“you can please some of the LPs all of the time, or all of the LPs some of the time, but you cannot please all of the LPs all of the time” just gotta find my Goldilocks!
INNOVATION
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Scaling Laws For Stable Looped Language Models
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Parcae Scaling Laws For Stable Looped Language Models paper: https://
huggingface.co/papers/2604.12
946
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Adaptive thinking budgets replace fixed AI reasoning limits
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Yes. We no longer support fixed thinking budgets, and find that adaptive thinking works much better. Tune it with /effort
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Finding Tech Industry Professionals Through Comprehensive Lists
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Who are you looking for? I have the most complete lists of the tech industry here: https://
x.com/scobleizer/lis
ts
… Might help you find better people. -
Claude 4.7 xhigh effort level balances reasoning latency token usage
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In Claude Code the default effort is now xhigh, a new level between high and max giving finer control over the reasoning/latency tradeoff. 4.7 thinks more, so token use runs higher than 4.6. Manage it with effort, task budgets, or prompting for brevity.
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Claude Auto Mode: Autonomous Task Execution Without Permission Prompts
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We're also rolling out auto mode for Max users. This means no more permission prompts — give Claude a task, let it run, come back to verified work.
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Claude 4.7 Enables Complex Multi-File Code Changes in Single Prompt
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With 4.7 you can push a lot further with one prompt. That means multi-file changes, ambiguous debugging, code review across a whole service. The stuff you used to break into small chunks because the model would drift.
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Opus 4.7 Arrives in Claude Code with Enhanced Capabilities
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Opus 4.7 is in Claude Code today. It's more agentic, more precise, and a lot better at long-running work. It carries context across sessions and handles ambiguity much better.
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Opus 4.7 Shows Major Improvements on Coding Tasks
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Tip 3: There is a big jump on coding tasks like – SWE-Bench Pro 64.3% – SWE-Bench Verified 87.6%
– TerminalBench 69.4% Altogether, it’s a strong signal that coding performance has improved meaningfully in Opus 4.7 compared to Opus 4.6.