Veriprajna on LinkedIn (Founder)

Jul 20, 2026

I built my baseline in good faith. It leaked a Board-Only memo to 7 users. The bug is the clock.

Jul 19, 2026

The smartest-looking rule in my inspection demo changes 1 outcome in 93. I made the dashboard say so.

Jul 18, 2026

I went looking for the safety violation in three famous AI chatbot incidents. There isn't one.

Jul 17, 2026

Your AI SDR can't prove which source backed the email it sent last Tuesday. Mine keeps the receipt.

Jul 16, 2026

I spent a week making the safety classifier smarter. It was the wrong week: memory caught the crisis two turns sooner.

Jul 15, 2026

I built a checker for AI legal briefs. Its most valuable verdict isn't "fabricated." It's "I'm not sure, get a human."

Jul 14, 2026

Even H&R Block's site called the new OBBBA car-loan deduction "above the line." It isn't, and the 20% penalty lands on whoever signs.

Jun 6, 2026

The Platform Got the Deduction Wrong. The IRS Penalty Wouldn't Have Cared.

Jun 6, 2026

The CISO Ran Her Own Injection Test Against Three Deepfake Vendors. None Caught It.

Jun 6, 2026

The Model Opened a Reverse Shell on Load. The Scanner Said It Was Safe.

Jun 5, 2026

I Spent the Year Inside the Byte Blackout. The Bill Was Not About Power.

Jun 5, 2026

I Read the Plano Post-Mortem. The Testing Gap Was Right There in the Footnote.

Jun 5, 2026

The Compliance Team Said They Were Covered. They Were Covered by the Wrong Tool.

Jun 4, 2026

The Demo Looked Great. Then I Asked About the Long-Tail SKUs.

Jun 4, 2026

The Taco Bell Incident Broke My Mental Model of Drive-Thru AI Failure

Jun 4, 2026

What the ENTSO-E Report and a PJM Spreadsheet Showed Me on the Same Day

Jun 3, 2026

We Were Selling AI Validation Before Anyone Knew They Needed It

Jun 3, 2026

The Save Flow That Was Destroying Revenue While the Team Celebrated the Save Rate

Jun 3, 2026

I Ran the Four-Fifths Test on a Client's Procurement AI. The Result Was 0.37.

Jun 2, 2026

Goldman Knew About the Routing Gap Before the CFPB Found It

Jun 2, 2026

I Read the Presto Cease-and-Desist Three Times Before I Understood What It Was Really About

Jun 2, 2026

I Asked a Compliance Team to Explain August 5th. The Examination Would Have Ended There.

Jun 1, 2026

Our GC Asked What We'd Point a Federal Judge To. We Didn't Have an Answer.

Jun 1, 2026

My Clients Built Meticulous AI Audit Trails. They Were Discovery Targets, Not Defenses.

Jun 1, 2026

I Believed in 'Physician Oversight' Until the Lancet Data Showed What It Catches

May 31, 2026

I've Been on Both Sides of BIPA Litigation. The Enrollment Database Is Always the Problem.

May 31, 2026

I Ran the Four-Fifths Rule. The Model Passed. Then I Segmented the Voucher Holders.

May 31, 2026

We Built Our First Pricing Audit to Catch Intentional Discrimination. That Was the Wrong Test.

May 30, 2026

The CHRO Who Brought Her GC on the Call and the Question That Stopped the Room

May 30, 2026

I Looked Up 'Content Pinning' After the Outage. It Doesn't Mean What CISOs Think.

May 30, 2026

Three Weeks Fine-Tuning the Safety Filter. Thirty Seconds to Break It.

May 29, 2026

My Clients Ask Which Fall Detection Vendor. I Send Back a Floor Plan.

May 29, 2026

The Quiet in the Room When the Structural Engineer Sees the Render

May 29, 2026

The MRF Director Who Stopped Going to Conferences Had the Right Question

May 28, 2026

I Watched a Camera Track a Bald Head for 90 Minutes. Then I Understood the Problem.

May 28, 2026

The NeurIPS Paper That Forced Me to Redesign Our Biosecurity Layer

May 28, 2026

I Showed a DV Lead a PROVEN Certificate on a Design That Would Deadlock in Silicon. They'd Never Heard of Vacuity Checking.

May 27, 2026

The $29.75-an-Acre Lesson That Changed How I Think About Stress Alerts

May 27, 2026

The EU's Satellite Flood Service Closes at 8pm. Valencia Flooded Overnight.

May 27, 2026

The SiLA 2 Spec Ends at Nominal. That's Where the Engineering Starts.

May 26, 2026

The Returns Heatmap Nobody Showed the Brand

May 26, 2026

My Client Asked If Suno Pro Was Indemnified. We Read the ToS Together.

May 26, 2026

The PT Billing Problem Nobody Built a Product For

May 25, 2026

I Asked a Carrier to Run One Test. The Six-Second Pause Was the Answer.

May 25, 2026

I Ran the Domain Blacklist Math. The Number That Surprised Me Wasn't the Pipeline Cost.

May 25, 2026

I Read the Southwest Post-Mortem Three Times Before I Understood It Wasn't About Jeppesen

May 24, 2026

The LMS Said 100% Complete. What the Employees Actually Knew Was a Different Number.

May 24, 2026

The FCC Banned Foreign Drones. I Spent the Next Two Months Explaining What That Doesn't Fix.

May 24, 2026

What the Washington Post AI Podcast Failure Actually Taught Me

May 23, 2026

The First Time Our Travel Agent Hallucinated a Hotel, We Were Running the Demo

May 23, 2026

Every COBOL Migration Post-Mortem I Read Had the Same Root Cause

May 23, 2026

One Catheter Note, One Wrong Flag, One Month of Delay

May 22, 2026

I've Seen the ATO Letter. I've Also Seen the 311 Ticket That Came After It.

May 22, 2026

The SOW Said 'AI-Assisted.' My Client's Lawyer Couldn't Define That.

May 22, 2026

The DOI Sent Back the ZestyAI Filing. Here's What Was Actually Missing.

May 21, 2026

I Ran Two Shadow AI Breach Investigations. The LLM Was Never the Attack Surface.

May 21, 2026

The First Inspection Cell I Commissioned Proved Me Wrong Before Week Three

May 21, 2026

We Red-Teamed Our Own AI Chatbot the Same Way Chris Bakke Red-Teamed the Chevy Dealer. It Broke.

May 20, 2026

I've Watched AI Outbound Pipelines Fail From the Inside. The Problem Is Never the Tool.

May 20, 2026

The Safety Layer Was Two Lines in a Config File

May 20, 2026

I Built for the Mata Problem. The Sixth Circuit Showed Me the Real One.

May 7, 2026

Your AI Model Might Be a Trojan Horse — And Your Scanner Probably Can't Tell

May 7, 2026

A Deepfake CFO Stole $25 Million on a Zoom Call. Your Company Is Next.

May 6, 2026

Your AI Models Might Be Backdoored — And Your Scanner Won't Catch It

May 6, 2026

Your AI Security Tool Is Probably Sending Your Secrets to Someone Else's Server

May 6, 2026

The AI Wrapper Economy Is Dead. What Killed It Should Worry Every CTO.

May 5, 2026

1,500 Megawatts Vanished in 82 Seconds. The AI We're Building Wasn't Designed for This.

May 5, 2026

The Iberian Blackout Lost 15 GW in 5 Seconds. Here's Why Chatbot AI Can't Fix Power Grids.

May 5, 2026

73,000 Smart Meters Went Dark Overnight. AI Could Have Prevented It.

May 4, 2026

The Internet's Trust Problem Is Worse Than You Think — And 'AI Detectors' Won't Save You

May 4, 2026

What Predictive Policing's Collapse Taught Me About Enterprise AI

May 4, 2026

Amazon's AI Assistant Told a Customer How to Build a Weapon. The Fix Isn't a Better Model.

May 3, 2026

McDonald's Spent 3 Years on AI Drive-Thrus. Here's Why It Failed.

May 3, 2026

18,000 Cups of Water Exposed Everything Wrong With How We Build Enterprise AI

May 3, 2026

Why Wendy's AI Drive-Thru Fails 14% of Customers — And What It Reveals About Voice AI

May 2, 2026

America's Power Grid Can't Keep Up With AI — And Software Patches Won't Fix It

May 2, 2026

Klarna Replaced 700 Agents with AI. Then Hired Them All Back.

May 2, 2026

Your 'Cancel Subscription' Button Is a Legal Liability. Here's What to Do Instead.

May 1, 2026

95% of Enterprise AI Pilots Fail. We Studied Why — and What the 5% Do Differently.

May 1, 2026

Your AI Procurement System Is 3.5x More Likely to Pick the Wrong Supplier

May 1, 2026

Why Self-Driving Cars Keep Crashing — And What 'Safe AI' Actually Requires

Apr 30, 2026

Your AI Pricing Tool Might Be an Illegal Cartel — And You Don't Even Know It

Apr 30, 2026

A $2.5M Fine Exposed What's Wrong With AI Lending — Here's What Nobody's Fixing

Apr 30, 2026

The $89 Million Bug: What Apple and Goldman Sachs Got Wrong About AI Compliance

Apr 29, 2026

The SEC Just Fined Companies for Fake AI. Here's What Actually Fixes the Problem.

Apr 29, 2026

The August 2024 Flash Crash Proved Most Trading AI Is Built on Quicksand

Apr 29, 2026

An AI Denied Care to Dying Patients 90% of the Time. It Was Working as Designed.

Apr 28, 2026

Your Hospital's AI Might Be Racist — And the Fix Isn't Another Chatbot

Apr 28, 2026

Your AI Chatbot Is Now a Product. Courts Just Changed Everything.

Apr 28, 2026

The AI Company That Claimed 99.999% Accuracy — And What Happened Next

Apr 27, 2026

Your Doctor's AI Message Could Kill You. Here's Why We're Fixing It.

Apr 27, 2026

A Grandfather Spent 10 Days in Jail Because an AI Was Wrong

Apr 27, 2026

Amazon's Secret $1 Billion Algorithm Is Why Your AI Pricing Tool Is a Legal Time Bomb

Apr 26, 2026

A $2.2 Million Fine Proved That 'Fair' AI Isn't About Intent — It's About Architecture

Apr 26, 2026

Instacart's $60M AI Failure Was Not a Bug. It Was Bad Architecture.

Apr 25, 2026

Your AI Hiring Tool Might Be Breaking a 55-Year-Old Law

Apr 25, 2026

Your AI Hiring Tool Is Now Legally Your Agent — And That Changes Everything

Apr 25, 2026

A '123456' Password Just Exposed 64 Million People's Personality Tests

Apr 24, 2026

95% of Companies Are Failing AI Hiring Law. The Fix Isn't Legal — It's Architectural.

Apr 24, 2026

A $10 Billion Crash Proved 'Best-Effort' Software Is Over. What Comes Next?

Apr 24, 2026

Your AI Hiring Tool Is Probably Running a Disability Screening It Never Told You About

Apr 23, 2026

Why 'Infinite Freedom' Is Killing Your Game AI

Apr 23, 2026

Your Wi-Fi Router Can Detect a Fall. Here's Why That Matters.

Apr 22, 2026

Your Parent's Nursing Home Has a Camera Problem. Radar Can Fix It.

Apr 22, 2026

That AI-Generated Building Looks Amazing. It Would Also Collapse.

Apr 22, 2026

Why AI That 'Sees' Buildings Can't Tell If They'll Collapse

Apr 21, 2026

Why Cloud AI Fails at 6 Meters Per Second

Apr 21, 2026

Your Recycling Gets Sorted by AI That Can't See Black Plastic

Apr 21, 2026

VAR's Offside Problem Isn't Human Error — It's a Physics Problem

Apr 20, 2026

Why an AI Camera Mistook a Bald Head for a Soccer Ball — And What It Means for Your Factory

Apr 20, 2026

Your AI Knows How to Build a Bioweapon. 'No' Isn't Good Enough.

Apr 20, 2026

An AI Designed 40,000 Chemical Weapons in 6 Hours. Safety Filters Won't Fix This.

Apr 19, 2026

The Chips That Look Wrong But Run Faster: How AI Is Redesigning Silicon

Apr 19, 2026

Why AI-Generated Chip Code Is a $10 Million Gamble

Apr 19, 2026

Why Your Farm's AI Is Colorblind (And What Hyperspectral Deep Learning Changes)

Apr 18, 2026

Why AI Keeps Seeing Floods That Don't Exist

Apr 18, 2026

Stop Guessing in the Lab: How Closed-Loop AI Cuts Discovery Costs by 90%

Apr 18, 2026

Why I Stopped Trusting AI That Can't Show Its Work

Apr 17, 2026

Why Fashion's $890 Billion Returns Crisis Won't Be Solved by Prettier AI Images

Apr 17, 2026

Why We Stopped Trusting AI and Started Building Physics Engines Instead

Apr 17, 2026

Streaming Fraud Is a $3 Billion Problem. The Fix Is Invisible.

Apr 16, 2026

Why I Stopped Using Generative AI for Audio and Built a Licensing Engine Instead

Apr 16, 2026

Your Fitness App Can't Tell If You Actually Did That Pushup

Apr 16, 2026

Your AI Fitness Coach Is 3 Seconds Too Slow to Save Your Spine

Apr 15, 2026

Why AI Gets Car Accident Liability Wrong — And What We're Building Instead

Apr 15, 2026

An AI 'Fixed' a Dented Car by Deleting the Dent. That's an Insurance Nightmare.

Apr 15, 2026

Your Best Sales Rep's Secret Weapon Isn't Talent — It's a Writing Style You Can Clone

Apr 14, 2026

GPT-4 Failed 99.4% of the Time. Here's the Architecture That Fixed It.

Apr 14, 2026

Southwest Airlines Lost $1.2 Billion in One Week. ChatGPT Can't Fix What Broke.

Apr 14, 2026

Why Most AI Tutors Are Just Chatbots Wearing a Teacher's Mask

Apr 13, 2026

Why Your AI Gets Math Wrong (And What 'Neuro-Symbolic' Actually Fixes)

Apr 13, 2026

Your AI Hiring Tool Is Probably Racist. Here's How to Fix It.

Apr 13, 2026

Amazon's AI Learned to Reject Women. We Built the Opposite.

Apr 12, 2026

Your Drone Isn't Autonomous — It's Just Following GPS Until Someone Jams It

Apr 12, 2026

A $5 Sticker Can Fool Your Million-Dollar AI. Here's Why.

Apr 12, 2026

Your News Archive Is Worth More Than Your News Feed

Apr 11, 2026

Sports Illustrated Died Because Nobody Checked If the Writer Was Real

Apr 11, 2026

Your AI Travel Agent Is Booking Hotels That Don't Exist

Apr 11, 2026

Why AI Keeps Crashing Banks (And How We Fixed It)

Apr 10, 2026

Your AI Just Disqualified a Perfectly Eligible Cancer Patient. Here's Why.

Apr 10, 2026

NYC's AI Chatbot Told People to Break the Law. Here's What Government AI Actually Needs.

Apr 10, 2026

Coca-Cola Spent Millions on AI Video and Got Called 'Soulless.' Here's What They Got Wrong.

Apr 9, 2026

Your AI Chatbot Will Betray Your Brand. Here's How to Stop It.

Apr 9, 2026

Your Flood Insurance Price Is Based on a Map from 1985

Apr 9, 2026

Your Employees Are Already Using AI. You Just Can't See It.

Apr 8, 2026

We Fired the Cloud From Our Factory Floor — Here's Why

Apr 8, 2026

Your AI Chatbot Is Legally Signing Contracts. Most Companies Don't Know It Yet.

Apr 8, 2026

Your AI Sales Rep Is Lying to Prospects. Here's How to Stop It.

Apr 7, 2026

An AI Chatbot Told an Anorexic Patient to Eat Less. Here's How We Fix That.

Apr 7, 2026

A Lawyer Asked ChatGPT If Its Fake Cases Were Real. It Said Yes.

Apr 7, 2026

A Chatbot Sold a $76,000 Car for $1. Here's the Architecture That Prevents It.

Apr 6, 2026

Every Major AI Got the Same Tax Question Wrong. Here's Why.