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Leonxlnx/

agentic-ai-prompt-research

GitHub

Educational deep-dive into agentic coding assistants, documenting prompt patterns, orchestration, and security classifications. Based on public observations and reconstructions.

2.5kstars
1.1kforks
3issues
2026since
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Reviewgenerated from repository data · Aug 5, 2026

What it is

Claude Code System Prompts is a research project that analyzes how modern agentic AI coding assistants operate. It documents prompt architecture, agent coordination patterns, and security mechanisms, focusing on how dynamic system prompts are built, how multiple sub-agents coordinate, and how tool calls are classified and approved.

How it works

The project outlines patterns across categories such as Core Identity, Orchestration, Specialized Agents, Security and Permissions, Tool Descriptions, Utility Patterns, Context Window Management, Dynamic Behaviors, and Skill Patterns. It presents an architectural view with examples like:

  • Dynamic system prompts assembled from modular sections
  • Multi-worker orchestration with phased workflows
  • Adversarial testing and read-only exploration agents
  • Multi-stage auto-mode classifiers for tool execution
  • Memory, session, and memory-selection strategies

It also provides an architectural observation section detailing prompt assembly pipelines, a multi-stage security classification approach, and a memory hierarchy for configuration loading and local overrides.

Getting started

The repository is a research project with documentation of patterns and does not appear to include runnable setup or installation instructions in the provided README excerpt. The README lists documented patterns and describes the intended educational purpose.

Recent releases

There are no releases listed in the provided data (RELEASES (latest 0): - none).

Traction

Repository has 2499 stars and 1068 forks.

Behind the repo

There is no information in the provided data about a company or startup behind the repo.

Caveats

License is listed as none. The README states the work is based on behavioral observation and reconstructions rather than proprietary content, and disclaims affiliation with any specific company.

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