Short, practical pieces — scam advisories written to be forwarded to a parent, briefings on what is changing in Indian regulation, and the occasional note on where the industry is spending its money. Published here first, then on LinkedIn.
The discount that looks too good usually is. Four habits that cost nothing and stop most festive-season shopping fraud before the payment screen.
also on LinkedInRecent funding rounds cluster around AI agent security and autonomous testing. What the money says about where the industry thinks the next problem is.
also on LinkedInIf your patch-compliance percentage stayed steady through 2026, that is not reassurance — it is a measurement problem.
on LinkedInConferences, summits and research tracks running across Bengaluru, Mumbai, New Delhi and Hyderabad in October 2026 — with who each one is actually for.
also on LinkedInThe screen that charges you one rupee today may be authorising a standing debit. What to read before you enter the PIN, and how to audit what you have already approved.
also on LinkedInNo police force, CBI officer or court in India will hold you on a video call or ask you to move money for verification. Here is what the scam looks like, and what to tell your parents.
also on LinkedInWhat the open-weight models can and cannot replace, and where paying still buys something real.
on LinkedInEvery board asks whether the AI can be stopped. Few organisations have rehearsed the answer.
on LinkedInThe route from a first security role to running the function, and which certifications actually matter at each stage.
What changed in version 13, and who the AI-augmented track is genuinely built for.
What automotive cybersecurity actually prevents, and which headlines do not survive contact with how these systems are built.
on LinkedInThe listing route, what it demands of governance, and the preparation that starts well before the filing.
on LinkedInModel extraction is no longer theoretical. What it costs an attacker, and what actually raises that cost.
on LinkedInWhy the hardest insider cases look like ordinary work, and what signals survive that resemblance.
on LinkedInHow a regional dairy scaled, and what the operating model says about building durable Indian businesses.
on LinkedInUsing ATT&CK as a working map of adversary behaviour rather than a poster on the wall.
on LinkedInDeciding what to fix first when everything is flagged critical and the team is already behind.
on LinkedInThirty minutes to work out whether there is a real engagement here. If there is not, we will say so.
Frameworks we work against
