Insights
Notes from the systems we run.
Practical writing on custom software, healthcare and education platforms, applied AI, cloud and security — by the engineers who build and then operate them.
The archive
20 articles
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Why Most AI Agent Pilots Failed in 2026 — And What the Survivors Did Differently
Enterprises poured budget into AI agents this year and quietly killed a large share of the pilots. The projects that …
Generative Engine Optimization: How to Get Your Business Cited by ChatGPT and Gemini
Ranking first on Google no longer guarantees anyone sees you. With most search interactions now involving an AI-generated answer, the …
DPDP Act Compliance in 2026: What Every Indian SME Must Do Now
India's Digital Personal Data Protection regime has moved from legislation to active enforcement, and there is no small-business exemption. Penalties …
Agentic Ransomware and Deepfake Fraud: The 2026 Threats Small Businesses Miss
Attackers now use AI across the whole intrusion chain, and 2026 brought the first documented agentic ransomware operations. Small businesses …
Cloud Repatriation and FinOps: Why Companies Are Bringing AI Workloads Home
The cloud conversation in 2026 is not about migrating everything up. It is about placing each workload where it actually …
AI Coding Agents in Real Teams: What 23-Minute Sessions Changed About Software Delivery
Coding agents moved from autocomplete to autonomous multi-step work in eighteen months. The teams gaining 40-55% on routine tasks are …
Small Language Models: How to Cut AI Costs 70% Without Losing Quality
Running every request through a frontier model is the most common and most expensive AI mistake of 2026. Routing most …
AI Governance and Evaluations: How to Ship AI Features You Can Actually Defend
As AI moved into production systems, "it seemed to work in testing" stopped being an acceptable answer. Evaluations, audit trails …
Vertical AI in Indian Healthcare: Where It Works, Where It Does Not
General-purpose AI struggled in Indian hospitals; purpose-built clinical and administrative tools are delivering measurable results. The wins are in documentation, …
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