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

Oct 12

A convincing video call still needs a payment release rule

5 min read

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Ashutosh Singhal

Oct 12

Model Admission Needs an Unresolved State

6 min read

Ashutosh Singhal

Oct 12

A Data-Center Recommendation Needs a Withdrawal Rule

5 min read

Ashutosh Singhal

Oct 12

A lower firmware risk estimate is not release permission

6 min read

Ashutosh Singhal

Oct 12

Investigate coordinated reviews without turning suspicion into guilt

5 min read

Ashutosh Singhal

Oct 6

When an AI Shopping Answer Is Only Partly Right

6 min read

Ashutosh Singhal

Oct 6

What Should a Human Confirm in a Voice AI Order?

5 min read

Ashutosh Singhal

Oct 6

Where an AI model's authority should end in grid planning

5 min read

Ashutosh Singhal

Oct 6

An AI Loan Recommendation Needs a Separate Release Rule

6 min read

Ashutosh Singhal

Oct 6

Retention AI Needs a Reason to Make an Offer

5 min read

Ashutosh Singhal

Oct 6

Before Procurement AI Excludes a Supplier, Inspect Its Assumptions

6 min read

Ashutosh Singhal

Sep 30

When a dispute never reaches the investigation queue

4 min read

Ashutosh Singhal

Sep 30

What an AI Model's Existence Leaves Unproven

5 min read

Ashutosh Singhal

Sep 30

A trading gate can stay closed while its reason changes

9 min read

Ashutosh Singhal

Sep 30

I watched a stand-in Medicare Advantage model score a denial at 0.985. The gate held it for physician review.

8 min read

Ashutosh Singhal

Sep 30

What a $480k AI retirement answer cannot prove

8 min read

Ashutosh Singhal

Sep 30

I Built a Clinical AI Check That Holds a True Sentence

8 min read

Ashutosh Singhal

Sep 22

A Facial-Recognition Alert Scored 0.83. I Built the Gate That Blocked It

9 min read

Ashutosh Singhal

Sep 22

The Tenant-Screening Audit Went Red. My Build Was Still Unfinished.

8 min read

Ashutosh Singhal

Sep 22

"We removed race and income from the model" is the sentence that loses the dynamic-pricing case

11 min read

Ashutosh Singhal

Sep 22

Illinois bans the zip-code field the EU AI Act wants kept. I built an AI hiring audit that says so instead of printing a pass.

11 min read

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

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