Stop Guessing: Build Robust AI with Layered CoT
Feb 22, 2025 · 10:16
Manish Senwal, Director of AI at NewsCorp, presents Layered Chain-of-Thought (CoT) prompting with Multi-Agent Systems to build transparent, self-correcting AI. Standard CoT is sensitive to prompt wording and lacks verification, letting errors cascade. Layered CoT verifies each reasoning step against a knowledge base, enabling early correction and reducing input sensitivity. The system iteratively generates thoughts, verifies them, and proceeds only with validated information. Combined with specialized agents—each handling distinct tasks like pedestrian detection—this yields fault-tolerant, scalable systems. The talk argues for structured, validated reasoning over larger models, referencing the arXiv paper (2501.18645).
