Vishal Kumar - DEV Community

Vishal Kumar

Aug 18

You Can't Build a Detector for Absence

#architecture #healthcare #ai #datascience

3 min read

Vishal Kumar

Aug 17

Matching Prose to Prose: Why Unknowns Beat Confidence Scores

#ai #healthcare #nlp #architecture

3 min read

Vishal Kumar

Aug 7

Building a Durable 30-Day Outreach Cadence (Harder Than It Sounds)

#architecture #healthcare #ai #distributedsystems

3 min read

Vishal Kumar

Aug 6

Designing Human Review for Someone Who Wasn't There

#healthcare #ai #ux #architecture

3 min read

Vishal Kumar

Aug 5

The "95% of AI Pilots Fail" Stat Is About Architecture, Not Models

#ai #architecture #healthcare #productivity

3 min read

Vishal Kumar

Aug 4

Building Fraud Detection That Separates Flagging From Acting

#healthcare #ai #security #compliance

2 min read

Vishal Kumar

Aug 3

What Building a CMS-0057-F-Compliant Prior Auth System Actually Requires

#healthcare #ai #compliance #fhir

2 min read

Vishal Kumar

Aug 1

What It Actually Takes to Automate a Claims Appeal (Not Just Believe In It)

#healthcare #ai #automation #rcm

2 min read

Vishal Kumar

Jul 31

Human-in-the-loop is broken by default — here's the design that actually holds up

#ai #agents #architecture #ux

2 min read

Vishal Kumar

Jul 30

The 12 fields a defensible AI audit trail actually needs (healthcare edition)

#ai #healthcare #compliance #architecture

1 min read

Vishal Kumar

Jul 29

What FDA's shift to continuous AI oversight means for how you architect healthcare agents

#ai #healthcare #regulation #architecture

1 min read

Vishal Kumar

Jul 28

What a governed claims agent actually automates (and what it deliberately doesn't)

#ai #healthcare #automation #architecture

1 min read

Vishal Kumar

Jul 27

Healthcare automation ROI starts with the manual baseline

1 min read

Vishal Kumar

Jul 25

The cost of doing nothing is a real line item — model it before you build

#ai #healthcare #automation #architecture

1 min read

Vishal Kumar

Jul 23

Anatomy of a governed prior-auth agent: six steps, one human gate

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 22

7 red flags an engineer should catch in a healthcare AI vendor

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 21

Eight healthcare AI myths engineers should stop repeating

#ai #healthcare #architecture #agents

1 min read

Vishal Kumar

Jul 18

A healthcare-AI-agent glossary for engineers (what these terms mean in the code)

#ai #healthcare #agents #glossary

1 min read

Vishal Kumar

Jul 17

A 10-point technical checklist for evaluating a healthcare AI agent

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 16

A governed AI agent's shift, as seen from the execution logs

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 15

Healthcare AI agents: an engineer's FAQ (PHI, audit trails, and the human gate)

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 14

Autonomous vs. governed AI agents: what actually changes in the build

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 13

How we decide which agent actions need a human gate (a 3-question rubric we encode in the workflow)

#ai #healthcare #agents #architecture

1 min read

Vishal Kumar

Jul 11

5 misconceptions engineers have about building healthcare AI agents

#ai #healthcare #agents #architecture

2 min read

Vishal Kumar

Jul 10

Architecting an AI prior-authorization agent you can actually deploy (grounded decisions + a human sign-off gate)

#ai #healthcare #automation #agents

2 min read

Vishal Kumar

Jul 9

Building a member-support agent that's safe to leave on at 2 AM (the "know when to stop" problem)

#ai #healthcare #automation #agents

2 min read

Vishal Kumar

Jul 8

Building an AI coding agent that's fast AND auditable (attestation as a first-class feature)

#ai #healthcare #automation #agents

2 min read

Vishal Kumar

Jul 7

Designing an eligibility-verification agent that prevents claim denials (without touching PHI carelessly)

#ai #healthcare #automation #agents

2 min read

Vishal Kumar

Jul 6

Governed AI agents in healthcare: what "same-day claims" actually requires under the hood

#ai #healthcare #automation #agents

2 min read

Vishal Kumar

Jul 4

Now Hiring" job-posting parody"

#ai #webdev #intellibooks #claimsautomation

1 min read

Vishal Kumar

Jul 3

Every Claim Form. Every Policy PDF. Read in Seconds.

1 min read

Vishal Kumar

Jul 2

Most healthcare organizations run prior authorization

#healthcareai #ai #webdev #productivity

1 min read

Vishal Kumar

Jul 1

: AI-Fast. Audit-Ready.

#healthydebate #ai #webdev #productivity

1 min read