Blog

Product updates, engineering notes, and operational guidance.

2026-06-03

What AI SRE Benchmarks Should Catch Before Production

AI SRE benchmark reports should show which operational failure modes an agent avoided, not just whether a final readiness check turned green.

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2026-05-08

Why AI Agent Skills Need Infrastructure Benchmarks

AI agent skills can speed up simple infrastructure fixes and break harder ones. Evidra Bench turns that tradeoff into repeatable data.

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2026-02-20

AI Agent Guardrails in Regulated Environments: Policy Before Execution

Policy-after-the-fact is not enough for regulated automation. This article explains default-deny execution, MCP gateway controls, and tamper-evident evidence patterns.

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2026-02-14

GitOps Audit Trails: Why Argo CD History Is Not Enough

Argo CD history is useful for operations, but regulated investigations need structured, exportable evidence artifacts across systems.

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2026-02-03

Launching SameBits.com

Why we are building evidence-driven tooling for modern operations.

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