Writing
Essays, analysis, and notes on applied AI, digital assets, investigations, and the systems around them.
- Jul 28, 2026 · AI Guardian Agents: Autonomy Without Oversight Is Just Faster Risk Few firms have shipped AI agents, most plan to. Hallucination rates and breach data agree: autonomy without a second loop is exposure, not scale.
- Jul 26, 2026 · Thoughts What Makes an AI System an Agent, and What Does Not Most things sold as AI agents are prompt chains with job titles. Here is the test that separates them, and why it changes cost, audit, and accountability.
- Jul 25, 2026 · Investigation India's Crypto Tax Visibility Gap: ₹28 Lakh Crore In, ₹511 Crore Out India's crypto tax figures show only what the net sees onshore. This separates activity from taxable records, maps the offshore gap, and flags CARF's limits.
- Jul 25, 2026 · Thoughts A Better Model Will Not Fix Unclear Thinking A stronger model makes unclear thinking faster and more confident, not more correct. Output depends on framing the job and checking the answer.
- Jul 25, 2026 · Investigation When a Crypto Theft Is Bigger Than One Transaction A crypto theft can involve many wallets prepared before the main move. What the chain proves, where the record stops, and why overstating a trail hurts a case.