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MODEL — Claude Fable 5 reached general availability on June 9 with a 1M-token context, always-on adaptive thinking, and 128K outputPLATFORM — The Developer Platform adds code execution, an MCP connector, a Files API, and prompt caching up to one hourMCP — Admins can provision MCP connectors org-wide via Okta, giving users zero-touch access on first loginSANDBOX — Claude Managed Agents now run in your own sandbox and connect to private MCP serversCODING — Opus 4.8 scores 72.5% on SWE-bench and 43.2% on Terminal-bench, excelling at long-running workLINEUP — Opus 4.8, Sonnet 4.6, and Haiku 4.5 lead the lineup; pick the right one per taskMODEL — Claude Fable 5 reached general availability on June 9 with a 1M-token context, always-on adaptive thinking, and 128K outputPLATFORM — The Developer Platform adds code execution, an MCP connector, a Files API, and prompt caching up to one hourMCP — Admins can provision MCP connectors org-wide via Okta, giving users zero-touch access on first loginSANDBOX — Claude Managed Agents now run in your own sandbox and connect to private MCP serversCODING — Opus 4.8 scores 72.5% on SWE-bench and 43.2% on Terminal-bench, excelling at long-running workLINEUP — Opus 4.8, Sonnet 4.6, and Haiku 4.5 lead the lineup; pick the right one per task
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extended thinking

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API & SDK/2026-06-23Advanced

When Thinking Is Always On, Prefill Quietly Stops Working — Fixing Streaming and Token Budgets for Fable 5

Fable 5 thinks by default. Prefill no longer applies, the first streamed block isn't text, and max_tokens has to leave room for reasoning. Here is how I fixed those three broken assumptions in my own automated publishing pipeline.

Claude Code/2026-05-05Advanced

Using Extended Thinking with Claude Code in 2026: A

A practical guide to using Claude 4's Extended Thinking feature with the Claude Code CLI and API. Learn how to set thinking budgets, handle streaming, and use it where it actually helps in production.

Claude AI/2026-04-25Advanced

When Extended Thinking 'Does Not Work': 7 Causes That Hide Behind the Same Symptom

When you turn on Extended Thinking but the response feels identical to before, the cause is usually one of seven distinct problems. This guide walks through how to diagnose each from the API, the chat UI, the SDK, and the model layer.

Claude AI/2026-04-09Intermediate

Complete Troubleshooting Guide: Claude Extended Thinking Stops, Times Out, or Loops

Extended Thinking stopping mid-process, hitting timeouts, or consuming unexpected costs? This guide covers root causes, correct budget_tokens configuration, streaming patterns, retry handling, and cost optimization strategies.