OpenAI's Codex Poised for Unprecedented Compute Scaling by 2026!
Analysis
Key Takeaways
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“OpenAI released o1 and o1-mini in September 2024, starting a revolution in 'inference'...”
“Think of it as separating remembering from reasoning.”
“Large Language Models are demonstrating new abilities that smaller models didn't possess.”
““Overall, our empirical observations strongly indicate that TTT-E2E should produce the same trend as full attention for scaling with training compute in large-budget production runs.””
“It's building a 'device + APP + cloud platform + content community' smart cooking ecosystem. Its APP not only controls the device but also incorporates an AI Chef function, which can generate customized recipes based on voice or images and issue them to the device with one click.”
“Emversity has raised $30 million in a new round as it scales job-ready training in India.”
“OpenAI launches a new RFP to strengthen the U.S. AI supply chain by accelerating domestic manufacturing, creating jobs, and scaling AI infrastructure.”
“This problem includes not only technical complexity but also organizational issues such as 'who manages the knowledge and how far they are responsible.'”
“Machine learning practitioners encounter three persistent challenges that can undermine model performance: overfitting, class imbalance, and feature scaling issues.”
“Google says this update will make videos "more expressive and creative," and provide "r …"”
“The company said it took only five months to go from $200 million to $330 million in annual recurring revenue.”
“The article's core message is about avoiding the 'death' of AI projects in production due to unexplainable and undocumented code.”
“Gemini API を本番運用していると、こんな要件に必ず当たります。”
“Anyone read the mhc paper?”
“昨今の機械学習やLLMの発展の結果、ベクトル検索が多用されています。(Vector search is frequently used as a result of recent developments in machine learning and LLM.)”
“Article URL: https://spectrum.ieee.org/ai-coding-degrades”
“How Netomi scales enterprise AI agents using GPT-4.1 and GPT-5.2—combining concurrency, governance, and multi-step reasoning for reliable production workflows.”
“Gmail is also bringing several AI features that were previously available only to paid users to all users.”
“N/A (Article abstract only)”
“DeepSeek mHC reimagines some of the established assumtions about AI scale.”
“Nvidia's CES announcements didn't have much for consumers, but affects them all the same.”
“Lots of companies have also deprecated their internally built solution to switch over, dealing with GPU infra and onboarding docker containers not being a very exciting problem when the company you work for is trying to cure cancer.”
“If 2025 was defined by the speed of the AI boom, 2026 is set to be the year…”
“Over 250 games and apps now support NVIDIA DLSS”
“It doesn't just retrieve chunks; it compresses relevant information into "Memory Tokens" in the latent space.”
“the ik_llama.cpp project (a performance-optimized fork of llama.cpp) achieved a breakthrough in local LLM inference for multi-GPU configurations, delivering a massive performance leap — not just a marginal gain, but a 3x to 4x speed improvement.”
“The models are fully compatible with the LightX2V lightweight video/image generation inference framework.”
“Although the Spark cluster can scale, LightGBM itself remains single-node, which appears to be a limitation of SynapseML at the moment (there seems to be an open issue for multi-node support).”
“Creating good scripts still requires endless, repetitive prompts, and the output quality varies wildly.”
“By reducing propagation steps in LLM deployments, MetaJuLS contributes to Green AI by directly reducing inference carbon footprint.”
“As Samsung announces new products for 2026, a key exec talks about how it’s prepared for the next 20 years in TV.”
“turns out AI voices are weirdly perfect. like 0.002% timing variation vs humans at 0.5-1.5%”
“The new method mHC, Manifold Constrained Hyper Connections, keeps the richer topology of hyper connections but locks the mixing behavior on […]”
“Outside of MidJourney, are there any quality AI upscalers that will upscale it, but also fix the funny feet/hands, and other stuff that looks funky”
“N/A (No direct quotes are present in the provided article snippet)”
“The author states, "I feel that people have massively conflated machine learning... with AI and what we have now are simply fancy tools, like what a calculator is to an abacus."”
“The paper demonstrates conformal multiplet structure together with the hallmark of emergent spacetime supersymmetry through characteristic relations between fermionic and bosonic operators.”
“TG consistently improves efficiency over matched GPT-2 runs, among other baselines, with scaling fits indicating GPT-2 requires ~5-8% more data and ~33-42% more parameters to match TG's loss.”
“The paper derives closed-form Cram'er--Rao bounds (CRBs) for joint estimation of target position, velocity, and radar cross-section (RCS).”
“The interaction parameter is found to be consistent with zero, though small deviations from standard radiation scaling are allowed.”
“ModEn-Hub-style orchestration sustains about 90% teleportation success while the baseline degrades toward about 30%.”
“Neural operators are a powerful novel tool for high-performance control when hidden low-dimensional structure can be exploited, yet they remain fundamentally constrained by the intrinsic dimensional complexity in more challenging settings.”
“The authors find that the background noise at 100 μHz is dominated by drift with a power law of 1/f^2, accompanied by a few dominant two-level fluctuators and an average linear correlation length of (188 ± 38) nm in the device.”
“mHC restores the identity mapping property while incorporating rigorous infrastructure optimization to ensure efficiency.”
“Financial incentives increase daily steps, whereas charitable incentives deliver a precisely estimated null.”
“AODDiff inherently enables uncertainty quantification via multiple sampling, offering critical confidence metrics for downstream applications.”
“The resulting machine learning interatomic potential accurately reproduces experimental properties including volume expansion, operating voltage, and sodium concentration-dependent structural transformations, while revealing a four-order-of-magnitude difference in sodium diffusivity between the rhombohedral (sodium-rich) and tetragonal (sodium-poor) phases at 300 K.”
“DeepSeek broke the scaling thesis. Anthropic won coding. China dominated open source.”
“The algorithm's runtime scaling is O(N4^N), a significant improvement over the brute-force approach.”
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