Insights on Data Governance, AI Governance, AI Products, Data Architecture, and Product Strategy. By Vikas Pratap Singh.
Four independent studies confirm AI coding tools increase code churn, bug rates, and system complexity. Bryan Cantrill's argument that LLMs lack the 'virtue of laziness' is not a hot take; it is a testable hypothesis with growing empirical support. Here is the governance framework to manage it.
Google released Gemma 4 under Apache 2.0 on April 2, 2026. The license change is the real story, not the benchmarks. This is the three-tier framework for 'open' AI (closed, open-weight, open-source), a technical breakdown of how Gemma 4's MoE and multimodal pipeline work, and a practitioner decision flow for picking the right tier.
Fine-tuning GPT-3.5 on 10 examples for $0.20 strips its safety guardrails. Removing safety from Llama 3 takes 5 minutes on one GPU. This article explains the mechanism: safety alignment concentrates in the first few output tokens, creating a shallow defense that fine-tuning, prefilling attacks, and adversarial suffixes bypass trivially.
The EU AI Act makes you responsible for safety when you fine-tune. Reasoning models can autonomously jailbreak other models at 97% success. Half of organizations have no formal AI guardrails. This article provides the regulatory map, the liability analysis, and a minimum viable safety governance checklist.
A study of 32 models across 56 jailbreak techniques found attack success rates jumping from 0.6% to 96.3% depending on the attack type. The Safety Tax costs 7-31% accuracy. Ten alignment techniques are competing to solve this. None covers the full attack surface.
Part 6 showed Meridian adopting differential privacy for query analytics. This article explains why: what epsilon means, how noise is calibrated, what Apple and the Census Bureau chose, and when to use synthetic data instead.
Essays on thinking clearly, living intentionally, and building a career worth having.
Most people stop at the first consequence. The best decision-makers ask 'and then what?' repeatedly. A practical guide to second-order thinking for career, technology, and life decisions.
You can ignore truth, argue with it, or replace it with a more comforting story. None of that makes it disappear. Reality is patient. And when truth returns after a long period of avoidance, it rarely arrives as information. It arrives as correction.
Current AI can assist with routine cognitive work, but accountable judgment, creative synthesis, and sustained concentration remain human strengths. Deep work is now the scarcest, most valuable skill a knowledge worker can build.
Get new articles on data governance, AI, and engineering delivered to your inbox.
No spam. Unsubscribe anytime.