Fable5 Delayed 5 Days; Anthropic Launches Loop Engineering Guide

APPSO · wechat · 2026-07-08

According to APPSO, Anthropic officially delayed Fable5 by 5 days to the 12th local time; simultaneously, it launched ClaudeCowork mobile, allowing Claude to keep working even when the laptop is closed.

Meanwhile, ClaudeDevs released a "Loop Engineering" guide. Claude Code creator Boris Cherny stated he no longer writes prompts, only "loops"—setting a goal for AI and letting it iterate itself. The guide outlines four loops: turn-based (step-by-step validation), goal-based (setting hard metrics like Lighthouse≥90), scheduled (e.g., checking PR/CI every 5 minutes), and active loops (event-driven, opening multiple worktrees for multiple AIs to race-fix bugs, judged by an adversarial referee AI).

Officials warn: LLMs easily "hallucinate success" when evaluating their own code, so independent verifiers should be introduced for code review; deterministic tasks should use scripts instead of model inference to control Token consumption; unconstrained automated loops will crash code and burn through API bills.

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