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AI Strategy & Practice

How to delegate to AI, what good output looks like, and where the wins are.

10 posts · 8,040 words · 33 min total · RSS feed

GitHubCI/CDMay 7, 2026 3 min read

The Security Paradox: GitHub's CI/CD Features and Verification

GitHub's new CI/CD features enhance security but may create a false sense of confidence in deployment verification. Explore the complexities.

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GitHubCI/CDMay 6, 2026 3 min read

The Security Paradox: Navigating GitHub's New CI/CD Features

GitHub's enhanced security features may introduce new challenges for CI/CD workflows, creating blind spots that teams must address.

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AI startupslocation strategyMay 5, 2026 3 min read

Why Location Matters: Lessons from Loop's $95M Fundraise

Loop's $95M fundraise in Chicago shows that success can thrive outside Silicon Valley. Here's why location can be a strategic advantage for AI startups.

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hardware releasesAI workflowsMay 3, 2026 4 min read

Hardware Release Cycles Create AI Workflow Testing Blind Spots

DJI's accelerated product launches expose how AI-optimized workflows break when hardware vendors ship faster than integration testing can validate new platform contexts.

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AI MVPproduction scalingMay 2, 2026 4 min read

Why AI MVPs Break When They Scale

Fractional founding engineers exist because AI prototypes have unique scaling failure modes that traditional development patterns can't handle.

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Google I/OAI workflowsMay 1, 2026 4 min read

Google I/O Creates New AI Workflow Verification Gaps

Major platform announcements create predictable deployment verification blind spots when teams layer new tools onto existing AI-optimized workflows.

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AI optimizationCI/CD workflowsApr 30, 2026 5 min read

Why AI-Optimized Workflows Break in Ways You Can't Test

GitHub's AI-optimized CI/CD promises fewer errors but creates deployment contexts that diverge from build reality in ways neither AI nor humans can catch.

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AI code reviewdeployment verificationApr 29, 2026 4 min read

Why AI Code Review Creates Deployment Verification Gaps

AI code review catches more issues pre-merge but creates false security about what reaches production. Teams discover AI-approved code fails in runtime ways only.

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CI/CD securitydeployment verificationApr 28, 2026 5 min read

Why Enhanced CI/CD Security Scans Miss Production Reality

Build-time security scanning improvements are catching more vulnerabilities but creating blind spots about what actually runs in production.

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AI output qualitybusiness briefsApr 19, 2026 3 min read

The 30-Second Brief: What Good AI Output Actually Looks Like

Most AI output is verbose, generic, or both. Here's what genuinely useful AI business output looks like — and how to tell the difference.

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