Idea Infotech

Writing from the practice — not the marketing brief.

Engineering writeups, sovereign-deployment notes, and field observations from regulated-AI engagements. Written by the engineers and consultants who did the work.

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·8 min read

AI can now produce maths faster than mathematicians can check it

On 6 October OpenAI posted 722 AI-written maths papers on open research problems. Only 162 come with machine-checked proofs. The hard part of mathematics is no longer finding proofs. It is checking them.

ai-mathematicsai-benchmarksllm-evaluationgenerative-airesponsible-ai
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The rest of the practice.

  • ·10 min

    When a ship waits outside an Indian port, who pays is decided by a document nobody checks

    Ships arrive at Indian ports and wait days for a berth. Who pays for that waiting is decided from one document, written by the ship's own side. A Delhi High Court judge has ruled it is not unchallengeable. We bought 115 days of vessel positions to see what challenging it takes.

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  • ·19 min

    You're Balancing a Budget, Not a Load: Routing Agent Traffic Across Azure OpenAI Endpoints

    A Lambda fans out into hundreds of Fargate agents in seconds, all pointed at the same Azure OpenAI deployments. Round robin cannot help, because those deployments are not servers — they are allowances that refill once a minute. What to count, and where.

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