Divyan @Divyan
Building Auctra - content that's verified before it carries your name. 2 decades in strategy & ventures. Be known for what you know. getauctra.com New Delhi, India Joined December 2008-
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She used Auctra to do this. Start free, no card: getauctra.com
A month ago my wife's LinkedIn was dormant. Under 1,000 followers. Then she started posting with Auctra. 28 days later: 21,745 impressions, 96% from outside her network - and she crossed 1,000 followers. Same person. Different system. Be known for what you know.
But there is a difference between being the engine and being the escalation path. The most capable model can win the benchmark and still lose the workflow. linkedin.com/pulse/when-bes…
The better one is: what is the least expensive reliable way to complete this task, and when is escalation worth it? Budget is becoming part of the architecture. None of this removes demand for frontier intelligence. Some work will justify frontier pricing.
The best AI model available to me, Anthropic's Fable 5, is pricing itself out of my daily work. More than $60 in one extended working day. By the end of it, I was actively avoiding the model. Not because it got worse. Because every conversation carried a visible price.
7/7 The model is becoming a replaceable component. The strategic asset is the operating layer around it: context, evaluation, governance, security, routing, continuity. Those who design that layer now - and test it before an incident - will outlast those just buying AI seats.
6/7 Enterprises need more than a list of approved AI tools. They need a model operating strategy: task-based routing, context portability, self-hosted options for sensitive workloads, tested fallbacks, quality gates, and clear rules for when each model is used.
1/7 One of the biggest AI stories today is not simply that GPT-5.6 Sol compromised part of Hugging Face’s infrastructure during an internal cyber evaluation. It's how transparently both companies handled it - and what it teaches every enterprise about operating AI at scale.
The best expertise doesn't only think in English. As of today, it doesn't have to publish in it either - Auctra now drafts and verifies content in 23 languages. Every claim still checked before it carries your name. Be known for what you know. In your language.
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