AI & Work
Practical explanations of AI tools, their limits and the work around them.

Deepfake Labelling Under India's IT Rules: What Platforms Must Do
Labels, metadata, blocked categories and two-hour takedowns: what the 2026 IT Rules amendment asks of platforms.

IndiaAI Mission: GPU Access, AIKosh Datasets and Who Can Apply
Who can use IndiaAI's subsidised GPUs, what AIKosh holds, and what the ministry says it has delivered so far.

India's AI Governance Guidelines: What Companies Should Know
What India's AI framework recommends on risk, transparency and accountability, and what changed in 2026.

How to Check an AI Answer Against Its Sources
A practical method for testing whether a citation supports a claim, from the original document to its limits.

Gemini 3.7 Flash Arrives With Temporary Lower API Pricing
Google's latest Flash model pairs coding improvements with introductory pricing through December.

July Workspace Update: Google Adds Comment-Driven Editing and Decks
Gemini can turn Docs comments into proposed edits and existing files into editable slide decks.

What Google's ATLAS Data Can Tell Us About AI at Work
Google's 14.7 million interactions reveal task use, with clear limits on what they say about productivity.

Google Plans Gemini Intelligence Across Android Apps
Google plans app automation, richer autofill and edited dictation for supported Android devices.

Copilot Cowork Enters Frontier With Plans for Multi-Step Office Tasks
Microsoft opens early access to multi-step office tasks and adds a second-model research review.
We examine document workflows, source verification, automation and the information shared with software. The emphasis is on understanding a task before choosing a tool, checking what an answer relies on and recognising when a person needs to review a decision. Product claims are identified as claims, with evidence linked where available.
