#DeepSeek-R1

219 related articles

Jul 13, 2026·3 min

JadePuffer: A Full Autopsy of an Autonomous AI Ransomware Attack — The Age of Weaponized Agents Has Arrived

Sysdig captured JadePuffer, the first fully autonomous LLM attack agent: exploited Langflow RCE, self-corrected in 31 seconds, laterally moved, encrypted databases, and left a ransom note — a deep-dive into weaponized AI agents.

Jul 13, 2026·2 min

iFLYTEK T30 Lite Learning Tablet In-Depth Review: Dual AI Engines + 12.5-Inch Eye-Care Display

The iFLYTEK T30 Lite learning tablet features the Spark large model and DeepSeek dual AI engines, a 12.5-inch eye-care display, and 8GB+512GB storage. This in-depth review analyzes its hardware, AI learning capabilities, and buying advice for K12 families.

Jul 13, 2026·4 min

AI Weekly Recap: Four Major Vendors Cut Prices Together, Copilot's Paid Conversion Rate Just 4.5%

In one week, OpenAI, xAI, Google, and Microsoft all cut AI prices, driving near-frontier inference costs sharply lower. Meanwhile, Microsoft Copilot's paid conversion across 450M seats is under 4.5%, exposing the monetization challenge of general AI assistants.

Jul 13, 2026·3 min

Is Free GPT5.6 a Trap? The Truth Behind AI Mirror Sites Exposed

The viral "free GPT5.6" videos hide real risks: the model doesn't exist, and the "treasure sites" are third-party proxy mirrors carrying data privacy leaks and account bans.

Jul 13, 2026·4 min

The Claude Code Covert Tagging Scandal: The AI Trust Crisis Behind Alibaba's Ban

Anthropic's Claude Code is accused of covert tagging via Unicode punctuation encoding, prompting Alibaba to ban its use. A deep dive into the reverse-engineering findings, distillation allegations, and the AI-era battle over compute monopoly and developers' right to know.

Jul 13, 2026·3 min

Tencent Hunyuan HY3 In-Depth Review: How a Small Open-Source Model Punches Above Its Weight

In-depth analysis of Tencent's open-source reasoning model Hunyuan HY3: MoE architecture, 295B total params, Apache 2.0 license, coding & front-end rivaling DeepSeek V4 Pro at 1/35 the cost.

Jul 12, 2026·3 min

The Four-Stage Learning Path for AI Agent Development: A Complete Guide from Beginner to Practitioner

A systematic guide to the four-stage AI Agent development path: core concepts, principle paradigms like ReAct, RL and multi-agent optimization, and real-world projects. Mastering Agent development is the true hardcore edge in today's LLM field.

Jul 12, 2026·2 min

White House Weighs Open-Source AI Executive Order: Policy Direction and Industry Impact Explained

The U.S. White House is considering an executive order on open-source AI, touching on national security, tech proliferation, and industry competition. A deep dive into its possible directions and impact.

Jul 12, 2026·6 min

The Eight-Step Method for Agent Development: A Practical Path from Pitfalls to Production

Many enterprises fail at AI Agents due to choosing the wrong tools and lacking methodology. This article outlines an eight-step Agent development method—from cognitive foundations, scenario selection, hand-writing ReAct, and structured output to Tool Use, RAG, evaluation sets, and production fallback.

Jul 12, 2026·3 min

Building a Local AI Coding Agent on Mac: A Complete Guide with Ollama, OpenCode, and MCP

A complete guide to building a local AI coding agent on a 32GB Mac: Ollama for local inference, OpenCode as the agent framework, and MCP memory servers for cross-session context. Code stays on-device, no subscription fees.

Jul 12, 2026·6 min

DeepSeek Builds Its Own AI Chips: The Strategic Logic and Challenges Behind Compute Independence

DeepSeek is entering AI chip development, targeting compute autonomy. This article analyzes its motivations, software-hardware synergy, chip R&D challenges, and impact on China's AI vertical integration.

Jul 12, 2026·3 min

The Complete AI Agent Development Workflow: A Seven-Step Guide from Requirements Analysis to Deployment

Want to build an AI Agent but don't know where to start? This guide covers the complete seven-step workflow—from requirements analysis, platform selection, prompt engineering, data storage, and UI building to testing and deployment.

Jul 12, 2026·5 min

Alibaba Bans Claude Code: Invisible Fingerprints and the AI Tool Trust Crisis

Alibaba has banned Claude Code as high-risk software. Reverse engineering revealed a covert environment-identification mechanism hiding user fingerprints in punctuation via prompt steganography. A deep dive into the incident and AI tool trust.

Jul 12, 2026·5 min

Getting Started with LangChain: LLM Invocation, Agent Practice, and Environment Setup Guide

Starting from the three limitations of LLMs, this guide systematically explains LangChain's core positioning, environment setup, API key prep, model init, and the message system. Learn init_chat_model and AIMessage/HumanMessage/SystemMessage.

Jul 12, 2026·5 min

AI Data Centers Competing for Power: Why U.S. Manufacturing Energy Costs Keep Soaring

The explosive expansion of AI data centers is voraciously consuming electricity, directly driving up U.S. manufacturing energy costs. This article dissects the crowding-out effect and the path forward.

Jul 11, 2026·3 min

Vibecoding in Practice: Task Concurrency Splitting Makes AI Inference 3x Faster

Learn how to split AI reasoning tasks by act and character, run 14 concurrent streams, and cut processing time from 100s to 30s — a reusable schedule-concurrency-aggregate methodology.

Jul 11, 2026·7 min

50 AI Research Job Applications to FAANG, 0 Replies? Unpacking the Truth Behind the Job Search Struggle

An AI research engineer with 3 years of experience sent 50 applications to FAANG with zero replies. This article breaks down the hidden barriers of top-tech AI roles, the truth about LinkedIn ghost jobs, and the MLE vs. Research Engineer divide.

Jul 10, 2026·7 min

Getting Started with AI Agents: A Deep Dive into the Perception-Decision-Action Loop

A clear, in-depth guide to how AI Agents work: the paradigm shift from traditional programs, the perception-decision-action loop, and the four pillars—LLMs, tool calling, memory, and RAG.

Jul 10, 2026·4 min

AI Agent Learning Path for Beginners: From Theory to Real-World Practice

A complete AI Agent learning roadmap covering BDI theory, core components (Perception/Planning/Execution), AutoGen multi-agent frameworks, and DeepSeek RAG projects for beginners.

Jul 10, 2026·4 min

DeepSeek-V4 Deep Dive: Million-Token Context Architecture Breakthrough and Core Innovations

Deep dive into DeepSeek-V4: 1.6T-parameter MoE, CSA+HCA hybrid attention, MHC & MUON optimizer. Inference FLOPs drop to 27% of V3.2, redefining open-source LLM SOTA.