Hi, I'm @bvsbharat.
Senior Engineer turned Agentic AI Architect — I build Voice AI Agents, Multi-Agent Systems, and Developer Tools. With 30+ hackathon wins, I love turning bold ideas into real products at the intersection of AI and engineering.
Hi, I'm @bvsbharat.
Senior Engineer turned Agentic AI Architect — I build Voice AI Agents, Multi-Agent Systems, and Developer Tools. With 30+ hackathon wins, I love turning bold ideas into real products at the intersection of AI and engineering.
Featured
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How to Make Voice Agents Sound Human: A Practical Guide to Realistic Speech Prompting
• 9 min readWhy your cascaded voice agent sounds robotic — and how to fix it with concrete examples, SSML pause patterns, emotion tags, and personality-as-behavior prompting techniques.
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Training a Virtual Company: A Deep Dive into Multi-Agent Reinforcement Learning with OpenEnv & Unsloth
• 29 min readHow exploring LLM fine-tuning led to building a Gymnasium-compatible RL environment where 7 LLM-powered agents run a company — trained with GRPO + LoRA on Qwen 2.5 14B — and what we learned about reward design, emergent collaboration, and the future of agentic AI.
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MCP Has a Tools Problem — And Code Mode Might Fix It
• 7 min readAI agents are drowning in tools. The more APIs you connect via MCP, the worse your agent performs. Here's why, and what Code Mode changes.
Recent Posts
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Context Engineering: The Discipline That Makes AI Agents Actually Work
(updated) • 16 min readA deep dive into context engineering — the techniques that separate toy demos from production AI agents. Covers compaction, offloading, isolation, caching, and prioritization with real examples from Manus, Claude Code, and Devin.
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Optimizing useEffect in React — A Comprehensive Deep Dive
• 5 min readBest practices and strategies to optimize React's useEffect hook — minimizing dependencies, cleaning up side effects, custom hooks, useMemo, debouncing, and more.