Models & Research2 min read
DeepSeek-R1: Reinforcement Learning Without Supervised Fine-Tuning and the Open Reasoning Paradigm
DeepSeekReasoning ModelsReinforcement Learning
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Models & Research Articles
Showing 12 articles
Models & Research4 min read
RLVR: Reinforcement Learning with Verifiable Rewards in Mathematical and Coding LLMs
An architectural exploration of Reinforcement Learning with Verifiable Rewards (RLVR): how training reasoning models against ground-truth compilers and mathematical verifiers eliminates reward hacking and drives test-time compute scaling....
RLVRReinforcement LearningReasoning
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Models & Research4 min read
Microsoft Phi-4: High-Yield Synthetic Data Filtering and Small Model Reasoning
A deep-dive into Microsoft Phi-4: how a 14-billion parameter dense architecture leveraged high-yield synthetic textbooks, multi-agent debate filtering, and curated curricula to outperform 70B models on mathematics and reasoning....
MicrosoftPhi-4Small Language Models
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Models & Research4 min read
Google DeepMind Genie 2: Large-Scale Interactive 3D World Models and the Future of Agent Simulation
An architectural examination of Google DeepMind Genie 2: how autoregressive video transformers and latent action models synthesize interactive, consistent 3D worlds from a single prompt, creating endless training simulators for autonomous AI agents....
World ModelsGoogle DeepMindGenie 2
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Models & Research4 min read
Llama 3.3 70B: Matching Previous 405B Capabilities in a Single Dense Checkpoint
An architectural analysis of Meta's Llama 3.3 70B: how online knowledge distillation from the 405B flagship model compressed frontier-grade reasoning into an efficient 70-billion parameter checkpoint runnable on a single 8xH100 GPU server....
Llama 3.3Meta AIOpen Weights
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Models & Research4 min read
Physical Intelligence & Robot Foundation Models: Bringing Multimodal Intelligence to Physical Hardware
An architectural exploration of Physical Intelligence (π) and the π0 foundation model: examining how flow matching policies, high-frequency continuous action spaces, and cross-embodiment training bridge digital frontier reasoning with real-world physical manipulation....
Physical IntelligenceRoboticsFoundation Models
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Models & Research4 min read
Anthropic Computer Use API: How Claude Interacts Directly with Desktop OS
Inside Anthropic's groundbreaking Computer Use public beta: how Claude 3.5 Sonnet translates pixel coordinates into mouse clicks, keyboard strokes, and multi-step desktop workflows....
ClaudeAnthropicComputer Use
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Models & Research4 min read
Gemini 1.5 Pro Native Audio Tokens: Direct Multimodal Acoustic Analysis Without Intermediate ASR
An architectural deep dive into Google Gemini 1.5 Pro's native audio capabilities: how tokenizing raw acoustic spectrograms directly within the foundation transformer preserves prosody, vocal inflections, non-verbal cues, and environmental acoustic contexts....
Google GeminiGemini 1.5 ProAudio AI
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Models & Research4 min read
KV Cache Compression: Evaluating SnapKV, H2O, and StreamingLLM for Low-Memory Generation
An architectural evaluation of Key-Value (KV) cache compression algorithms: analyzing how SnapKV observation windows, Heavy Hitter Oracle (H2O), and StreamingLLM attention sinks reduce GPU memory consumption by 70% to 85% during long-context LLM inference....
KV CacheMemory OptimizationSnapKV
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Models & Research4 min read
ColPali: Using Vision-Language Models for Direct Multi-Vector PDF and Document Retrieval
A technical examination of ColPali: how adapting vision-language models with ColBERT late-interaction scoring eliminates brittle OCR, bounding-box parsers, and table extractors in document retrieval pipelines....
ColPaliVision LanguageColBERT
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Models & Research3 min read
Mistral Large 2: Architectural Innovations in 128k Context and Multilingual Reasoning
A technical evaluation of Mistral Large 2 (123B): examining its dense transformer architecture, 128k context window, state-of-the-art multilingual reasoning across dozens of languages, and benchmark parity with frontier models like Llama 3.1 405B and GPT-4o....
Mistral Large 2Mistral AIMultilingual
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Models & Research5 min read
Medical Multimodal AI: Foundation Models for Clinical EHR and Radiology Diagnostics
A clinical and machine learning breakdown of multimodal medical AI: examining Google Med-PaLM M, Med-Gemini, CheXzero, vision-language chest X-ray diagnosis, and clinical grounding architectures....
Medical AIHealthcareRadiology
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