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Ashutosh Singhal

Founder, Veriprajna | Building True Intelligence • LinkedIn: https://www.linkedin.com/in/ashutosh-veriprajna/

Joined on Jul 22, 2026 solutions@veriprajna.com https://veriprajna.com

Ashutosh Singhal

Sep 11

The CrowdStrike crash came down to a field count: 21 where the kernel expected 20. No independent layer was checking.

9 min read

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Ashutosh Singhal

Sep 11

I social-engineered an AI game guard into giving up a key it was built to protect. Its twin wouldn't budge.

9 min read

Ashutosh Singhal

Sep 11

The Naive Baseline in My Radar Fall Detector Hit the Same 1.0 Recall. It Also Fired Seven False Alarms in One Night.

11 min read

Ashutosh Singhal

Sep 11

I Built a Solar Firewall for Curved Glass Facades. Its Most Useful Answer Is Sometimes No Number.

8 min read

Ashutosh Singhal

Sep 11

I built an AI to recover the black plastic recyclers throw away. The classifier was the easy part.

10 min read

Ashutosh Singhal

Sep 11

An automated camera followed a bald head for a whole soccer match. I built the physics gate that says no.

8 min read

Ashutosh Singhal

Sep 3

I fed raw radiance to a hyperspectral crop AI. On a held-out synthetic test, its score fell from 0.887 to 0.373.

#agriculture #ai #datascience #machinelearning

8 min read

Ashutosh Singhal

Sep 3

Eight Green Formal Proofs Became Five Fileable Ones When I Audited the SystemVerilog Assertions

8 min read

Ashutosh Singhal

Sep 3

A satellite said a depot was under water. It was a cloud's shadow, and the parametric trigger was one click from auto-paying...

10 min read

Ashutosh Singhal

Sep 3

A perfect model can't stop your self-driving lab from running a doomed synthesis. I built the gate that does.

10 min read

Ashutosh Singhal

Sep 3

The same body is a 29 in one jean and a 28 in another. I built the fit engine that explains why a size chart can't tell them...

10 min read

Ashutosh Singhal

Sep 3

A label tagged its catalog with C2PA for the EU AI Act. I watched one transcode strip all of it.

11 min read

Ashutosh Singhal

Sep 3

Any pose model will log 15 good squats on a knee that is caving. I built the AI that catches rep 9.

10 min read

Ashutosh Singhal

Sep 3

I set out to build a deepfake detector for auto insurance claims. A real, unedited photo beat it.

9 min read

Ashutosh Singhal

Jul 31

My AI drafted a polished cold email. It was also a lie, and I built the gate that stopped the send.

10 min read

Ashutosh Singhal

Jul 31

I built an AI to beat the solver at airline crew recovery. It lost, and that loss became the product.

9 min read

Ashutosh Singhal

Jul 31

My knowledge-tracing AI wanted to certify a learner who gamed the course. The code I wrote refused.

10 min read

Ashutosh Singhal

Jul 31

My drone holds 0.9% drift through a GPS jamming bubble. The code I am proud of is the line that refuses to fly.

11 min read

Ashutosh Singhal

Jul 31

My newsroom AI invented a quote the mayor never said. Catching it before readers did is the whole product.

12 min read

Ashutosh Singhal

Jul 31

My booking agent told a traveler "you're all set" with no hotel. I stopped trusting the LLM to run the flow.

9 min read

Ashutosh Singhal

Jul 31

A single COBOL file told the AI everything except the one fact that mattered, so I built the map first.

12 min read

Ashutosh Singhal

Jul 31

I built a demo to reproduce a famous AI mistake. My baseline refused to make it.

10 min read

Ashutosh Singhal

Jul 31

The statute was real. The answer was still illegal.

12 min read

Ashutosh Singhal

Jul 31

A model rated a visibly wrong red 0.97 on-brand. That number changed what I built.

12 min read

Ashutosh Singhal

Jul 22

I built a flood model that beat FEMA's map. Then it refused to let me file it.

9 min read

Ashutosh Singhal

Jul 22

I Watched a Private LLM Leak a Board Document. The Model Did Nothing Wrong.

12 min read

Ashutosh Singhal

Jul 22

I Kept Trying to Fix the Model. The Problem Was the Light.

12 min read

Ashutosh Singhal

Jul 22

Three chatbots, zero safety violations, one tribunal ruling. I had the problem labelled wrong.

13 min read

Ashutosh Singhal

Jul 22

The claim was true. I killed it anyway.

12 min read

Ashutosh Singhal

Jul 22

I read a mental-health chat where no single message was dangerous. That was the danger.

10 min read

Ashutosh Singhal

Jul 22

The cases were real. I still couldn't let the AI vouch for them.

12 min read

Ashutosh Singhal

Jul 22

I Tried to Make an LLM Catch Its Own Tax Errors. It Can't, and That Turned Out to Be the Whole Business.

11 min read

Ashutosh Singhal

Jul 22

Your CFO's Face Costs $50 to Fake. Your Wire Controls Weren't Built for That.

11 min read

Ashutosh Singhal

Jul 22

Your AI Models Are Executable Code. Most Companies Treat Them Like Spreadsheets.

11 min read

Ashutosh Singhal

Jul 22

1,500 Megawatts Vanished in 82 Seconds — And the Grid Operators Never Saw It Coming

9 min read

Ashutosh Singhal

Jul 22

73,000 Smart Meters Went Dark Overnight — And the Firmware Had Passed Every Lab Test

9 min read

Ashutosh Singhal

Jul 22

We Built a Fake Review Detector That Worked Perfectly — Until Someone Ran It Through BypassGPT

10 min read

Ashutosh Singhal

Jul 22

Your AI Shopping Assistant Converts 4x — Until It Makes One Thing Up

10 min read

Ashutosh Singhal

Jul 22

18,000 Cups of Water: What Drive-Thru Voice AI Keeps Getting Wrong

11 min read

Ashutosh Singhal

Jul 22

418 Kilovolts Looked Fine. Then 60 Million People Lost Power.

9 min read

Ashutosh Singhal

Jul 22

The Green Dashboard Lied: What Enterprise AI Validation Actually Has to Test

11 min read

Ashutosh Singhal

Jul 22

Your Save Flow Is Quietly Manufacturing Churn — Here's the Number That Proved It

10 min read

Ashutosh Singhal

Jul 22

Your Procurement AI Scored a Better Supplier Lower — Here's the Math That Did It

9 min read

Ashutosh Singhal

Jul 22

Apple and Goldman Lost Thousands of Disputes Into a State Nobody Knew Existed. It Cost $89 Million.

10 min read

Ashutosh Singhal

Jul 22

Eleven Words in an Annual Report Can Now Be Securities Fraud

10 min read

Ashutosh Singhal

Jul 22

Your Algorithm Sold $1.4 Billion Before Anyone Hit Cancel. Can You Explain Why?

10 min read

Ashutosh Singhal

Jul 22

90% of AI Coverage Denials Get Reversed on Appeal. A Court Just Called That a Breach of Contract.

10 min read

Ashutosh Singhal

Jul 22

A Court Ruled Your Chatbot Is a "Product." That One Word Rewrote AI Product Liability.

11 min read

Ashutosh Singhal

Jul 22

Ninety Percent of Physicians Trust Their Clinical AI. They Catch a Third of Its Dangerous Errors.

11 min read

Ashutosh Singhal

Jul 22

A Facial Recognition Vendor Scored 99% — and Still Flagged Innocent Shoppers All Day

10 min read

Ashutosh Singhal

Jul 22

Your Tenant-Screening AI Passed the Fairness Test. It Was Still Discriminating.

11 min read

Ashutosh Singhal

Jul 22

Your Pricing Algorithm Is Two Lawsuits, Not One — And Most Companies Only Defend Against One

10 min read

Ashutosh Singhal

Jul 22

We Built One Bias Audit to Satisfy Six AI Hiring Laws. It Failed in the Same Week We Shipped It.

10 min read

Ashutosh Singhal

Jul 22

8.5 Million Computers Crashed From One File Nobody on Your Side Reviewed

10 min read

Ashutosh Singhal

Jul 22

I Watched a Playtester Talk an AI Merchant Out of a Quest Key With One Sentence

12 min read

Ashutosh Singhal

Jul 22

The Bathroom Breaks Every Fall Detection System — Here's What We Built Instead

11 min read

Ashutosh Singhal

Jul 22

The Render Was Beautiful. The Building Couldn't Be Built.

10 min read

Ashutosh Singhal

Jul 22

Your Optical Sorter Is Blind to Black Plastic. We Stopped Calling It a Software Problem.

11 min read

Ashutosh Singhal

Jul 22

The AI Tracked a Bald Head for the Whole Match. More Training Data Won't Fix That.

10 min read

Ashutosh Singhal

Jul 22

A Pharma Drug-Discovery Model Designed 40,000 Toxins in Six Hours. The Fix Wasn't What I Expected.

12 min read

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