Reading
Articles
Written for people who have to use this at work on Monday — students, faculty, and anyone running a business in this region.
Method · 10 min read
The 5S chapter coach: build an AI agent with Claude that teaches you one chapter at a time
Japanese factories use five steps to keep a shop floor clean. The same five steps clean up a confusing chapter. Here is how to set them up in a free Claude Project in 20 minutes.
Use cases · 7 min read
What AI actually looks like in a North Karnataka job
Not chatbots and not research labs. Here is the real shape of AI-assisted work in the Hubballi–Dharwad–Belagavi cluster.
Method · 5 min read
The AI smell: why your manager can already tell
Unedited machine writing has a signature. Here is what it is, why it costs you credibility, and how to remove it.
Method · 6 min read
Prompting is dead. Context wins.
Why the skill everyone is selling courses on will be worth ₹0 by the time this year's students finish probation.