The Tech Leverage. Build with AI. Audit the risk.
One AI story a week, read the way a data auditor reads it. The video, the evidence, and the one test to run.
AI Layoffs in India: Real or Excuse? I Checked the Data
The IMF, Nilekani and Vembu disagree about AI and jobs. The filings say India's big IT firms aren't firing. They've just almost stopped hiring.
What the file found
- Failed
The scary 40% is a world number. The IMF's own paper puts India at 26%.
- Held
No mass firing: India's five biggest IT firms went from 15 lakh 37 thousand to 15 lakh 49 thousand people.
- Failed
Almost no hiring either: under 1% growth in two years, and freshers hiring up just 1% in September.
- Failed
AI layoff headlines mostly don't hold: TCS's CEO said "This is not because of AI"; Zomato never mentioned it.
The test to run this week
List last week's five biggest tasks. Ask: could someone write the steps, who catches AI's mistake, is my level hired?
Earlier briefs
All case files- 009 AI Can Copy Any App. 5 Checks Before You Cancel YoursYou were never really paying for the code: you were paying for someone to answer for it. Audit Playbook
- 008 Don't Turn Off Gmail's AI Until You Watch ThisA default is a decision someone else made for you. Failure Teardown
- 007 Why AI Fails Without Anyone Noticing (and How to Catch It)AI observability is vouching for AI: every answer traced back to what it was based on. Audit Playbook
- 006 AI Can Now Clone Photoshop. Here's What Gets You Banned.AI made taking software apart cheap, so the protection moved from code to fine print. Failure Teardown
- 005 A Trusted Security Company's Secret Key Was the Number 4When the evidence and the explanation don't match, re-perform the evidence instead of auditing the story. Failure Teardown
- 004 Grok Bot Wants a Photo of Your Credit Card. Who Pays If It Goes Wrong?A tweet is not a control, and on paper, today, the person who carries the risk is you. Failure Teardown
- 003 I Opened an AI Skill File. Check These 4 Things Before You Install OneThe test isn't whether a skill touches the internet. It's whether what it touches matches what it says it does. Build Lab
- 002 How to Audit a GenAI ImplementationWhatever the model says, the company said it. Audit Playbook
- 001 Claude Code Effort Levels: 0/5 to 5/5 With One Setting (and When It Backfires)More effort fixes missing edge cases. It does not fix a wrong approach. Build Lab
Is your AI system ready to trust?
Three questions from the GenAI Audit Checklist. The full check has sixteen, and every gap links to the video that closes it.
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