agent performance optimization

Most of the time when an agent is not performing reliably the underlying cause is that the appropriate context, instructions and tools have not been communicated to the model." — Establishes direct ca

agents are generally only as effective as the context they're provided, the tools they have access to, the human's ability to keep them on track or review their work, and incorporate that work into a

Opus 4.6 has a 12 hour task completion length at 50% success while for GPT-5.3-Codex, this number is 5 hours and 50 minutes." — Article provides empirical comparison of task-completion time horizons b

AI models and infrastructure advances aim to boost speed, reliability, and multilingual support for coding assistants" — Article identifies infrastructure and model improvements as enabling factors fo