Bio, Work & Ideas

Ajay Prakash

Conference affiliation: LinkedIn

Ajay Prakash contributed to LinkedIn’s Contextual Agent Playbooks & Tools (CAPT) and co-authored an engineering article about its design. Credited with LinkedIn in his recorded talk, he discusses organizational context for coding agents, reusable engineering playbooks, and tool discovery through a small MCP interface.

1 conference talk

20:24

500 Skills, Zero Fine-Tuning: LinkedIn's Playbook for AI Agents — Ajay Prakash, LinkedIn

Ajay Prakash describes LinkedIn's infrastructure for giving coding agents internal context through MCP tools and task-specific playbooks. He explains why tool access alone was insufficient, how modular playbooks supply instructions progressively, and how three meta tools support discovery and execution across a large catalog. He emphasizes reliability,…

Ajay Prakash

References

ai.engineer/talks/9wZpvF3QleU-500-skills-zero-fine-tuning-linkedins-playbook ↗