Research, expert perspectives, and real-world lessons from teams building and scaling modern software.
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AI-assisted coding and vibe coding are enabling small and mid-size companies to build software that previously required large enterprise teams, deep budgets, and years of runway.
AI is turning codebase audits from quarterly projects into continuous insight. We share a scoring model tested across 5 engagements — now supercharged by LLM-powered analysis that audits in hours, breaks knowledge silos, and accelerates onboarding.