Real-world insights on adaptive leadership, fluid organizations, and technological enablement from someone who's built, scaled, and fixed things in the trenches.
Technical debt isn't bad code. It's the organizational residue of moving faster than you can adapt. Debt is inevitable. Fragility is a choice.
The 2025 DORA report makes one thing clear: AI doesn’t just speed up code, it speeds up the system around it. Engineers who understand that system grow in value. Engineers who rely on experience alone see it calcify instead of compound.
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AI isn't replacing engineers but, it's making narrow specialists much easier to replace while multi-dimensional engineers dominate in AI-augmented teams.
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Traditional tech due diligence audits architecture but misses adaptability. Smart VCs evaluate a startup's capacity to evolve, not just code quality.
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Software estimation fails because development is inherently complex, not predictable. Stop chasing false certainty through story points, velocity, and hard commitments. Here's the adaptive approach that works.
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