Insights from the field.
Practitioner perspective from senior engineers shipping AI products, 30-day MVPs, and growth programs that compound.
Latest posts.
ProductMVP Development Cost: $15k vs $40k vs $80k
Fri, Oct 09, 20268 min read
MVP development cost explained by budget band: what $15k, $40k and $80k buy, what no budget covers, and which features to cut first.
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EngineeringFix a Vibe Coded Application: 22 Checks
Fri, Oct 09, 20269 min read
How to fix a vibe coded application for production: a 22-point checklist covering security, tests, dependencies, licences and deploys, plus keep-or-replace rules.
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StrategyConversational AI Consulting in the LLM Race
Fri, Oct 09, 20267 min read
How conversational AI consulting helps enterprises choose an LLM, ground it in company data, and ship it with evaluation and governance.
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StrategyChandigarh IT Talent Pool: A Candid Guide
Thu, Oct 08, 20269 min read
A candid guide to the Chandigarh IT talent pool: graduate supply, deep and thin skills, ramp times and pay relative to Bengaluru, from a Mohali studio.
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AI EngineeringBest LLM for Enterprise: A Routing Guide
Thu, Oct 08, 20267 min read
Which LLM to use for each enterprise task: an enterprise LLM comparison by cost, latency, context and compliance, plus a routing design that avoids lock-in.
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AI EngineeringHealthcare AI Consulting: Picking an LLM
Thu, Oct 08, 20266 min read
Healthcare AI consulting for enterprises choosing among LLMs: deployment options, PHI handling, evaluation on your own data, and a 30-day pilot.
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StrategyAI GCC India: What the 2026 Mandate Changes
Wed, Oct 07, 20268 min read
An AI GCC in India changes hiring, data governance, evaluation and seniority. A practitioner guide for CTOs weighing a capability center against a partner.
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StrategyWhen Not to Use AI: Seven Workflows to Skip
Wed, Oct 07, 20267 min read
When not to use AI: seven workflows where rules, process fixes or people beat a model, with public evidence and what to build instead.
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AI EngineeringBest Fintech AI Solutions: 7 LLM Use Cases
Wed, Oct 07, 20266 min read
The best fintech AI solutions to build with LLMs: seven use cases, how to pick a model, and where each one fails, from a team shipping since 2007.
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