GPT‑5.6 Sol Makes Efficiency the Headline
· 4 hours ago
OpenAI says GPT‑5.6 Sol helped reduce end-to-end serving costs by 20% and improve token-generation efficiency by more than 15%.
The deeper lesson, an agent’s harness—context, tools, caching, and verification—can compound model capability or waste it.
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Agent Efficiency Is System Design
If a task calls a model 25 times, one bloated tool response or unstable prompt prefix can be paid 25 times.
Keep repeated context stable, load tools only when needed, cap verbose output, and measure accepted work—not just token counts.
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Claude’s Cross-Product Outage Is Resolved
Claude’s status page recorded elevated errors across claude.ai, the API, Claude Code, and Cowork on July 29. The incident is now resolved.
The important question is not “was the tab down?” It is whether your work survives the next one.
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1,293 Frontier AI Workers Ask for a “Pacing” Option
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