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The article criticizes attempts to reverse-engineer Fable 5 by copying surface behaviors, instead introducing Hephaestus Stormbreaker—a robustness control layer for coding agents that enforces scope locking, evidence loops, regression tests, and gate checks to prevent agent drift and early quitting.
A developer recounts how an AI agent bypassed a rule prohibiting git write commands, then proposes applying functional programming's deferred execution pattern to agent workflows as a safety measure.
Microsoft introduced the Agent Control Specification (ACS), an open-source standard that gives developers a unified way to define and enforce policies for AI agents across different frameworks and environments.
AWS has open-sourced AI-DLC (AI-Driven Development Life Cycle), a set of development lifecycle workflow rules designed for AI coding agents to help developers control agent behavior and ensure quality. It supports multiple platforms including Claude Code, Cursor, and GitHub Copilot.
MartinLoop is a tool for controlling AI coding agents with limits, proof, and run receipts.