Designing for model churn
Higgsfield's new API and Kling's endpoint retirements are a reminder to build video pipelines for change, not for one model or one vendor alone.
Read the post →Who should own your agent loop?
OpenAI's managed Agents API removes runtime plumbing, but for client work the harder choice is who owns state, data paths and operational control.
Read the post →Cognition's SWE-2 and where coding agents are heading
SWE-2 points to a new coding-agent trade-off: frontier-level eval performance, specialised RL training and materially lower cost for software work.
Read the post →GPT-6 Astra still needs boring engineering
GPT-6 Astra raises the ceiling for agentic computer use, but reliable client automation still depends on verification, tight permissions and cost control.
Read the post →