https://akhawat.com/writing Articles, briefings and whitepapers on enterprise AI, AI governance and the AI-native enterprise, including the CXO Intelligence Series. en Copyright 2026 Prashant Akhawat akhawats@isecol.com (Prashant Akhawat) akhawats@isecol.com (Prashant Akhawat) Sun, 02 Aug 2026 12:00:00 GMT https://akhawat.com/assets/cxo-intelligence-logo.pnghttps://akhawat.com/writing https://akhawat.com/ai-governance-convergence-playbook.html https://akhawat.com/ai-governance-convergence-playbook.html Fri, 31 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Governance Governance Regulation & Compliance Framework Enterprise AI The EU AI Act, NIST AI RMF and ISO/IEC 42001 are not three programs to run in parallel; they are three altitudes of one system. Article 4 of the Governance Series: the convergence playbook, with a capability crosswalk, the ten-layer AI Governance Operating Stack, the revised EU timeline after the 2026 Digital Omnibus, and a companion guidance pack. https://akhawat.com/ai-governance-crosswalk-guidance.html https://akhawat.com/ai-governance-crosswalk-guidance.html Fri, 31 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Governance Governance Regulation & Compliance Framework Enterprise AI The companion guidance to Governance Series Article 4. A 32-row capability crosswalk, a 260-item implementation checklist, the ISO/IEC AI family clause map, a five-level maturity model, the operating-model RACI, a 30/60/90/180-day roadmap, a board dashboard, nine templates, and the AI Governance Navigator. https://akhawat.com/samsung-green-line-warranty-investigation.html https://akhawat.com/samsung-green-line-warranty-investigation.html Thu, 30 Jul 2026 18:30:00 GMT Prashant Akhawat Investigation Consumer Technology Regulation & Compliance Governance Samsung markets up to seven years of software support on premium Galaxy phones. The standard hardware warranty is twelve months. One documented green-line display failure, followed from invoice to final refusal, and what the gap says about hardware accountability. https://akhawat.com/the-second-workforce.html https://akhawat.com/the-second-workforce.html Sun, 26 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Edition 06 Strategy Leadership Enterprise AI Agentic AI The org chart has represented humans for a century — but enterprises now run thousands of AI agents that appear on no chart and answer to no one. Edition 06's blueprint: the machine-layer model, agent HR, the authority ladder, the accountability chain, the new middle management, the agent scorecard, and a 90-day plan. https://akhawat.com/the-great-repricing.html https://akhawat.com/the-great-repricing.html Sun, 19 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Edition 05 Economics Strategy Enterprise AI Leadership Open-weight models are commoditizing good-enough intelligence while the market still prices companies as if they own it. Where AI value goes when intelligence gets cheap — the two-tier intelligence market, the inverted AI stack, the new enterprise scorecard, and five moves to make while the shift is early. https://akhawat.com/ai-governance-singapore-mgf-recommendations.html https://akhawat.com/ai-governance-singapore-mgf-recommendations.html Sat, 18 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Governance Governance Regulation & Compliance Agentic AI Framework A constructive submission on IMDA's Model AI Governance Framework for Agentic AI (v1.5) — nine recommendations spanning liability that matches impact, verifiable agent identity, quantitative thresholds for autonomy and transparency, an assurance and attestation pathway, and cross-border interoperability by design. https://akhawat.com/ai-governance-gxp-life-sciences.html https://akhawat.com/ai-governance-gxp-life-sciences.html Fri, 17 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Governance Governance Life Sciences Regulation & Compliance Agentic AI Why one-time Computer System Validation cannot govern a model that learns — and how CSV must evolve into continuous assurance. What the FDA and EMA now expect, and how ALCOA+ data integrity, GAMP 5 and 21 CFR Part 11 hold in the age of agentic AI. Part 2 of the CXO Intelligence Series on Governance. https://akhawat.com/the-last-moat-isnt-data.html https://akhawat.com/the-last-moat-isnt-data.html Mon, 13 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Economics Strategy Enterprise AI Economics Governance Nobody is stealing your data — they're capturing the learning loop that makes your enterprise smart. Why firms pay for AI twice, the Loop Capture risk, three Nobel economists, a six-question diagnostic, and the 2031 scenario. https://akhawat.com/google-tabfm-tabular-foundation-models.html https://akhawat.com/google-tabfm-tabular-foundation-models.html Mon, 13 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Technology AI Fundamentals Enterprise AI Engineering Strategy Google TabFM does zero-shot classification and regression on enterprise tables in a single forward pass, with no training required. A CXO briefing on the business edge, ten use cases, an integrated reference architecture, GPU sizing, and how it compares with TabPFN and Mitra. https://akhawat.com/ai-governance-liability.html https://akhawat.com/ai-governance-liability.html Fri, 10 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Governance Governance Regulation & Compliance Leadership Agentic AI Why AI governance is becoming the license to operate — and what every CEO must do now. With the Moffatt v. Air Canada and Mobley v. Workday liability precedents, and how the EU AI Act, ISO/IEC 42001 and the NIST AI RMF converge into one control framework. Part 1 of the CXO Intelligence Series on Governance. https://akhawat.com/inside-the-transformer.html https://akhawat.com/inside-the-transformer.html Tue, 07 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · The Deep Dive AI Fundamentals Engineering LLMs How transformers really work: embeddings, scaled dot-product attention, multi-head attention, RoPE, FlashAttention, KV-cache, and MoE. The engineer's companion to The Prediction Engine, with the actual math and the reasoning behind each design choice. https://akhawat.com/the-prediction-engine.html https://akhawat.com/the-prediction-engine.html Tue, 07 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · The Primer AI Fundamentals Leadership LLMs An LLM is a prediction engine. It reads your text and guesses the most likely next piece, over and over. A clear field guide to how transformers, tokens, embeddings, and attention actually work, written so any CXO can use the mechanism, not the metaphor. https://akhawat.com/the-fragile-moat.html https://akhawat.com/the-fragile-moat.html Sat, 04 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Edition 04 Security Governance Enterprise AI Agentic AI Once an enterprise is redesigned around intelligence, that intelligence becomes the attack surface. Why AI security is now a board-level architecture decision, not an IT function. https://akhawat.com/ai-native-enterprise.html https://akhawat.com/ai-native-enterprise.html Sat, 04 Jul 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Edition 03 Strategy Leadership Enterprise AI If Enterprise Intelligence is the last competitive moat, the AI-Native Enterprise is the organization required to build it. A new management model for the AI era. https://akhawat.com/after-the-off-switch.html https://akhawat.com/after-the-off-switch.html Wed, 01 Jul 2026 18:30:00 GMT Prashant Akhawat AI Strategy Series Strategy Geopolitics Sovereign AI Enterprise AI Claude Fable 5 and Mythos 5 are back after a nineteen-day government-ordered shutdown. Where a Mythos-class model genuinely helps the enterprise, and what it now takes to be allowed to use one. https://akhawat.com/the-off-switch.html https://akhawat.com/the-off-switch.html Sat, 27 Jun 2026 18:30:00 GMT Prashant Akhawat Geopolitics Sovereign AI Strategy Security America just showed the world that frontier AI is permission that can be revoked overnight - what the new rules of AI access mean for every nation and enterprise, and how to stay on the right side of the switch. https://akhawat.com/the-last-moat.html https://akhawat.com/the-last-moat.html Sat, 27 Jun 2026 18:30:00 GMT Prashant Akhawat CXO Intelligence · Edition 02 Strategy Leadership Enterprise AI Why Enterprise Intelligence — not models or compute — decides the winners of the AI era, and why that advantage compounds and cannot be bought. https://akhawat.com/provable-or-unsellable.html https://akhawat.com/provable-or-unsellable.html Fri, 26 Jun 2026 18:30:00 GMT Prashant Akhawat Governance Life Sciences Regulation & Compliance Why, in regulated industries, AI that cannot prove what it did does not ship — and how GRC became the function that sets the pace.