OpenAI and Anthropic nearing IPOs signal a structural shift.
AI is moving from innovation race to capital race.
Scale and infrastructure now matter as much as breakthroughs.
Thoughts, February 13, 2026
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Every AI system must have:
A business owner
A technical owner
A measurable KPI
If any one is missing, expect quiet decay.
Thoughts, February 13, 2026
If your AI initiative requires perfect data before it starts, it will never start.
Start messy. Build feedback loops. Clean as you scale.
Thoughts, February 12, 2026
AI projects fail for 3 reasons:
No economic hypothesis โ just โletโs try AI.โ
Built in isolation from the workflow.
No clear owner once the excitement fades.
Most teams celebrate the demo.
The business only pays for decisions that change.
Thoughts, February 11, 2026
Thought of the Day:
AI and Thanksgiving have something in common: they both grow by learning from the past. Just as AI improves with data, we become better by reflecting on what we're grateful for.
Thoughts, November 27, 2024
Microsoft Ignite 2024: What I'm Excited About?
Of all the announcements at Microsoft Ignite today, I'm most excited about the following developments, which promise to advance our capabilities in agentic technology:
๐น๐ผ๐ฏ๐ช๐ง๐ ๐ผ๐ ๐๐ค๐ช๐ฃ๐๐ง๐ฎ (Previously Azure AI Studio): Agent Service, Content safety, and observability features.
๐น๐๐๐ฉ๐๐ช๐ ๐๐๐ง๐ ๐๐ฉ๐ฅ๐ก๐๐๐: Over 1800 models and a model comparison feature.
๐น๐ผ๐ฏ๐ช๐ง๐ ๐๐ฅ๐๐ฃ๐ผ๐ ๐๐๐ง๐ซ๐๐๐: Model distillation feature.
๐น๐พ๐ค๐ฅ๐๐ก๐ค๐ฉ ๐๐ฉ๐ช๐๐๐ค: Actions, Agents, and Analytics features.
Artificial Intelligence November 19, 2024
โ๐๐ฅ๐๐๐ ๐๐ค๐ฃ๐จ๐๐๐ค๐ช๐จ๐ก๐ฎ ๐จ๐ค ๐ก๐๐จ๐ฉ๐๐ฃ๐๐ง๐จ ๐ฌ๐๐ก๐ก ๐ง๐๐ข๐๐ข๐๐๐ง ๐จ๐ช๐๐๐ค๐ฃ๐จ๐๐๐ค๐ช๐จ๐ก๐ฎ.โ
To speak consciously, one must write purposefully.
To write purposefully, one must think clearly.
To think clearly, one must read extensively.
To read extensively, one must put effort intentionally.
Thus, to communicate consciously, one must diligently #read, #think, and #write.
Thoughts on Communication, November 13, 2024
โMake reading a daily habit by integrating books into every corner of your life..โ
Thoughts on Learning, November 9, 2024
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