Dinesh.

Insights

Practical thinking on digital transformation, AI strategy, and technology leadership.

digital transformation

India's AI Acceleration: Sovereign AI, Government Projects, and the Application Layer Advantage

India leads APAC in AI adoption: 91% of Indian organisations increased AI investment, 88% report productivity gains, 69% plan to adopt agentic AI within a year. The government is reopening AI vendor empanelment for Cabinet note summarization, facial attendance, and DigiLocker AI agents. Publicis Sapient CEO says India's advantage is the application layer, not competing with US/China on compute. Here's the full picture of India's AI acceleration.

22 August 2026

ai strategy

The AI Observatory: How People Actually Use AI (And What Companies Won't Show You)

A new research project called the AI Observatory analyzed real AI conversations and found that 48% would be filtered out by Anthropic's methods. People use AI for health (44%), relationships, adult content (8%), and harassment (28%) — not just work. AI companionship is increasing. Companies only release data that supports their narrative. OpenAI's own report: only 30% of consumer use is work-related. Here's what this means for enterprise AI strategy, safety, and transparency.

21 August 2026

digital transformation

India's AI Ecosystem: Talent and Data Standardization Are the Real Barriers, Not Big Tech

A new report by policy think tank The Dialogue found that 47.2% of Indian AI stakeholders identify talent availability as the top barrier to competitiveness — tied with customer adoption. 63.2% cite lack of data standardization as their biggest challenge. 96.2% of Indian AI startups rely on open-source models. SAP reports 85% of Indian businesses believe agentic AI could transform operations. The barriers aren't market concentration or big tech exclusion — they're talent and data. Here's what this means for India's AI strategy.

21 August 2026

technology leadership

AI Recursive Self-Improvement Isn't Coming Soon: Princeton Study Pours Cold Water

Anthropic published 'When AI Builds Itself.' OpenAI advertised recursive self-improvement as imminent. But a new Princeton study found AI agents are 'unambiguously bad' at open-ended research — they lack the judgment, creativity, and ability to backtrack that real research requires. The hyped timelines for explosive AI progress are running ahead of the evidence. Here's what the study found and what it means for AI strategy.

20 August 2026

technology leadership

The Agent Orchestration Wave: 5 Tools That Fix the Missing Layer in AI Production

Between August 12-19, 2026, five agent orchestration tools launched: UiPath Maestro Flow, Port Workflows GA, Microsoft Conductor, Arcee NAC, and Mastra Dynamic Workflows. UiPath's framing is blunt: 'Enterprises don't have an agent problem; they have an orchestration problem.' The missing layer between coding agents and production business processes is finally being built. Here's what each tool does and what it means for your AI strategy.

19 August 2026

digital transformation

Applied AI in Indian Manufacturing: 5 Factory Case Studies From 2026

97% of Indian manufacturers say digital transformation is essential. 88% are already using AI/ML. India has 10+ WEF Lighthouse factories. From CEAT's IntelliAIMix cutting mixing time 18% to ACG Packaging reducing defects 71%, here's what applied AI in Indian manufacturing actually looks like in 2026 — and what it means for your factory.

18 August 2026

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