truth-first-enterprise
Transform AI claims into verified, risk-assessed technical reports for production, DevOps, and enterprise governance.
by Roy Yuen
About This Skill
Enterprise-Grade Verification for Critical Decision Making
In high-stakes environments like production operations, architecture reviews, and deployment gates, "hallucination" isn't just an inconvenience—it's a liability. This skill transforms your AI agent from a conversationalist into a disciplined technical auditor, ensuring every claim is backed by rigorous evidence before action is taken.
What it does
The Truth First Enterprise skill enforces a strict evidence-driven protocol for technical reporting. It classifies information into structured tiers—ranging from primary production logs (Tier 1) to human recollection (Tier 3)—and assigns a verification status to every claim. This ensures that "Unknowns" or "Inferences" are never presented as settled facts, preventing premature or dangerous technical decisions.
Why use this skill
- Production Safety: Automatically determines "action posture" (e.g., safe to proceed vs. escalate) based on evidence certainty.
- Business Alignment: Every technical claim is framed within its business impact and risk level, making technical updates readable for management.
- Inter-Agent Reliability: Provides a standardized handoff protocol so that subsequent agents or human operators don't have to reconstruct the evidence chain.
- Risk Mitigation: Explicitly identifies blocked checks and contradictory data that traditional prompting often smooths over.
Supported Use Cases
- Go/No-Go deployment decisions.
- Production incident root-cause analysis and updates.
- Security and compliance-sensitive status checks.
- Executive-facing technical summaries and architecture reviews.
How to Install
unzip truth-first-enterprise.zip -d ~/.claude/skills/$5
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