ae3.pqr.info — Generation-3 Attention Economics: Nemotron 4-Agent Cognitive Council, Narrative Thermodynamics & 4-Arm Epistemic Arena (v3.0)

13-Hearing 3-Tier Accuracy

100.0% (10/10)

Macro F1: 1.0000 (Pass 1: 0.8182)

Locked Calibration Surface

γ=0.08 | β=0.04

E_enter=1.20 | E_exit=0.60 (0 Retuning)

Control Specificity & FPR

0.00% FPR

5/5 Control Hearings Suppressed (0.0J)

Skeptic 3-Class Vetoes (55 Ticks)

A:32 | B:6 | C:21

Confidence • Novelty Echo • Counterfactual

Novelty P05 Separation (H2)

0.5659 vs 0.1875

Crisis P05 (0.57) vs Control P05 (0.19)

Neo4j HomeTree Provenance

123 Paths

13-Hearing 3-Tier Graph • MerkleCycle

3-Tier Escalation Error Cost

0 Cost

Tier A (0) • Tier B Watch (0) • Tier C (0)

🏟️ 4-ARM EPISTEMIC GAME-THEORY ARENA ($1,000,000 ALPACA PA3N51122 SUB-LEDGER)

4 × $250,000 Co-Variant Capitalization Arms governed by TASK™ 6-State Epistemic Interlock (HIT=1, 0 Gas Burn)

4 ARMS ACTIVE • ISOLATED SUB-LEDGERS

Arm ID	Strategy & Epistemic Engine	Allocation	Channel / Gate	Realized Alpha	Status
ARM1_ORIGAE	Original Attention Economics Lead-Lag Dislocation Engine	$250,000	6-State TASK™ Gate	+24.94 bps	ACTIVE
ARM2_RELGRAPH	HomeTree ATFH Relational Hypergraph & Sector Beta Propagation	$250,000	Neo4j 123-Path SoR	+31.20 bps	ACTIVE
ARM3_QREPIN	Quantal Response Equilibrium (QRE) & Probability of Informed Narrative (PIN)	$250,000	NYU V-Lab Controls	+28.65 bps	ACTIVE
ARM4_GODYAD1B	Shifting-Board Go Dyad 1-Bit Cooperative Dec-POMDP + Nemotron Council	$250,000	1-Bit Shield (C ≤ 1b)	+36.44 bps	1-BIT SHIELD

🧬 LIVE NEMOTRON-MINI-4B QLORA SFT DISTILLATION BRIDGE (NODE `TED` RTX 3060)

Real-time 4-bit NF4 QLoRA weights distillation on 2,625 PROP-9715 governed records streaming from `qlora.pqr.info`

OPEN QLORA.PQR.INFO ↗

NODE `TED` (192.168.12.110) TRAINING_QLORA_SFT

GPU HardwareRTX 3060 (12GB VRAM)

Base ModelNemotron-Mini-4B-Instruct

Quantization / LoRA4-bit NF4 (r=16, α=32)

Trainable Params23,068,672 (0.5475%)

VRAM Allocated8.00 GiB / 12.0 GiB

PROP-9715 SFT CONVERGENCE STEP 18 / 147

Corpus Size2,625 Records (2,363 Train)

Initial Train Loss3.0370 (Step 1)

Current Train Loss0.5744

Epoch Progress0.1224 / 1.00

Council Ratification5/5 Unanimous (9.75/10)

📐 FORMAL COOPERATIVE DEC-POMDP & 1-BIT DUAL-CONTROL SPECIFICATION (v2.4)

Domain-agnostic mathematical isomorphism of the Shifting-Board Go Dyad + Nemotron 4-Agent Cognitive Council

CHANNEL CAPACITY: C ≤ 1 BIT/TURN

1. ASYMMETRIC 1-BIT ENCODER C ≤ 1 bit/turn

Environment evolves via P(s_{t+1} | s_t, a_t).
Hidden Council Partner acts as a 1-bit rate-distortion encoder:
π_C(o_t | s_t, a_t) ∈ {0: NO-GO, 1: GO}
absorbing nuisance noise via 3-Class Hard Vetoes + NLI Entailment before emitting a state-transition bit.

2. BAYESIAN BELIEF FILTERING b_t ∈ Δ(S)

Visible Portfolio Actuator updates sufficient-statistic belief over {NORMAL, WATCH, SYSTEMIC} via Bayes' rule:
b_{t+1}(s') ∝ π_C(o_t | s', a_t) Σ_s P(s'|s,a_t) b_t(s)
Active Hearing Terminal Belief Entropy: - bits

3. DUAL-CONTROL OBJECTIVE Reward + ΔH_t

Jointly maximizes expected task reward plus epistemic information gain (Shannon entropy reduction):
max E[ Σ γ^t ( R(s_t,a_t) + λ[H(b_t) - H(b_{t+1})] ) ]
Cumulative Epistemic Gain: - bits

🎛️ INTERACTIVE 13-HEARING 3-TIER CORPUS CONTROL SURFACE (5 TIER-C CRISIS + 3 TIER-B AMBIGUOUS STRESS + 5 TIER-A CONTROLS)

Click any historical C-SPAN hearing below to inspect its complete tick-by-tick Tri-Band Energy curve, 4-Agent states, and 8-Leaf Merkle roots

ACTIVE: SVB_COLLAPSE_HEARING_2023

🧠 4-AGENT COGNITIVE COUNCIL TELEMETRY — SVB_COLLAPSE_HEARING_2023

Click any agent card or scrub ticks in the table below to inspect individual agent signatures and prompts

Showing Terminal / Peak State

1. SENTINEL AGENT ALERTING

RoleClaim & Novelty Extractor

Speaker-

Novelty Factor (Nf)-

Claim Severity-

Polarity / Vote-

Nemotron Latency-

2. HISTORIAN AGENT ANALYZING

RoleAnalog & Counterfactual

Best Positive Analog-

Analog Similarity-

Counterfactual Sim-

Historian Conf P(N|ctx)-

Rejected Analogs-

3. SKEPTIC AGENT VALIDATING

Role3-Class Adversarial Gate

Confidence C = μ(1-σ)-

μ_conf / σ_uncert-

Veto Triggered-

Veto Classes-

Nemotron Latency-

4. PORTFOLIO ACTUATOR SHIELD ACTIVE

Tri-Band E_raw / E_norm-

Calibrated Risk E_risk-

Integrated Energy (J)-

Energy Half-Life (t½)-

1-Bit Interlock-

Target Allocation-

📈 TRI-BAND NARRATIVE THERMODYNAMICS TRAJECTORY (E_raw, E_norm, E_risk)

Landau-Ginzburg Nonlinear ODE: dE/dt = -γE - βE² + η(t) with Hysteresis Band (E_enter=1.20, E_exit=0.60)

🔵 E_raw: Unbounded Linear ODE 🟢 E_norm: Landau-Ginzburg Saturated State 🟣 E_risk: Logistic Risk Probability [0,1] 🔴 E_enter = 1.20 (Interlock Trigger) 🟡 E_exit = 0.60 (Hysteresis Release)

🔀 H2 & H3: MARKOV TRANSITION MATRIX P(R_j | R_i) & NOVELTY PERCENTILES

Empirical state transition probabilities (45 transitions) & Crisis vs Control Nf percentile bands

From State R_i \ To R_j	NORMAL_DISPERSION	ELEVATED_STRESS_WATCH	SYSTEMIC_RISK_OFF

📊 RAW NOVELTY SCORE DISTRIBUTION (Nf PERCENTILE BANDS)

Cohort	Claims	Mean ± Std	P05	P25	P50	P75	P95	Type B Vetoes

📜 TICK-BY-TICK TELEMETRY HISTORY & 8-LEAF LINKED MERKLE AUDIT TRAIL

Click any caption tick row to inspect its 4-Agent council handoff signatures, Historian rejected analogs, and 8-leaf Merkle root

Tick	Time (s)	Speaker & Closed-Caption Claim	Best Analog (Sim / CF)	H_conf	C(c)	Nf	E_raw	E_norm	E_risk	IntE (J)	t½ (s)	Council Verdict / Veto	Linked Merkle Root

🏆 H1: 13-HEARING 3-TIER OUT-OF-SAMPLE CALIBRATION & CLASSIFICATION MATRIX

Zero parameter retuning across 5 Crisis Hearings and 5 Non-Crisis Controls (Click any row to load stream)

Hearing Key	Cohort	Actual Regime	Predicted Regime	Peak E_norm	IntE (J)	Interlock	Vetoes (A/B/C)	Match

🎯 7×7 MULTI-CLASS CONFUSION MATRIX & PRECISION / RECALL / F1

Diagonal dominance verification across all 6 canonical narrative regime labels

Regime Class	Support	TP	FP	FN	Precision	Recall	F1 Score

🧪 INTERACTIVE CAPTION & CLAIM COUNCIL STRESS-TEST SIMULATOR

Test any custom C-SPAN closed-caption statement against the live Nemotron-3-Nano-4B 4-Agent Council & Landau-Ginzburg gate

Ready. Click "Run 4-Agent Council Evaluation" to test custom caption text against the Sentinel, Historian, Skeptic, and Portfolio gates.