
Raj Shukla
CTO at SymphonyAI and experienced applied AI leader with a background at Microsoft, focused on building vertical AI systems, agentic architectures, and production-grade self‑improving AI for regulated industries.
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Mar 16, 2026 • 1h 2min
Beyond Prompts: Practical Paths to Self‑Improving AI
Raj Shukla, CTO at SymphonyAI and veteran applied AI leader, discusses building production-grade self-improving AI for regulated industries. He covers agentic architectures, feedback loops, and intelligent memory as a practical middle ground. He also talks about sandboxing, policy alignment, subagent code loops, model brittleness, and how owning memory and process graphs creates enterprise differentiation.


