Evidence-based AI market signals, coding demand, and practical growth cases for builders.
The model can't sculpt a suit that looks worn on a body. So stop asking it to. Pin the mesh, and rebuild the winnable half: a hosted viewer driven by a config endpoint.
Most sub-agent tooling treats children as one-shot worker bees that vanish on exit. Here's how to keep the durable half as a hosted SQLite registry that survives restarts.
A build debrief on replacing an agent's built-in auto-approval with a small policy engine that classifies each tool call, logs every decision, and holds risky ones for a human.
A local bash script keeps old Codex conversations alive across provider swaps. Here's how to rebuild that fragile hack as a hosted Python endpoint with backups and inspectable diffs.
A build debrief for the Vue dev stuck in model roulette: stop chasing a stronger model, pin a small design-token contract the model builds against instead.
A V2EX thread showed an agent auto-summarizing a developer's habits into a profile. Here's a build debrief on making that profile a human-owned artifact instead.
A Mace author admitted skipping an apples-to-apples test. Here's a Python-plus-SQLite harness that pins every workload parameter and publishes it as an editable HTML comparison page.
Retail finance tools won't open up. Build a Python-based transaction ledger with CSV imports, SQLite storage, and a hosted dashboard instead.
A GameSir G7 Pro macro setup needed five desktop tools chained together. Here's how to rebuild the config-generation half as a hosted Python tool, and where the platform stops.