Enterprise platforms converge on data, models and orchestration layers. Choices on architecture now steer how fast AI agents act across processes, so delays shift from code to coordination. Source @Gartner_inc Link https://
gtnr.it/4tKg5vC via @antgrasso
MACHINE LEARNING
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AI agent delays shift from code to coordination as platforms converge
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2nd Edition Graph Machine Learning with PyTorch Geometric and DGL
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2nd Edition at http://
amzn.to/45Y3LyI Graph Machine Learning — the latest advancements in graph data to build robust machine learning algorithms. 𝓚𝓮𝔂 𝓕𝓮𝓪𝓽𝓾𝓻𝓮𝓼: Master new graph ML techniques through updated examples using PyTorch Geometric and Deep Graph Library -
OpenAI launches GPT-5.6 family with Sol, Terra, Luna models
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BREAKING : OPENAI LAUNCHED GPT-5.6 MODEL FAMILY UNDER NEW SOL, TERRA, AND LUNA MODEL NAMES. > Sol is a new flagship model > Terra is a performance model with 2x lower cost. > Luna is the most cost-efficient model. GPT-5.6 models are introduced as a "limited preview"
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GPT-5.6 Sol Launches with Robust Safety and Extensive Testing
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GPT‑5.6 Sol launches with our most robust safety stack yet. We strengthened real-time protections against high-risk cyber activity and repeated misuse, then spent weeks hardening the system with human red teaming and over 700,000 A100-equivalent GPU hours of automated testing.
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GPT-5.6 Sol sets new state-of-the-art on Terminal-Bench 2.1
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GPT‑5.6 Sol sets a new state of the art on Terminal‑Bench 2.1, which tests complex command-line workflows requiring planning, iteration, and tool coordination.
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Static benchmarks measure memorization, not intelligence
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If your benchmark relies on a static dataset or sampling from a static distribution densely known at training time, then it is fundamentally measuring memorization/retrieval. Which might be fine if you're looking for a retrieval benchmark! But don't confuse it with intelligence.
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OpenAI announces GPT-5.6 Sol with restricted US access
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BREAKING: OpenAI announced GPT-5.6 Sol! As of today, by U.S. government directive, access is limited to only ~20 pre-approved companies and @every is not on the list. This appears to be a temporary situation while the government races to figure out a long-term policy for
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AI diffusion model discovers Big Mac and creates optimized burgers
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Finally, AI finds its ultimate uncontroversial use. A diffusion model trained on burger recipes "discovers the classic Big Mac without explicit supervision and generates novel burgers optimized for deliciousness, sustainability, or nutrition." ASI= automated slider intelligence
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Stanford AI adds realistic personalities to train crisis workers
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Stanford scholars developed a new way of adding human differences back into AI-generated text. With more realistic personalities, AI can simulate patients with specific symptom profiles for training crisis-line workers and clinicians. https://
hai.stanford.edu/news/todays-ai
-talks-like-nobody-new-research-gives-it-real-personality
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