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Critical Analysis: Claude Code System Prompt

An engineering review of the Claude Code system prompt against prompt engineering best practices, Anthropic's own published research, and structural quality heuristics.

Methodology: Analysis grounded in Anthropic's prompt engineering docs, context engineering guide, tool design guide, the "Lost in the Middle" phenomenon (Liu et al., 2024), and the QA heuristics framework (SOLID/complexity/security applied to prompt architecture).


Executive Summary

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dollspace-gay / VSDD.md
Last active April 26, 2026 12:16
Verified Spec-Driven Development

Verified Spec-Driven Development (VSDD)

The Fusion: VDD × TDD × SDD for AI-Native Engineering

Overview

Verified Spec-Driven Development (VSDD) is a unified software engineering methodology that fuses three proven paradigms into a single AI-orchestrated pipeline:

  • Spec-Driven Development (SDD): Define the contract before writing a single line of implementation. Specs are the source of truth.
  • Test-Driven Development (TDD): Tests are written before code. Red → Green → Refactor. No code exists without a failing test that demanded it.
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dollspace-gay / method.md
Created January 4, 2026 21:31
Verification-Driven Development (VDD) via Iterative Adversarial Refinement

Verification-Driven Development (VDD)

Methodology: Iterative Adversarial Refinement

Overview

Verification-Driven Development (VDD) is a high-integrity software engineering framework designed to eliminate "code slop" and logic gaps through a generative adversarial loop. Unlike traditional development cycles that rely on passive code reviews, VDD utilizes a specialized multi-model orchestration where a Builder AI and an Adversarial AI are placed in a high-friction feedback loop, mediated by a human developer and a granular tracking system.

I. The VDD Toolchain

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dollspace-gay / claude.md
Created January 4, 2026 03:03
claude.md

Project Development Standards

Chainlink Issue Tracking (MANDATORY)

All development work MUST be tracked using chainlink. No exceptions.

Session Workflow

# Start every work session
chainlink session start