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What We Are Learning in the AI Space
Opinions, lessons and working notes from the people building tiramai: what we are seeing in enterprise AI, what holds up in production, and what we would do differently.
Responsible AI, Through the TRUST AI Framework
Responsible AI in industry is not an ethics poster on the wall. It is an architecture decision: governance, residency, model choice and cost, engineered in.
29 Sep 20267 min readAll articles
9 articlesProductSphere and the Apollo 11 Code: A Modernisation Case StudyProductSphere mapped and documented Apollo 11’s flight software. Our engineers then rewrote one routine and tested it against the 1969 original.Akash Raj, AI Product Manager, tiramai11 min readIntelliBidz: Democratizing MSME, Empowering India's Economic Growth EngineIndia's small businesses already win most government orders. The next leap is winning the contracts that matter, and IntelliBidz turns 600-page tenders into decisions.Vijay Venkatesh Srinivasan, Co-Founder and CPTO, tiramai6 min readWhen Every Enterprise has the Same AI, What Sets Yours Apart?Capable AI is now cheap and widely available. The lasting edge comes from five things competitors cannot buy: your data, workflows, ecosystem, operations and trusted deployment.Akash Raj, AI Product Manager, tiramai6 min readTwo-Key Engineering: Maker-Checker for Software That AI WritesAgents write the code, but nothing ships until two keys turn: an approved requirement, and test evidence produced independently of the code it judges.tiramai team10 min readSovereign AI: Who Holds the Keys?Sovereign AI is control over where your AI runs, which model it uses and who can switch it off. For industries that cannot go dark, that control is the strategy.Vijay Venkatesh Srinivasan, Co-Founder and CPTO, tiramai8 min readThe Overview EffectAstronauts describe a shift in perspective when they see Earth from space: the boundaries disappear. Founders, I think, get their own version of it.Arunkumar Murugesan, Co-Founder and CMRO, tiramai5 min readYour Knowledge Base Needs a Gate: Context Poisoning and What Your AI Is Allowed to BelieveContext poisoning rarely needs an attacker. One unapproved document is enough, because retrieval ranks by similarity, not by what your business signed off.tiramai team9 min readContext Coding: What Comes After Vibe Coding for Banks and Regulated TeamsContext coding is AI coding from approved requirements passed machine to machine, not retyped prompts, so shipped code traces back to what was signed off.tiramai team8 min read
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