The "commodity AI" thesis is wrong. The API market is splitting into two modalities: – Premium models (Claude) dominate programming and high-stakes work. Users pay $2+/M tokens because correct code > cheap code. – Cheap open models own roleplay and creative tasks. Volume is
LLMS
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Fine-tuning and Serving LLMs: Essential Tools and Frameworks
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Here’s my list: 1. Transformers + TRL – for fine-tuning/ RL on smol LLMs
2. vLLM/ MLX/ llama.cpp for serving them locally – fun for local projects
3. Take it one step further with transformers.js w/ WebGPU backend
4. For remote LLMs w/ agents – OpenAI Agents SDK is pretty dope -
Deep Think Mode Outperforms Gemini 3 Pro on Complex Tasks
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The updated Deep Think mode outperforms Gemini 3 Pro on Humanity’s Last Exam and ARC-AGI-2 – raising the bar for how it handles complex math, science, and novel challenges.
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Gemini 3 Deep Think Parallel Computing Now Available Ultra
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El Deep Think de Gemini 3 -el modo que usa computación en paralelo para lograr los niveles máximos de inteligencia- ya está disponible en el plan Ultra 🔥 https://t.co/fH6m7QB5Tk
— Carlos Santana (@DotCSV) 5 décembre 2025El Deep Think de Gemini 3 -el modo que usa computación en paralelo para lograr los niveles máximos de inteligencia- ya está disponible en el plan Ultra
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Energy Efficiency Becomes Critical Metric for AGI Development
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Compute and energy are the two major bottlenecks to creating an industrial-scale ‘general intelligence’ … which is why efficiency now matters more than ever. The real metrics that count are tokens-per-watt and tokens-per-flop. In other words: how much intelligence can you
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Gemini 3 Deep Think Mode Now Available for Ultra Users
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Glad to share that Gemini 3 #DeepThink mode is now available for Ultra users in the Gemini app! This is the engine behind the success of our #IMO2025 Gold🥇with the upgraded power of Gemini 3! Deep Think uses our novel parallel thinking approach to explore multiple hypotheses to… https://t.co/4M9JmP2TdX
— Thang Luong (@lmthang) 4 décembre 2025Glad to share that Gemini 3 #DeepThink mode is now available for Ultra users in the Gemini app! This is the engine behind the success of our #IMO2025 Goldwith the upgraded power of Gemini 3! Deep Think uses our novel parallel thinking approach to explore multiple hypotheses to
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Cerebras showcases nine papers at NeurIPS 2025 spanning pretraining to inference
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Cerebras is showcasing nine new papers at NeurIPS 2025, spanning pretraining to inference:
CODA – orchestrate 32B models to beat 235B models Calibrated Reasoning – 1-3x token savings in best-of-n sampling
DREAM – 3.6× faster VLM inference using spec decode CompleteP – -
Gemini 3 Deep Think Launches for Google AI Ultra Subscribers
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Gemini 3 Deep Think is now available for Google AI Ultra subscribers in the @GeminiApp
, incorporating our gold medal winning IMO and ICPC technologies! With its parallel thinking capabilities it can tackle highly complex maths & science problems – enjoy! -
Testing Gemini’s Performance on Complex Mathematical Proofs
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Trying it for some math proofs that Gemini previously had trouble with
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Integrating AI coding assistants into team meetings
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Will Codex join our retrospective meeting too and complain about unclear requirements?