system prompt Archive - Hey-GPT.de - Daily GenAI News Digest

Jared Zoneraich from PromptLayer dissects the architecture of "Claude Code" (Anthropic's CLI agent), arguing its success stems from a radical simplification: a single-threaded "Master Loop" paired with highly capable models. He contrasts this "give it tools and get out of the way" approach with earlier, brittle DAG-based architectures. The talk breaks down internal tools, the "Todo" planning mechanism, and the critical role of sandboxing and system prompts for reliable production engineering tasks.

28. Dezember 2025

GenAI Updates

How Claude Code Works – Jared Zoneraich, PromptLayer

How Claude Code Works — Jared Zoneraich, PromptLayer I watched Jared Zoneraich’s talk, and it…

This video presents a novel approach to improve coding agents by continually tuning their system prompts. It introduces a 'system-prompt learning loop' that applies Reinforcement Learning (RL) techniques directly to prompts, moving beyond traditional hand-edited static guides. The method enables agents to learn and adapt instructions from various feedback mechanisms.

24. Dezember 2025

GenAI Updates

Continual System Prompt Learning for Code Agents

Continual System Prompt Learning for Code Agents If you’ve ever watched a coding assistant do…