Claude API Refusals Can Now Cost Money Before Any Output
An empty Claude API response is not always free. Three named pre-output refusal categories now incur model-rate charges.

What’s new. What matters. What do you think?
An empty Claude API response is not always free. Three named pre-output refusal categories now incur model-rate charges.
By Abdessalam Alaoui
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Open the full discussionClaude Marketplace has three kinds of listings. Its committed-spend option is useful only when a customer's agreement and partner product qualify.
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Google's Live Avatar is generally available for built-in characters, while custom faces remain restricted to approved customers.
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Meta's Muse Realtime Avatar and LemonSlice's CWM-1 both aim to make AI characters respond on live video. Their public numbers measure different things.
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Google's next Project Suncatcher step is an in-orbit hardware experiment. Large satellite networks for AI computation remain a research goal.
By Abdessalam Alaoui
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Claude Code can keep working in a cloud environment after a developer closes a laptop. Anthropic has widened access beyond its research preview.
By Abdessalam Alaoui
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Google has started a global spam update. Its status dashboard gives a start time and estimated rollout window, but no list of newly targeted tactics.
By Abdessalam Alaoui
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A new Search Console filter shows when people reach a site through image-led Google searches, including Lens and Circle to Search.
By Abdessalam Alaoui
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YouTube Business Agent is an invitation beta for eligible US retailers. Shoppers can ask product questions in ads, but availability and results remain limited.
By Abdessalam Alaoui
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Amazon Connect Customer A2A lets a primary AI agent invoke specialists or hand off a live conversation. Here is how voice, traces, fallback and API setup work.
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Meta AI glasses now cover audio, camera, display and VR use cases. Compare the 2026 launch dates, US prices, capabilities and rollout limits.
By Abdessalam Alaoui
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Sora Videos API and Sora 2 models are scheduled for removal September 24. Check the affected IDs, export needs and migration gaps without assuming a replacement exists.
By Abdessalam Alaoui
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