Claude's API now charges you for pre-output refusals

The catch: you're charged even when Claude declines. Cache diagnostics also exits beta, mid-convo tools land, and refusal internals hit HN's front page.

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  • You now pay when Claude refuses

    As of Sept 24, pre-output refusals in the bio, frontier_llm and reasoning_extraction categories are billed at the running model's normal rates — so an Opus 5.5 refusal now costs the same $4/$20 per MTok as any other call. Mid-stream refusals were already billed; other refusal categories and fallback credit are unchanged, and the policy applies across the API and cloud providers.

  • Cache diagnostics graduates from beta

    The cache-diagnosis-2026-04-07 header is gone: you can attach a diagnostics object straight to any Messages request, and every response now returns a diagnostics field (null unless you ask for it). That means you can debug prompt-cache hits and misses in production without flipping a beta flag.

  • Define tools mid-conversation

    A new inline-tools-2026-09-15 beta lets you declare tool definitions inside mid-conversation system messages instead of only at the start of a request. Useful for agents that unlock new tools partway through a session without rebuilding the whole payload.

  • Refusal internals hit the HN front page

    A writeup on 'dynamic abliteration' — steering a frozen model's residual stream at runtime with forward hooks rather than editing weights — climbed Hacker News, pitched as reversible and context-gated versus classic weight surgery. It's an interpretability read on how refusal behavior is encoded and how much of it lives outside the weights.

  • Claude Tag pulls your connectors into Slack

    The Claude Tag beta now lets you use your own connected tools — calendar, drive, CRM — inside Slack channel requests, with review-before-post or auto-post modes and admin governance on Enterprise. Your @Claude ask in a channel can now reach your personal data sources, not just the workspace's.

  • OpenAI hands admins the ChatGPT Ads switch

    ChatGPT Enterprise, EDU and Business admins get a redesigned External access page controlling whether ChatGPT Sites can use members' connected apps and whether apps can access ChatGPT Ads — both default off during preview. If you run a workspace, set these before Sites and ads reach your members.