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Software Developer
Software developer at Code Elevator working on AI agents, LLM applications and workflow automation. Based in Surat, India.
EU AI Act compliance US SaaS is now a product problem before it becomes a legal problem. The teams feeling pressure first are not legal teams. They are CTOs answering enterprise diligence questionnaires, product…
An AI lead scoring workflow sounds easy in a demo: send a form submission to GPT-4, get a score, push it into Slack, done. In production, that setup usually breaks the first time a campaign spikes lead volume, a…
An AI ROI model usually fails in budget review for a simple reason: the spreadsheet shows software and model costs, but it ignores the months of internal back-and-forth that decide whether the project ever produces…
LangGraph vs CrewAI stops being a framework preference question the moment your agent workflow runs longer than a demo and starts sharing infrastructure with real users. In staging, almost any multi-agent setup can…
AI for mortgage call centers gets approved when it lowers cost per call without creating a cleanup project for Compliance and Legal six months later. That is the real buying test inside mid-market…
How long to build AI agent projects takes is usually the wrong question. What founders and CTOs actually need to know is how long it takes to move from kickoff to a version that is integrated into
What is a RAG system is a simple question that usually shows up when a founder or COO is already under pressure. Support tickets are piling up. Teams cannot find the latest policy doc. Product wants an
