Practical guides for teams shipping production AI: agents, automation, rescuing AI-built prototypes, and web and mobile product engineering. Each article answers one buyer question with trade-offs, not hype.
AI app builder limits: when Bolt, Lovable and v0 stop being enough
AI app builders are the fastest way to validate a flow. Here are the security, business-logic, operations and team signals that tell you it is time to move the core into code you own.
Cursor and Claude Code in a production team: guardrails that keep velocity
AI coding agents make a team faster until review becomes the bottleneck and risky changes slip through. The repository rules, permissions and checks that keep the speed without the damage.
Idempotent Stripe webhooks for AI-built products
Stripe delivers events at least once and not always in order. Here is how to verify, record and process webhooks so retries never double-fulfill an order or miss a cancellation.
Rewrite or rescue an AI-built app? A decision guide
Whether to rewrite or rescue an AI-built app depends on the data model, authorization and side effects, not on how the code looks. Here is a practical way to decide before you spend the budget.
Secrets in AI-generated apps: moving keys out of the client bundle
AI app builders often wire provider keys straight into browser code. Here is how to classify credentials, move secret-bearing calls server-side, rotate what shipped and stop it from coming back.
Supabase row-level security mistakes in AI-built apps
In a Supabase app, row-level security is often the only thing between the public key and your data. The policy mistakes AI builders make most often, and how to test for them.
