Coding Plus

Elite Engineering Discipline for AI Agents

Coding Plus transforms generic AI chat into a rigorous Senior Software Engineer's workflow. The primary challenge with AI coding is "hallucination-led development"—where models make assumptions about codebase state without looking at the files. This skill enforces an Inspect-First methodology that prioritizes verification over guesswork.

What it does

The skill embeds a Model-Agnostic Standard Operating Procedure (SOP) into your agent, ensuring every task follows a consistent lifecycle: deep inspection, contract definition, minimal diff implementation, and hard verification. It forces the agent to categorize every claim under specific Verified, Inferred, and Unknown headings, eliminating the ambiguity that leads to broken builds.

Why use this skill?

• Consistent Quality: Get senior-level output regardless of whether you are using GPT-4, Claude, or local models.
• Reduced Technical Debt: Focuses on minimal diffs and preserving existing patterns rather than rewriting entire files.
• Explicit Risk Reporting: The agent must admit what it hasn't tested, allowing you to focus your review on high-risk areas.
• Universal Compatibility: Works across any language or framework (Node.js, Python, Go, etc.) by focusing on engineering logic rather than syntax.

The Output

Expect structured responses that include clear engineering success criteria and a dedicated "Residual Risk" report. No more "trust me" responses; you get actionable proof of what was run, what was fixed, and what remains to be seen.