Tagged articles

continuous evaluation

2 articles · Page 1 of 1
DataFunTalk
DataFunTalk
Jul 25, 2026 · Artificial Intelligence

When Errors Spread Among AI Agents, Who Pulls the Brakes? Safe Collaborative Growth

The article analyses how self‑evolving AI agents shift from simple tool use to autonomous planning, proposes a fast‑slow thinking architecture, curriculum learning, organizational structures, continuous evaluation, and a four‑layer safety framework to ensure they grow responsibly while collaborating with humans.

AI agentsagent safetycontinuous evaluation
0 likes · 17 min read
When Errors Spread Among AI Agents, Who Pulls the Brakes? Safe Collaborative Growth
Architect
Architect
May 3, 2026 · Artificial Intelligence

Why the Same Model Feels Different in Coding Agents: Model Sets the Capability Ceiling, Harness Sets the Production Floor

The article examines how a model defines an agent’s ultimate capabilities while the harness determines its production reliability, detailing continuous evaluation, context‑budgeting, tool‑error classification, multi‑model migration, and SRE‑style engineering practices needed to keep AI coding agents stable and performant.

AI agentsContext ManagementModel deployment
0 likes · 31 min read
Why the Same Model Feels Different in Coding Agents: Model Sets the Capability Ceiling, Harness Sets the Production Floor