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Baidu Geek Talk
Baidu Geek Talk
Apr 8, 2026 · Artificial Intelligence

How to Engineer Reliable Long‑Running AI Coding Tasks: Harnessing Agents for Scale

This article analyzes the challenges of using AI coding agents for large‑scale, long‑running tasks such as bulk file migration or code review, and presents a systematic engineering approach—including task decomposition, parallel execution, persistent progress files, resumable workflows, and multi‑level retry strategies—backed by concrete script examples and real‑world case studies.

AI agentsMeta SkillParallel Execution
0 likes · 31 min read
How to Engineer Reliable Long‑Running AI Coding Tasks: Harnessing Agents for Scale
SuanNi
SuanNi
Apr 3, 2026 · Artificial Intelligence

How Progressive Disclosure Cuts AI Agent Token Bloat by 90% and Enables Self‑Generated Skills

Google's Agent Development Kit introduces a Progressive Disclosure architecture that splits skill knowledge into three lazy‑loaded layers, dramatically reducing token consumption and improving response quality while also supporting four skill‑building modes, including a meta‑skill that lets agents generate new skills on the fly.

AI AgentAgent Development KitMeta Skill
0 likes · 17 min read
How Progressive Disclosure Cuts AI Agent Token Bloat by 90% and Enables Self‑Generated Skills