#DeepSeek-R1 inference

155 related articles

Jul 19, 2026·2 min

Ollama Modelfile in Practice: Deploy Your Own Custom DeepSeek-R1 Model Locally

Step-by-step guide to wrapping DeepSeek-R1 with an Ollama Modelfile — set temperature, system prompts, and run fully offline for privacy and flexibility.

Jul 19, 2026·3 min

Interpretability: The Science and Practice of Opening the Neural Network Black Box

Why do neural networks make the decisions they do? This article explores AI interpretability — mechanistic interpretability, CoT monitoring, and safety auditing — and how researchers reverse-engineer large models for AI safety.

5,000+ Kagglers Reveal What Actually W…

Jul 17, 2026·2 min

5,000+ Kagglers Reveal What Actually Works for Improving AI Reasoning

5,000+ Kaggle participants in NVIDIA's Nemotron challenge validate test-time compute, self-consistency, and chain-of-thought as key techniques for boosting AI reasoning without bigger models.

Jul 16, 2026·4 min

OpenAI Reveals Agent Sandbox Cloud: Design Philosophy from microVMs to Global Orchestration

A deep dive into OpenAI's Agent sandbox cloud architecture: the security evolution from Fork and containers to gVisor and microVMs, plus copy-on-write snapshots and global orchestration.

Jul 16, 2026·2 min

The Reasoning Trap in Diffusion Language Models: A One-Line Fix for the 'Flexibility' Flaw

ICML Outstanding Paper 'The Flexibility Trap' reveals how dLLMs' arbitrary-order generation bypasses logical connectives, breaking reasoning. JustGRPO fixes this with autoregressive training + parallel inference, achieving 89.1% on GSM8K in under 60 lines of code.

The Evolution of Coding Agents: A Para…

Jul 16, 2026·2 min

The Evolution of Coding Agents: A Paradigm Shift from Reactive Response to Proactive Planning

Coding agents are evolving from reactive code completers to proactive planners. Explore the "think ahead of time" paradigm, Plan-and-Execute architecture, and its impact on developer workflows.

Jul 15, 2026·4 min

RAM: First-Principles Approach to 50x Faster RL Post-Training for Diffusion Models

RAM (Reinforce Adjoint Matching) achieves 50x faster RL post-training for diffusion models by discarding path costs, combining ODE sampling with decorrelated training objectives. A deep dive into RAM's core principles and experiments vs. Flow-GRPO.

Jul 15, 2026·2 min

GPT-5.6 Context Rolled Back to 272K · SenseNova Vision Open-Sourced · China AI Export Control Developments

GPT-5.6 context rolled back to 272K; Codex hits 6M users; SenseTime open-sources SenseNova Vision; China eyes AI export controls; Anthropic extends Claude trial again.

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

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, 2026·6 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, 2026·5 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.