The Inflection Point
For years, agentic systems failed for a simple reason: the models could not reliably execute. They planned well. They talked well. They failed when delivery mattered.
That changed recently. Frontier models crossed a threshold where you can now specify outcomes instead of step-by-step instructions and get working code back. This is not a small improvement. It changes what kind of software becomes possible.
Once semi-autonomous coding becomes viable, the bottleneck moves. The constraint is no longer just model capability. It is architecture. Static systems decay as models improve. Manually maintained agent frameworks cannot adapt fast enough. Software that cannot evolve becomes a liability.