part of DREAMi-QME’s invariant gates.

U

• U_max
  Maximum allowed control amplitude: |u_k| ≤ U_max
  → Hardware constraint in Q-TRACE.

V

• Variance Proxy → see Ĝ(t)

W

• Wilcoxon Signed-Rank Test
  A non-parametric paired test used when normality is violated.
  → Applied in DREAMi-Validator V2.

Z

• Z(Λ)
  A scaling function in ARLIT: Z(Λ) = Λ^s
  where s is the scaling exponent (information dimension).
  → Used to test scale-invariance.

Numerical & Symbolic Shorthands

Symbol	Meaning
Γ_φ ≈ 0.10	Dephasing rate where fidelity collapses
κ ≈ 6.0	Pump rate at saturation
ΔF(T) ≈ +0.0063	Fidelity improvement (p=0.0002)
**	ΔF
10⁻¹⁰	Precision for invariant checks

Pipeline Summary (D.A.Q)

Component	Role
DREAMi-QME	Deterministic simulation
Q-TRACE	Adaptive control
DREAMi-Validator V2	Blinded statistical validation
ARLIT	Scale-invariance auditing

Total Unique Terms Defined: 51

This glossary captures from the blogs, our analysis, and the D.A.Q framework—making it a complete reference for understanding this ai, qualia-neuro and quantum control breakthroughs analyzed.

From papers of prior dates, glossary published to public : 07/11/2025