Middleware

When to Build Your Own Agent Harness | Harrison Chase, LangChain

When to Build Your Own Agent Harness | Harrison Chase, LangChain

Harrison Chase, co-founder of LangChain, delves into the critical role of the 'harness' in LLM agents, explaining how it orchestrates models and context. He covers customizing harnesses with middleware and sub-agents, the trade-offs between off-the-shelf and custom solutions for in- and out-of-distribution tasks, and the importance of evaluations and observability for continuous agent improvement. The discussion culminates in the 'data flywheel' concept and the `LangSmith Engine` for automating agent intelligence through iterative refinement.

Software in the Age of Agents | The a16z Show

Software in the Age of Agents | The a16z Show

This conversation explores the shift in enterprise software as AI agents become primary users, moving towards 'headless' architectures where data and logic, rather than UIs, hold key value. It delves into the enduring stickiness of systems like SAP, driven by deep business process codification, and highlights that 'exception handling' is central to enterprise complexity. The discussion identifies new startup opportunities arising from AI, focusing on enhancing existing systems and bridging organizational functions rather than direct competition.

Integration of AI into Traditional Systems // Hakan Tek // Agents in Production 2025

Integration of AI into Traditional Systems // Hakan Tek // Agents in Production 2025

This talk explores practical, low-disruption strategies for integrating AI capabilities into traditional and legacy enterprise systems without requiring a complete overhaul. It covers common challenges, effective integration patterns like API-based and hybrid approaches, and highlights readily available tools to help teams start small and deliver immediate business value.