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    Latest Articles on AI & Machine Learning

    July 25, 2026Migration

    deepseek-chat and deepseek-reasoner Retired: Your Integration Is Broken — And Your Bill Just Changed

    The legacy aliases died July 24 at 15:59 UTC. Every other guide says 'rename the string.' They're skipping the real story: your per-token price changed. Verified rate deltas, worked examples, migration checklist.

    July 21, 2026AI News

    DeepSeek V4 Goes GA: Legacy API Aliases Retire July 24 and Peak/Off-Peak Surge Pricing Arrives

    DeepSeek V4 hits General Availability on July 24, 2026. Legacy aliases retire, and the API industry's first structural peak/off-peak surge pricing (UTC+8) rolls out. Full developer migration guide.

    July 12, 2026AI News

    DeepSeek Is Building Its Own AI Chip: Why Inference Silicon Could Shake Up Nvidia, Huawei and Open-Source AI

    DeepSeek is reportedly developing a custom AI inference chip to reduce reliance on Nvidia and Huawei. Inside the strategic pivot, supply-chain impact, and what it means for open-source AI.

    July 3, 2026AI Architecture

    Inside DeepSeek's DSpark: How Speculative Decoding Speeds Up LLM Inference Without Losing Quality

    A deep dive into DSpark: the semi-autoregressive drafter, confidence head and hardware-aware scheduler that make LLM inference 60–85% faster with byte-identical output.

    June 29, 2026AI Architecture

    How Speculative Decoding Makes LLMs Faster Without Retraining (and What DSpark Adds)

    Speculative decoding speeds up LLM inference with byte-identical output and no retraining. Here's how it works — and how DeepSeek's DSpark pushes per-user speed 57–85% on V4, Qwen and Gemma.

    June 19, 2026Guide

    How to Use DeepSeek V4 Better than 99% of People

    Master DeepSeek V4: the 4 chat modes, chaining workflows, file uploads + web search stacking, and how to use the 1M context window like a pro.

    June 19, 2026AI News

    DeepSeek Raises $7.4 Billion: A Bizarre Deal Structure and What It Means for AI

    DeepSeek raised $7.4B (50B yuan) at a $50B+ valuation. Inside the aggressively founder-centric LP structure — zero voting rights, 5-year lock-up, CATL, Tencent, and what it means for open-source AI.

    June 16, 2026AI News

    DeepSeek's $7.4B Funding Round: Inside the 50 Billion Yuan Deal at a $50B Valuation

    DeepSeek raised over 50 billion yuan (~$7.4B) at a $50B valuation. Inside the unusual LP-vehicle structure that locks founder control, and the CATL/Tencent/NetEase/JD.com syndicate behind the deal.

    May 28, 2026AI News

    Claude Opus 4.8 Released: How Does It Stack Up Against DeepSeek V4 Pro?

    Anthropic shipped Claude Opus 4.8 today with sharper benchmarks, dynamic workflows in Claude Code, and a 3× cheaper fast mode. We compare it head-to-head with DeepSeek V4 Pro on capability, speed, and price.

    May 1, 2026AI Architecture

    DeepSeek V4 Unveiled: Breaking the AI Efficiency Barrier with 1.6 Trillion Parameters

    Official DeepSeek V4 Preview is live: 1.6T MoE (49B active), V4-Flash (284B/13B), 1M context with DSA + Hybrid Attention, Muon optimizer, agent integrations (Claude Code, OpenCode) and a new API. Full breakdown.

    April 29, 2026AI Architecture

    DeepSeek V4 Compressed Attention: How the KV-Cache Shrinks to Just 2%

    Deep dive into DeepSeek V4's Compressed Attention — CSA, HCA, low-rank queries and the hybrid layer stack that cut KV-cache memory to ~2% while keeping a 1M-token context.

    April 24, 2026AI Review

    DeepSeek V4 Flash Review: Specs, Pricing, Benchmarks & Real-World Tests

    Hands-on review of DeepSeek V4 Preview (Pro & Flash): 1M context, MIT license, ultra-cheap pricing — but does real-world performance match the benchmarks?

    March 9, 2026AI Architecture

    DeepSeek's Next Move: What V4 Will Look Like

    An in-depth analysis of DeepSeek V4's likely architecture — DSA, mHC, Engram, DualPath, and Blackwell optimization — based on published papers and code commits.

    January 12, 2026AI Research

    DeepSeek Engram: V4 Architecture Revealed? Solving Transformer's Fatal Memory Flaw

    A new paper signed by Liang Wenfeng proposes Engram — a conditional memory module providing O(1) knowledge lookup that may power DeepSeek V4.

    January 2, 2026AI Technology

    DeepSeek's mHC Breakthrough: Manifold-Constrained Hyper-Connections Explained

    DeepSeek unveils mHC, a revolutionary training method that improves transformer efficiency by 6-7%. Experts call it a 'striking breakthrough' that could power the V4 model.

    December 29, 2025Guide

    The Ultimate DeepSeek Guide: Mastering the AI Landscape in 2026

    Comprehensive guide to DeepSeek AI in 2026. Master DeepSeek-V3.2, DeepSeek-R2, architectural innovations, API pricing, and best practices for developers.

    December 7, 2025AI Technology

    The Reasoning Era Begins: Google Gemini 3 vs DeepSeek Deep Thinking AI

    AI shifts from pattern matching to true reasoning. Explore how Google Gemini 3 and DeepSeek are ushering in the 'System 2' era with self-correcting, deliberative AI.

    November 30, 2025AI Technology

    DeepSeekMath-V2: Revolutionary Self-Verifiable Mathematical Reasoning AI

    DeepSeekMath-V2 achieves gold-level scores on IMO 2025, CMO 2024, and near-perfect 118/120 on Putnam 2024.

    November 7, 2025AI Technology

    DeepSeek Researcher Expresses Pessimism Over AI's Long-Term Impact on Humanity

    Senior researcher Chen Deli warns that AI could become a 'massive challenge' to humanity despite short-term benefits.

    October 21, 2025AI Technology

    DeepSeek-OCR: Revolutionary Context Compression Through Optical 2D Mapping

    DeepSeek-OCR achieves 97% OCR precision at 10× compression ratio using DeepEncoder.

    August 20, 2025AI Technology

    The Silent Revolution: DeepSeek V3.1 Is Here (and Free!) 🤯

    DeepSeek V3.1 quietly launches with doubled context window, 2.5x faster performance, and completely free access.

    April 27, 2025AI Technology

    DeepSeek-R2: China's Bold Answer to the AI Race – What You Need to Know

    Discover how DeepSeek-R2 challenges Silicon Valley with multilingual reasoning, coding skills, and multimodal capabilities.

    April 10, 2025AI Technology

    Llama 4 vs DeepSeek AI: Comprehensive Comparison of Leading AI Models

    A detailed comparison of Meta's Llama 4 and DeepSeek AI across benchmarks, specialized capabilities, and use cases.

    April 3, 2025AI Technology

    What is DeepSeek AI? Unveiling China's Groundbreaking Open-Source Revolution

    Discover how DeepSeek AI is challenging Silicon Valley's AI dominance with cost-effective, open-source models.

    March 25, 2025AI Technology

    DeepSeek V3.1: The New Frontier in Artificial Intelligence

    Introducing DeepSeek V3.1 with unprecedented reasoning capabilities, extended context window, and superior multilingual support.

    March 22, 2025Technology

    What is Deep Seek?

    Discover Deep Seek, an advanced search technology that delivers precise, context-aware results.

    March 22, 2025AI Technology

    What Are the Potential Challenges Deep Seek Might Face with the Early Release of R2

    Explore the challenges Deep Seek faces with its early R2 AI model release.

    March 22, 2025AI Technology

    What is Deep Learning AI

    Learn about deep learning AI, a subset of machine learning that uses neural networks to analyze data.

    March 11, 2025AI Technology

    Vibe Coding: The Future of Software Development

    Discover how Vibe Coding is revolutionizing software development by leveraging AI to generate code from natural language prompts.

    March 11, 2025AI Technology

    The Evolution of AI Chat Technology

    Explore the latest advancements in AI chat technology.

    March 11, 2025Finance

    Deep Seek Stock - Market Intelligence

    Access comprehensive market data and investment insights about Deep Seek's stock performance.

    March 11, 2025AI Technology

    Deep Seek R1 - Advanced AI Model

    Explore Deep Seek R1, the state-of-the-art open source AI model.

    March 11, 2025AI Trends

    The Future of AI in Enterprise

    Exploring how artificial intelligence is reshaping enterprise operations.

    March 11, 2025Technical

    Understanding Deep Learning Models

    A comprehensive guide to modern deep learning architectures.

    January 22, 2024AI Technology

    DeepSeek Just Upgraded Its AI: 4 Things That Make 'Terminus' a Quietly Huge Deal

    DeepSeek's V3.1-Terminus brings major improvements in agentic capabilities, long context handling, and user experience.

    About Our Blog

    The Deep Seek AI blog is dedicated to exploring the latest advancements in artificial intelligence, machine learning, and deep learning technologies. Our team of experts regularly publishes in-depth articles, tutorials, and insights to help you stay informed about the rapidly evolving world of AI.

    Whether you're a researcher, developer, business leader, or simply curious about AI, our blog offers valuable content to enhance your understanding and application of these transformative technologies.