What a coding-agent verification evidence bundle must contain to be reliable

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A verification evidence bundle is a portable, structured record that documents exactly what was checked during a coding-agent review, enabling humans, CI systems, or future evaluations to audit results independently. It must capture key identifiers such as the task, repository revision, agent change, verifier version, and environment to prevent passing output from being incorrectly linked to the wrong patch or conditions. Each check should log its command, start and end state, exit result, and bounded output, with artifacts recorded by path and digest. The bundle must clearly separate passed requirements, reproduced failures, regressions, and unverified items, and should fail closed if any authoritative check is missing rather than substituting a confidence score. Sensitive data must be redacted and output bounds enforced, while supported formats including JSON, Markdown, and self-contained HTML ensure the evidence remains accessible for both automated pipelines and human review.

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Strong CSS architecture starts with defining what CSS should never do

A DEV Community article argues that the foundation of robust CSS architecture lies not in defining capabilities, but in declaring explicit exclusions upfront. The author illustrates how design token systems quietly accumulate misuse — such as storing application state inside CSS custom properties — because nothing in the system is built to refuse such decisions. Without predefined boundaries, stylesheets gradually absorb logic and state that belong elsewhere, making systems harder to maintain over time. The piece contends that exclusions are not gaps in architecture but its most durable component, acting as guarantees rather than limitations. A system that never defines what it will not do, the author warns, will eventually be pressured into doing everything.

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ProgrammingDEV Community ·

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