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4h ago · 6 min read · Every company measuring AI productivity is counting the wrong thing. They're measuring output volume: PRs merged, lines written, tickets closed. They're not measuring the cost of what ships: the review burden, the debugging time, the incidents caused...
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1d ago · 8 min read · Every production agent system I've worked on has the same failure mode. Context rot. Stale artefacts silently served to the model. No audit trail for what was included or excluded. Token budgets blown with no graceful recovery. Multi-agent context bl...
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1d ago · 5 min read · The OS-Paged Context Engine handles the technical lifecycle: what loads, what gets evicted, what passes validation. It produces an immutable manifest for every call. But the manifest tells you what the model saw. It does not tell you whether it shoul...
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1d ago · 7 min read · Most companies using AI are doing substitution. Replace a copywriter with GPT-4o. Replace a data analyst with a BI copilot. Replace support agents with a chatbot. These are real productivity gains. They are not compounding. The distinction matters be...
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1d ago · 7 min read · In a Zari-Zardozi workshop in Old Delhi, six artisans work on a single bridal dupatta. One creates the base pattern. Another applies the metallic thread. A third adds sequins. A fourth handles the edge work. They don't talk much. They don't pass the ...
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