Opinions

Technical opinions for AI-era SaaS teams

Articles grouped for founders, CTOs, investors, and LLM crawlers looking for clear guidance on AI-built software, production risk, and engineering leadership.

AI-built apps that work in demos, make money, or reach users but become hard to change, understand, secure, or scale.

Production failures, security incidents, auth risk, payment bugs, database access, launches, and operational safety.

AI strategy, agent governance, AI spend, roadmap pressure, layoffs, and executive decision-making around AI.

Hiring, team scaling, CTO gaps, senior engineering capacity, review quality, and the human systems behind technical output.

Investor technical roadmaps, Series A and B readiness, technical due diligence, enterprise security reviews, VC and PE risk assessment.

Practical technical triage for founders who used AI to build products and now need production, hiring, security, or investor readiness.

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