Veriprajna

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Building True Intellience

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A mental-health chatbot crisis is a trajectory. A per-message moderator cannot see it.

A mental-health chatbot crisis is a trajectory. A per-message moderator cannot see it. Veriprajna

3 hours ago

A deterministic verifier decides what your AI outreach is allowed to send | Veriprajna

A deterministic verifier decides what your AI outreach is allowed to send | Veriprajna Veriprajna

2 views - 3 days ago

After Bing's Copilot Cache Leaked 16,000 Orgs' Private Repos: Closed-Loop Sovereign LLMs

After Bing's Copilot Cache Leaked 16,000 Orgs' Private Repos: Closed-Loop Sovereign LLMs Veriprajna

4 views - 1 month ago

100 Backdoored Hugging Face Models with Pickle Reverse Shells: SafeTensors and ML-BOM Defense

100 Backdoored Hugging Face Models with Pickle Reverse Shells: SafeTensors and ML-BOM Defense Veriprajna

2 views - 1 month ago

After Hugging Face's 100+ Malicious Pickle Models: SafeTensors-Default Sovereign AI Architecture

After Hugging Face's 100+ Malicious Pickle Models: SafeTensors-Default Sovereign AI Architecture Veriprajna

4 views - 1 month ago

$25M Deepfake CFO Voice Clone Drained a European Energy Firm: Sovereign Deep AI in Your VPC

$25M Deepfake CFO Voice Clone Drained a European Energy Firm: Sovereign Deep AI in Your VPC Veriprajna

2 views - 1 month ago

After Arup's $25.6M Deepfake CFO Heist: Sovereign Deep AI and Behavioral Biometrics

After Arup's $25.6M Deepfake CFO Heist: Sovereign Deep AI and Behavioral Biometrics Veriprajna

7 views - 1 month ago

60 Data Centers Dropped 1,500 MW in 82 Seconds: Physics-Informed Neural Networks for Grid Stability

60 Data Centers Dropped 1,500 MW in 82 Seconds: Physics-Informed Neural Networks for Grid Stability Veriprajna

1 month ago

After the 2025 Iberian Blackout Lost 15 GW in 5 Seconds: Neuro-Symbolic PINNs Enforce P.O. 7.4

After the 2025 Iberian Blackout Lost 15 GW in 5 Seconds: Neuro-Symbolic PINNs Enforce P.O. 7.4 Veriprajna

2 views - 1 month ago

When a Firmware Update Knocked 73,000 Plano Smart Meters Offline: Deep AI for AMI Resilience

When a Firmware Update Knocked 73,000 Plano Smart Meters Offline: Deep AI for AMI Resilience Veriprajna

1 month ago

When LAPD Abandoned PredPol at Sub-1% Accuracy: Deep AI With Demographic Parity

When LAPD Abandoned PredPol at Sub-1% Accuracy: Deep AI With Demographic Parity Veriprajna

4 views - 1 month ago

PJM's 6,623 MW Shortfall and ERCOT's 233 GW Queue: Physics-Informed Neural Networks 87x Faster

PJM's 6,623 MW Shortfall and ERCOT's 233 GW Queue: Physics-Informed Neural Networks 87x Faster Veriprajna

2 views - 1 month ago

After FTC's $51,744 Per Violation Fake Review Rule: Stylometric + Behavioral GNN Forensics

After FTC's $51,744 Per Violation Fake Review Rule: Stylometric + Behavioral GNN Forensics Veriprajna

1 month ago

After Klarna's 700-Agent AI Reversal and 22% CSAT Drop: Constrained Decoding and GraphRAG

After Klarna's 700-Agent AI Reversal and 22% CSAT Drop: Constrained Decoding and GraphRAG Veriprajna

3 views - 1 month ago

Taco Bell's 18,000-Water-Cup AI Failure: Multi-Agent Architecture With Deterministic Compliance

Taco Bell's 18,000-Water-Cup AI Failure: Multi-Agent Architecture With Deterministic Compliance Veriprajna

2 views - 1 month ago

McDonald's AI Added 260 McNuggets to One Tab: Deterministic Cores for Drive-Thru Voice AI

McDonald's AI Added 260 McNuggets to One Tab: Deterministic Cores for Drive-Thru Voice AI Veriprajna

11 views - 1 month ago

When Amazon's Rufus Told Shoppers to Build a Molotov: GraphRAG and Multi-Agent Guardrails

When Amazon's Rufus Told Shoppers to Build a Molotov: GraphRAG and Multi-Agent Guardrails Veriprajna

1 month ago

Wendy's FreshAI Needs 3x Attempts, 'Unusable' for Stutterers: Disfluency-Aware Edge Voice AI

Wendy's FreshAI Needs 3x Attempts, 'Unusable' for Stutterers: Disfluency-Aware Edge Voice AI Veriprajna

3 views - 1 month ago

After Epic Games' $245M FTC Settlement: Causal Uplift Modeling and RLHF for Ethical Retention

After Epic Games' $245M FTC Settlement: Causal Uplift Modeling and RLHF for Ethical Retention Veriprajna

1 month ago

MIT NANDA: 95% of $40B Enterprise AI Pilots Miss P&L: Multi-Agent Orchestration Past LLM Wrappers

MIT NANDA: 95% of $40B Enterprise AI Pilots Miss P&L: Multi-Agent Orchestration Past LLM Wrappers Veriprajna

3 views - 1 month ago

After the $89.8M Apple-Goldman Sachs CFPB Order: Formal Verification with OCaml and Imandra

After the $89.8M Apple-Goldman Sachs CFPB Order: Formal Verification with OCaml and Imandra Veriprajna

6 views - 1 month ago

$1 Trillion AI Tech Wipeout on Aug 5 2024: Neuro-Symbolic GNNs Over Black-Box Trading

$1 Trillion AI Tech Wipeout on Aug 5 2024: Neuro-Symbolic GNNs Over Black-Box Trading Veriprajna

3 views - 1 month ago

After SEC's $400K AI Washing Crackdown: Citation-Enforced GraphRAG and AI Bill of Materials

After SEC's $400K AI Washing Crackdown: Citation-Enforced GraphRAG and AI Bill of Materials Veriprajna

1 month ago

After Earnest’s $2.5M AI Lending Settlement: Adversarial Debiasing and SHAP for CFPB Compliance

After Earnest’s $2.5M AI Lending Settlement: Adversarial Debiasing and SHAP for CFPB Compliance Veriprajna

1 month ago

When Uber ATG's AI Reclassified a Pedestrian as a Bicycle: BEV Occupancy and SMT Verification

When Uber ATG's AI Reclassified a Pedestrian as a Bicycle: BEV Occupancy and SMT Verification Veriprajna

2 views - 1 month ago

After Stanford's 3.5:1 AI Procurement Bias: Causal AI and Citation-Enforced GraphRAG

After Stanford's 3.5:1 AI Procurement Bias: Causal AI and Citation-Enforced GraphRAG Veriprajna

1 month ago

After DOJ Settled RealPage's Hub-and-Spoke Cartel: Differential Privacy + Neuro-Symbolic AI

After DOJ Settled RealPage's Hub-and-Spoke Cartel: Differential Privacy + Neuro-Symbolic AI Veriprajna

1 month ago

UnitedHealth's nH Predict Reversed 90% on Appeal: Causal Deep AI With SHAP/LIME Explainability

UnitedHealth's nH Predict Reversed 90% on Appeal: Causal Deep AI With SHAP/LIME Explainability Veriprajna

1 month ago

At Michigan Medicine, the Epic Sepsis Model Missed 67% of Cases: Fairness-Aware Clinical Deep AI

At Michigan Medicine, the Epic Sepsis Model Missed 67% of Cases: Fairness-Aware Clinical Deep AI Veriprajna

8 views - 1 month ago

After Character.AI's Settlement Pierced Section 230: Multi-Agent Governance for Strict Liability AI

After Character.AI's Settlement Pierced Section 230: Multi-Agent Governance for Strict Liability AI Veriprajna

4 views - 1 month ago

After Kistler v. Eightfold AI: Multi-Agent XAI and Data Provenance for FCRA-Compliant Hiring

After Kistler v. Eightfold AI: Multi-Agent XAI and Data Provenance for FCRA-Compliant Hiring Veriprajna

5 views - 1 month ago

When HireVue Told a Deaf Candidate to 'Practice Active Listening': Deep AI for Fair Hiring

When HireVue Told a Deaf Candidate to 'Practice Active Listening': Deep AI for Fair Hiring Veriprajna

1 month ago

When Texas AG Settled Pieces Technologies for Deceptive 0.001% AI Claims: Med-HALT Validation

When Texas AG Settled Pieces Technologies for Deceptive 0.001% AI Claims: Med-HALT Validation Veriprajna

5 views - 1 month ago

After Louis v. SafeRent's $2.275M FHA Settlement: Adversarial Debiasing and LDA Search

After Louis v. SafeRent's $2.275M FHA Settlement: Adversarial Debiasing and LDA Search Veriprajna

1 month ago

After the FTC Banned Rite Aid's Facial Recognition: Biometric AI With Uncertainty Quantification

After the FTC Banned Rite Aid's Facial Recognition: Biometric AI With Uncertainty Quantification Veriprajna

1 month ago

McDonald's '123456' McHire Breach Exposed 64M Psychometric Profiles: 5-Layer AI Defense

McDonald's '123456' McHire Breach Exposed 64M Psychometric Profiles: 5-Layer AI Defense Veriprajna

1 month ago

After Mobley v. Workday Certified 1.1B Applicants: Neuro-Symbolic Recruiting With GraphRAG

After Mobley v. Workday Certified 1.1B Applicants: Neuro-Symbolic Recruiting With GraphRAG Veriprajna

10 views - 1 month ago

After Instacart's $60M FTC Settlement: GraphRAG and Causal AI vs Probabilistic Pricing Wrappers

After Instacart's $60M FTC Settlement: GraphRAG and Causal AI vs Probabilistic Pricing Wrappers Veriprajna

1 month ago

After Amazon's Project Nessie Extracted $1B+: Sovereign AI for Auditable Antitrust Defense

After Amazon's Project Nessie Extracted $1B+: Sovereign AI for Auditable Antitrust Defense Veriprajna

2 views - 1 month ago

7.1% of AI Patient Messages Risk Severe Harm: RAG and Medical Knowledge Graphs for Clinical Safety

7.1% of AI Patient Messages Risk Severe Harm: RAG and Medical Knowledge Graphs for Clinical Safety Veriprajna

1 month ago

NYC Dec 2025: 1,600% LL144 Enforcement Gap — Neuro-Symbolic Logic and Sovereign Infrastructure

NYC Dec 2025: 1,600% LL144 Enforcement Gap — Neuro-Symbolic Logic and Sovereign Infrastructure Veriprajna

2 views - 1 month ago

Only 14% of PERS Users Wear the Pendant All Day: Passive Wi-Fi CSI Fall Detection

Only 14% of PERS Users Wear the Pendant All Day: Passive Wi-Fi CSI Fall Detection Veriprajna

1 month ago

When LLMs Score 0.498/1.0 on Structural Reasoning: Physics-Informed Graph AI for AEC Safety

When LLMs Score 0.498/1.0 on Structural Reasoning: Physics-Informed Graph AI for AEC Safety Veriprajna

3 views - 1 month ago

The 7-Second NPC Pause: Edge-Native SLMs and GraphRAG for Sub-50ms Gaming AI

The 7-Second NPC Pause: Edge-Native SLMs and GraphRAG for Sub-50ms Gaming AI Veriprajna

2 views - 1 month ago

When the Vdara Hotel Became a Death Ray: Constraint-Based Generative Design

When the Vdara Hotel Became a Death Ray: Constraint-Based Generative Design Veriprajna

3 views - 1 month ago

B in Non-Fatal Falls: 60GHz Radar Through Shower Curtains — Physically Can't Capture Images

B in Non-Fatal Falls: 60GHz Radar Through Shower Curtains — Physically Can't Capture Images Veriprajna

6 views - 1 month ago

After CrowdStrike's $10B Outage and Delta's $550M Suit: Formally Verified Kernel AI

After CrowdStrike's $10B Outage and Delta's $550M Suit: Formally Verified Kernel AI Veriprajna

2 views - 1 month ago

When 500ms Cloud Latency Cuts Recycling Throughput 75%: FPGA Dataflow at Sub-2ms

When 500ms Cloud Latency Cuts Recycling Throughput 75%: FPGA Dataflow at Sub-2ms Veriprajna

5 views - 1 month ago

When Aon's ADEPT-15 Mapped to Autism Diagnostics: Causal Representation Learning for Fair AI Hiring

When Aon's ADEPT-15 Mapped to Autism Diagnostics: Causal Representation Learning for Fair AI Hiring Veriprajna

7 views - 1 month ago

When 'I Am a Health Inspector' Steals the Quest Key: Neuro-Symbolic NPC Architecture

When 'I Am a Health Inspector' Steals the Quest Key: Neuro-Symbolic NPC Architecture Veriprajna

1 month ago

When VAR's 28cm Uncertainty Decides a 2cm Offside: 200fps Optical + 500Hz IMU Fusion

When VAR's 28cm Uncertainty Decides a 2cm Offside: 200fps Optical + 500Hz IMU Fusion Veriprajna

3 views - 1 month ago

When GeneBreaker Jailbreaks DNA Models Into Generating Toxins: Machine Unlearning for Biosecurity

When GeneBreaker Jailbreaks DNA Models Into Generating Toxins: Machine Unlearning for Biosecurity Veriprajna

1 month ago

EU PPWR Requires Black Packaging Be Recyclable by 2030: MWIR Sorting Breaks NIR's Carbon Blindspot

EU PPWR Requires Black Packaging Be Recyclable by 2030: MWIR Sorting Breaks NIR's Carbon Blindspot Veriprajna

3 views - 1 month ago

When Pixellot Tracked a Bald Head, Not the Ball: Kalman Filters and PINNs for Enterprise Vision

When Pixellot Tracked a Bald Head, Not the Ball: Kalman Filters and PINNs for Enterprise Vision Veriprajna

2 views - 1 month ago

When MegaSyn Generated 40,000 VX Analogues in 6 Hours: Latent Space Governance for Biosecure AI

When MegaSyn Generated 40,000 VX Analogues in 6 Hours: Latent Space Governance for Biosecure AI Veriprajna

4 views - 1 month ago

Thermal Runaway Above 200°C: GNoME+DFT Screens Battery Materials, C2PA Seals Audio Copyright

Thermal Runaway Above 200°C: GNoME+DFT Screens Battery Materials, C2PA Seals Audio Copyright Veriprajna

1 month ago

When RGB Detects Crop Disease 15 Days Too Late: Hyperspectral 3D-CNNs Read It 14 Days Pre-Symptom

When RGB Detects Crop Disease 15 Days Too Late: Hyperspectral 3D-CNNs Read It 14 Days Pre-Symptom Veriprajna

20 views - 1 month ago

When Simulated Annealing Traps Chip Design in Local Optima: AlphaChip RL Discovers Alien Layouts

When Simulated Annealing Traps Chip Design in Local Optima: AlphaChip RL Discovers Alien Layouts Veriprajna

5 views - 1 month ago

Berkeley's A-Lab Synthesized 41 Novel Compounds in 17 Days: Bayesian Optimization Over 10^60 Space

Berkeley's A-Lab Synthesized 41 Novel Compounds in 17 Days: Bayesian Optimization Over 10^60 Space Veriprajna

2 views - 1 month ago

When Generative VTON Slims Your Body to Sell the Dress: Physics-Based FEA Fit Verification

When Generative VTON Slims Your Body to Sell the Dress: Physics-Based FEA Fit Verification Veriprajna

9 views - 1 month ago