First, abstracting from all the words in my long analysis on OpenAI Astra yesterday, the overall point was that Astra may not be the breakthrough that OpenAI wants you to think it was.
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Interconnects has launched an Artifacts Hub and Adoption Dashboard to provide free, curated data on the open model ecosystem, including inference tokens, model intelligence, and adoption metrics. The Adoption Dashboard offers insights into download and derivative model numbers by geography and organization, highlighting the US-China gap and growing players. The data is available for free to support the growth of the open ecosystem. AI summary
Several open models have been released, showcasing their utility on the Pareto frontier, including Inkling by Thinking Machines, Hy3 by Tencent, Laguna S2.1 by Poolside, and Kimi K3 by Moonshot AI, which demonstrate improvements in performance and efficiency. These models are pushing the boundaries of what is possible with open models, with some companies like Thinking Machines and Tencent generating hundreds of millions in revenue per year from their open model finetuning services. The increasing adoption of open models is expected to continue, with potential implications for the AI industry. AI summary
The June edition of my sponsors-only monthly newsletter is out. If you are a sponsor (or if you start a sponsorship now) you can access it here . This month: Accidental cyberattacks by OpenAl and Anthropic models under test GPT-5.6 Sol, Ter…
Subagents get justified by time saved and parallel execution, but Rahul Garg explains that's not what matters most. Every token in the orchestrator's context is competing for its attention, and the real value of a subagent is what it keeps …
You argue that open-weight model releases are a relatively mild AI risk compared with dangers originating inside labs, contending that Amodei’s post mislocates the primary threat. Citing incidents like the OpenAI/Hugging Face episode, you emphasize that modalities of internal development and deployed systems—not merely public model availability—are where the first serious AI incidents are likely to arise. AI summary
Kimi K3, an open-weights model, has been released by Moonshot AI, with a 2.8T-parameter MoE model and 104B active parameters, achieving a 2.5x scaling-efficiency improvement over K2. The model's early evaluations are strong, particularly in agent/coding tasks, with top rankings on Agent Arena and Frontend Code Arena. AI summary