Microsoft and UC Berkeley release TokenEconomizer for coding agents
On 277 SWE-Bench tasks it cut mean cost 18.4% to 30.9% across five agent-model settings without changing weights.
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Organization
UC Berkeley
- Mentions · 7d2
- Mentions · 30d7
- All mentions10
- First seenSep 4, 2026
- Last mentioned11h ago
Timeline
10 articles · newest firstStanford and UC Berkeley introduce TokenGate for faster long-context prefill
The title claims token-gated attention speeds long-context prefill by up to 11.3 times; the article body was not available.
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406 scientists demand AI models be cut off from the internet immediately
406 scientists, including Hinton and Bengio, urge companies to airgap AI models and set binding containment rules.
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Machine learning pioneer Michael I. Jordan dismantles AI doom rhetoric as "grand moralizing performance"
Michael I. Jordan dismisses AI doom rhetoric as science fiction and calls data-center spending an unproven bet.
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Sakana AI's self-improving model gets better at solving and judging, but can't catch its own blind spots
Sakana AI and UC Berkeley's MASS method lets Qwen3.6-27B self-improve at solving, judging, and workflow design.
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Popular AI leaderboard Arena nearly doubles valuation to $3.1B valuation in 10 months
AI leaderboard Arena raised $200 million at a $3.1 billion valuation.
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AI is eroding office hours, study groups, and the trust between faculty and students, MIT report finds
An MIT report says student AI use is cutting office hours, study groups, and faculty-student trust.
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Axis Robotics Releases AXIS: A Browser-Based Data Engine With 207 Robot Manipulation Tasks and 50,129 Trajectories
Axis Robotics and academic partners released AXIS, a browser-based teleoperation system yielding 207 manipulation tasks and 50,129 trajectories that lifts pi0.5 to 88.8 on LIBERO-Plus.
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UC Berkeley Researchers Release CUA-Lite, an Open Platform Unifying Sandboxes, Data, Evaluation and RL for Computer-Use Agents
UC Berkeley's CUA-Lite is an open platform unifying computer-use agent sandboxes, datasets, evaluation and RL; Lite.OSWorld cuts OSWorld memory 4.1 GB to 0.9 GB.
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XDOF, just 3 months out of stealth, is in talks for a Series B at a $1.2B valuation
Robotics data startup XDOF is in talks for a Series B at a $1.2B valuation led by 8VC, three months after emerging from stealth.
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Appears with
- OpenAIorganization · 3
- Anthropicorganization · 2
- Andreessen Horowitzorganization · 2
- Lite.OSWorldproduct · 1
- TokenEconomizerproduct · 1
- Université de Montréalorganization · 1
- Hugging Faceorganization · 1
- pi0.5ai model · 1
- Lightspeed Venture Partnersorganization · 1
- Harvard Universityorganization · 1
- UI-TARSai model · 1
- Salesforce Venturesorganization · 1
- MITorganization · 1
- Brown Universityorganization · 1
- ChatGPTai model · 1
- Arenaproduct · 1
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