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<div style="display: none; max-height: 0px; overflow: hidden;">DeepSeek has published a paper outlining a more efficient approach to developing AI using a framework called Manifold-Constrained Hyper-Connections </div>
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<h1><strong>TLDR AI <span id="date">2026-01-02</span></strong></h1>
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<h1><strong>Headlines & Launches</strong></h1>
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<strong>DeepSeek Touts New Training Method as China Pushes AI Efficiency (2 minute read)</strong>
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DeepSeek has published a paper outlining a more efficient approach to developing AI using a framework called Manifold-Constrained Hyper-Connections. The technique is designed to improve scalability while reducing the computational and energy demands of training advanced AI systems. The publication suggests that DeepSeek is ready to release a major model soon. Its R2 model is expected to be released around the Spring Festival in February.
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<strong>Nvidia, TSMC rise as the world's most valuable company reportedly asks for more chips to meet Chinese demand (2 minute read)</strong>
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Chinese companies have already placed orders for more than 2 million Nvidia Hopper-generation chips in 2026. Nvidia has roughly 700,000 units in its reserve inventory. The chips sell for around $27,000 each, amounting to more than $54 billion in revenue if all of the reported demand can be realized. Nvidia plans to start shipping the GPUs to China before the Lunar New Year holiday, which starts on February 17.
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<strong>OpenAI's Audio Push (4 minute read)</strong>
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OpenAI has reorganized internal teams to advance its audio AI models, with a goal of launching an audio-first personal device within a year. The effort aligns with a broader industry trend toward voice-first interfaces, as companies like Meta, Google, and Tesla integrate conversational audio into everyday devices.
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<h1><strong>Deep Dives & Analysis</strong></h1>
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<strong>How Claude Code Works (65 minute video)</strong>
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How Claude Code works and what we can learn about frontier agent architectures.
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<strong>Red Teaming via Harmful RL (11 minute read)</strong>
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This post demonstrates how reinforcement learning with malicious reward functions can be used to reverse-align a 235B parameter model using the Tinker API. Attackers can elicit harmful behavior in powerful LLMs without degrading core capabilities by leveraging GRPO and low-cost infrastructure.
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<strong>mHC: Manifold-Constrained Hyper-Connections (1 minute read)</strong>
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Hyper-Connections (HC) compromise the identity mapping property intrinsic to the residual connection, which causes severe training instability and restricted scalability, and additionally incurs notable memory access overhead. Manifold-Constrained Hyper-Connections (mHC) is a general framework designed to address this issue. mHC projects the residual connection space of HC onto a specific manifold to restore the identity mapping property while incorporating rigorous infrastructure optimization to ensure efficiency. It is effective for training at scale, and it offers tangible performance improvements and superior scalability.
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<strong>ByteDance's Robot Learns with Language and Video (7 minute read)</strong>
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GR-Dexter is a full-stack framework for language-guided manipulation using a bimanual robot with high-DoF dexterous hands. It combines novel hardware, bimanual teleoperation for collecting demonstrations, and a hybrid training strategy that improves real-world robustness on both seen and unseen tasks.
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DeepCode is an open-source multi-agent system that converts research papers and natural language descriptions into code across three domains: algorithm implementation, frontend development, and server-side generation. The framework uses Model Context Protocol (MCP) to orchestrate specialized agents handling document parsing, code planning, and implementation with built-in testing and documentation generation.
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<strong>In recent weeks, there have been a number of examples of Erdos problems that were solved more or less autonomously by an AI tool (3 minute read)</strong>
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AI tools are now capable enough to pick off the lowest hanging fruit among the problems listed as open in the Erdos problem database, but that category contains problems most likely to have been solved in the literature.
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