#verification
6 skills & prompts · 0 tools · 1 MCP servers · 5 articles
Skills & prompts
ai-loop
Runs a bounded spec-build-review development loop with explicit scope, stop conditions, and human approval gates for risky or ambiguous work.
deterministic-design
Render the UI and prove it's balanced + usable: a deterministic layout audit (centroid / optical-center / pixel-oracle balance via explicit math + annotated screenshot) plus a vision-judged Nielsen usability audit by a separate fresh-eyes judge. The measurement layer taste-only d
neckbeard
Use when asked to fix, build, refactor, review, verify, or release software and the work is non-trivial — including delivering a change request through planning, gates, implementation, review, verified PR, and authorized release; continuing work started elsewhere with no packet v
dont-lie-to-me
Use when the user explicitly wants evidence-disciplined answers that separate observed facts, sourced claims, user reports, inference, unknowns, and contradictions before making strong factual or completion claims.
hermes-change-review
Use when a branch, pull request, Kanban task, or implementation must be reviewed separately for intent fidelity, repository quality, and verification evidence before completion or merge is accepted.
verification-before-completion
在宣称工作完成、已修复或测试通过之前使用，在提交或创建 PR 之前——必须运行验证命令并确认输出后才能声称成功；始终用证据支撑断言
MCP servers
Turn a written policy into rules a program can check, and get the same answer every time.
Articles
Byte-identical or bust
"Copy it over and switch the reference" is two steps, and the outage lives in the one nobody checks
AI content SEO: how to publish pages that earn their place
AI made publishing cheap, which is exactly the problem. What separates a page worth ranking from a competent summary of the first ten results.
Prompt testing: build a lightweight eval set
A prompt that works once isn't a quality system. Five cases, an observable rubric, and a regression set will tell you whether a change helped.
What counts as proof
"Verify your work" isn't an instruction. It's a mood. Here's the version that's an instruction. Verify with a different mechanism than the one that made the claim.
How to Research with AI Without Losing the Source Trail
Use AI to speed research without losing trust. Learn to find primary sources, verify claims, preserve uncertainty, and keep an auditable source trail.