GitHub Copilot benchmarks: token efficiency, agent harnesses and real coding-agent cost
GitHub’s Copilot benchmarks suggest the real fight in coding agents is harness design, token efficiency and cost per resolved task — not just the model.
#token-efficiency
3 posts
GitHub Copilot quer ganhar no harness, não no modelo
Novo benchmark do GitHub Copilot diz que o harness entrega resolução parecida com Claude Code e Codex usando menos tokens em várias tarefas.
The Cost Nobody Sees Until It Hits the Budget
AI agent costs rarely explode all at once. They creep up through wasted tokens, oversized prompts, and workflows no one has measured closely enough.