Own end-to-end outcomes for Vahan's Samvaadini voice and WhatsApp agents, which make 100K+ outbound calls a day placing blue-collar job seekers: debug production LLM behaviour, build and defend the eval suite, fight for latency and cost, and work the streaming ASR/voice pipeline. Core tools are async Python, LLMs, and coding agents like Claude Code.
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