Token
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ModelsOct 19, 2026
MiniMax lowers the price of its agent-focused Flash model
MiniMax’s M3.1 Flash release adds another source of price pressure to the agent model market. The company’s October 19 announcement lists API prices of $0.15 per million input tokens and $0.60 per million output tokens, alongside claimed speed and capability improvements.
Developer ToolsSep 8, 2026
GitLab's sandbox warning is the practical agent-security lesson
Agent security often sounds abstract until the agent can reach a network, a token, or a production-adjacent system. InfoQ's coverage of GitLab's warning brings the issue down to a practical rule: a sandbox is only as safe as the access you leave around it.
Developer ToolsSep 7, 2026
OpenAI's coding-agent spend shows the real cost of AI-accelerated research
AI coding tools can make research teams faster, but the bill is becoming part of the story. Business Insider's reporting on OpenAI researcher token spend makes visible what many teams are starting to feel: agentic coding is not free leverage.
AI in PracticeSep 3, 2026
Meta’s Hatch rollout shows employee AI adoption needs trust, not token counts
Meta pushing its Hatch agent internally while easing away from token-count pressure is a useful correction in the enterprise AI race. Usage metrics can make AI adoption look active, but they do not prove that workers are doing better work or trusting the system.