#video reasoning
972 related articles
Research·2 min
PhyAR from Shanghai Jiao Tong University: Solving the Semantic Prior Hijacking Problem in Video-LLM Physical Reasoning
Shanghai Jiao Tong University proposes PhyAR with PACC dataset and VARC mechanism to fix Video-LLMs' inability to detect physical anomalies due to semantic prior hijacking.
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·3 min
DeepSeek Harness Open-Source Agent Framework: Breaking Down the 90K-Star Viral Sensation in 48 Hours
DeepSeek Harness is the fastest-growing open-source Agent framework in GitHub history, earning 95K stars in 48 hours. Deep dive into its MIT license, plugin architecture, and rivalry with Claude Code.
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·2 min
DeepSeek Open-Sources Harness Framework: AI Competition Shifts from Models to Agents and Infrastructure
DeepSeek open-sources Harness framework, gaining 50K GitHub stars in 12 hours; Claude tackles Riemann Hypothesis; OpenAI's wafer-scale chip boosts inference 14x. AI competition shifts to agents and infrastructure.
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·3 min
Using Codex as a Storyboard Artist: A Practical Guide to the End-State Backward Planning Method for AI Video
How to use ChatGPT/Codex as an AI video shot planner with end-state backward planning to solve Seedance's last-second failures. Includes 5-step workflow, cost analysis, and transferable constraint-solving methodology.
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·3 min
DeepSeek Harness Explained: An Agent Runtime Where Everything Is a Plugin
Deep dive into DeepSeek Harness (DSH): its Agent=Model+Harness formula, Cordis plugin system, four runtime modes, and Trajectory traceability for modular Agent development.
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·2 min
OpenMontage: A Deep Dive into the Open-Source Agentic Video Production System
Deep dive into the trending GitHub project OpenMontage—the world's first open-source agentic video production system with 12 pipelines, 100+ tools, and 700+ knowledge files.
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·4 min
Hands-On with Claude Opus 5: The New AI Flagship That Crushes Competitors on Cost-Efficiency
A $400 hands-on test of Anthropic's flagship Claude Opus 5: from 3D game generation to physics simulations, benchmarked for cost-efficiency. Not the strongest, but the best value with 30% lower costs.
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·3 min
Hands-On with Claude Opus 5: Why It's Become My Go-To Coding Model
Based on developer Theo's hands-on testing, a deep analysis of Claude Opus 5's cost-efficiency, distillation tech, coding capabilities, and model selection advice.
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·4 min
Qwen3 27B Local Deployment Real-World Test: Frontier-Level Coding Performance on Just 16GB VRAM
Overseas blogger systematically tests Qwen3 27B quantized local deployment across 256K context memory, HumanEval coding, and MCP tool chains. Runs on just 16GB VRAM with code generation quality surpassing all local models in its class.
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·4 min
AI Programming in Practice: The Right Development Approach — MVP First, Code Second
AI programming experts spend 80% of their time on requirements and design. Learn MVP-first strategy, model tier allocation, and dual-tool workflows for real-world AI development projects.
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·3 min
DeepSeek Harness Deep Dive: The 'Everything Is a Plugin' Paradigm for AI Programming
DeepSeek's open-source Harness framework, built on Cordis Kernel, uses an 'everything is a plugin' design for ultimate customization. Supports multi-model integration, built-in traceability, and Creator mode self-extension.
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·3 min
Qwen3 27B Local Deployment Test: Frontier-Level Agent Capabilities on a Single RTX 3090
Hands-on testing of Qwen3 27B on a single RTX 3090, covering inference speed, Agent capabilities, multimodal vision, and tool calling, compared against DeepSeek V-Flash and other closed-source models.
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·3 min
Amazon's AI Training Data Copyright Controversy: Where Are the Boundaries of Fair Use?
Examining copyright disputes over Amazon and other tech giants invoking "fair use" for AI training, analyzing legal boundaries, power asymmetries, and the deep challenges facing copyright in the AI era.
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·4 min
xAI Launches Grok Bot Office Agent, Gemini Surpasses 1 Billion Monthly Active Users
xAI launches Grok Bot office agent with independent tool login; Gemini hits 1B MAU as Google's fastest-growing product; Microsoft Maya 200 chip costs 40% less than NVIDIA; Claude Opus 5 Max tops benchmarks.
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·4 min
Implementing GRPO from Scratch: A Detailed Guide to Hand-Coding Reinforcement Learning in PyTorch
A detailed guide on implementing GRPO from scratch in pure PyTorch, covering group sampling, advantage normalization, probability ratio clipping, KL constraints, and more—runnable on consumer GPUs.
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·4 min
Aloud: A macOS Tool That Turns Voice Feedback into AI Coding Tasks with One Click
Aloud is a macOS tool that converts spoken feedback into executable tasks for Claude Code, Cursor, and Codex. With voice recording, screenshots, and AI intent rewriting, it solves inefficient developer requirements expression with fully local speech recognition.
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·5 min
From AI to Large Models: Understanding the Conceptual Landscape and Technological Evolution of Artificial Intelligence
Understand how AI, machine learning, deep learning, large models, and generative AI relate to each other. From Deep Blue to ChatGPT, learn how Transformer architecture gave rise to LLMs.
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·4 min
Java to AI Agent Engineer: A Complete Hands-On Roadmap from Zero to Production
How can Java developers successfully transition to AI Agent engineers? A complete hands-on roadmap covering API operations, prompt engineering, RAG, Function Calling, and production deployment skills.
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·4 min
Gemini 3.7 Flash Released and Tested, GPT-5.6 Ultra-Fast Mode Achieves 14x Speed Boost
Google released Gemini 3.7 Flash with leading code and web dev scores among mid-tier models. OpenAI opened GPT-5.6 Ultra-Fast Mode waitlist, achieving 750 tokens/sec via Cerebras chips — a 14x speedup.
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·4 min
What Is an AI Agent? A Three-Layer Progression to Fully Explain the Concept
From LLM to AI Workflow to AI Agent — a three-layer progression explaining what AI Agents are, with real examples covering RAG, ReAct, and the key differences between Workflows and Agents.
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