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Technical Deep-Dive

Run the Readiness Audit Before You Flip DNS

An adversarial readiness audit found a payment-path bug that would have charged every customer, then returned HTTP 500 — before the irreversible DNS flip.

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Technical Deep-Dive

Rent the Agent, Own the Proof

Anthropic's Claude Tag is the best agentic teammate you can rent. The question it doesn't answer: who owns the memory, and who can verify the audit log? Here's what customer-owned, verifiable agent governance looks like in code.

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Technical Deep-Dive

Gate the Statement, Not the Tool Name

When one MCP tool carries every SQL verb, allowlisting tool names is theater. The safety boundary has to read the statement — here's how that gate was built.

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Technical Deep-Dive

Coverage Said 69%, Mutation Testing Said 25%

A repo at 69% line coverage scored 24.88% on mutation testing—and the rules engine that touches user email scored 0.00%. Coverage said fine; Stryker didn't.

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Development Journey

When LLM Output Lies Instead of Crashing

An LLM-output parsing bug silently understated a cost report via case-sensitivity. One-line normalizer fix plus 5 defensive hardening steps.

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Technical Deep-Dive

The LLM Should Never Do the Math

A Claude Code skill that hunts Databricks cost leaks and reports confirmed dollars from the customer's own billing tables — never LLM estimates.

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AI Engineering

A Denial You Can Audit Beats a Silent Drop

The governed second brain shipped: one plugin, two modes, and a governor that hands back a receipt when it refuses a write instead of dropping it silently.

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DevOps

A Reply Your Bot Loses to a Crash Is One Your User Never Got

Making every bot reply path — streaming and file-upload — crash-durable. The unglamorous reliability work that separates a demo bot from one people depend on.

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Architecture

N Bots in One Slack Channel Loop Forever: Three Gates

Put N AI agents in one Slack channel and, left ungated, they answer each other forever. The three moves that make a shared multi-agent channel safe.

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Development Journey

No-Toggle Test: Make 'Not Built Yet' an Enforced Invariant

Shipping single-tenant first is sound—but 'we haven't built multi-tenancy yet' rots as a comment. A static no-toggle test makes it an enforced invariant.

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