#DeepSeek-R1 inference
160 related articles
·6 min
LangChain + MCP in Practice: A Pitfall-Avoidance Guide to LLM Selection and Local Deployment
DeepSeek R1 lacks Function Calling and JSON Output by default. Qwen3's programmable thinking modes make it the top open-source agent choice. Key LLM selection pitfalls and MCP protocol updates.
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·2 min
Why Banks and Hospitals Must Use Local AI: A Complete Guide to Private Large Model Deployment
Why do banks and hospitals build Local AI instead of using cloud services? This guide covers the full tech stack — Ollama, RAG, vector databases — and real-world enterprise deployment use cases.
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·7 min
Building an AI Agent from Scratch: Implementing Core Conversational Agent Features in Python
Learn AI Agent development from scratch. This tutorial covers LLMs and prompts, then builds a conversational agent in Python using the DeepSeek API with multi-turn dialogue and system prompts.
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·3 min
Behind SpaceX's Acquisition of Cursor: The Systemic Oxygen Deprivation of China's Deep Tech
SpaceX acquires Cursor for $60B in all-stock deal, buying the AI-era developer gateway. A deep analysis of the U.S.-China deep tech ecosystem gap and China's path to building its own flywheel.
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·4 min
The Complete Guide to Running GLM-5.2 Locally with 4 RTX 3090s for $4,000
How to build a local AI inference server with 4 used RTX 3090 SXM4 GPUs to run GLM-5.2 via Llama.cpp and Unsloth IQ quantization, with real benchmarks on speed and quality.
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·3 min
Claude Sonnet 5 Imminent, GPT-4.6 This Week? A Wave of Frontier Model Updates
Claude Sonnet 5 may launch this week with up to 2M token context; GPT-4.6 Pro arrives with stunning code generation; mysterious Opus 6 exists internally. Full breakdown of this week's frontier AI model updates.
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·3 min
CodeBuddy: Install Claude Code Automatically with a Single Command — A Zero-Barrier Tutorial
Learn how to use CodeBuddy (WorkerBuddy) to auto-install Claude Code with a single command. No NPM setup or API Key hassle — pair with DeepSeek for low-cost AI coding.
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·2 min
Open-Source Models in Real-World Android Development Testing: 50% Task Completion Rate Matches Previous-Gen Proprietary Models
Google Android Bench shows frontier open-source models solve 50-60% of Android dev tasks. Mid-size models like Gemma 4 run locally with just 20GB RAM.
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On-Policy Distillation Explained: Prin…
·3 min
On-Policy Distillation Explained: Principles, Advantages, and Applications — A Comprehensive Guide
A deep dive into On-Policy Distillation: core principles, key differences from Off-Policy methods, and applications in model compression, reasoning transfer, RLHF alignment, and self-improvement.
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·4 min
Kimi K2.7 Code Deep Dive: The Cost-Performance Battle of a Trillion-Parameter Coding Model
Deep dive into Moonshot AI's Kimi K2.7 Code: MoE architecture details, benchmark analysis, API pricing vs Claude/GPT, 6x speed version, and practical guidance for developers evaluating adoption.
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·4 min
Claude Code Installation & Setup Guide: Low-Cost Vibe Coding with Chinese AI Models
Step-by-step guide to installing Claude Code and configuring it with Chinese models like DeepSeek for low-cost vibe coding, including Node.js setup and CCSwitcher usage.
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·3 min
Microsoft Copilot Cowork Introduces DeepSeek: Multi-Model Architecture and Enterprise AI Agent Strategy Explained
Microsoft Copilot Cowork launches with multi-model architecture, considering DeepSeek V4 as a low-cost option. Deep dive into usage-based pricing, WebIQ search, and Microsoft's enterprise AI agent strategy.
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·2 min
DeepSeek GUI Desktop: A Free, Open-Source Alternative to Codex
Hands-on review of DeepSeek GUI Desktop, a free open-source Codex alternative. Local desktop AI agent with strong Chinese writing and coding, zero barriers, and ultra-low cost.
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·2 min
LangChain + MCP Agent Development: A Practical Guide to LLM Selection and Common Pitfalls
A deep dive into LLM selection for LangChain and MCP agent development, comparing DeepSeek V3/R1 vs Qwen3 on Function Calling and MCP support with practical tips.
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·3 min
DeepSeek + Cline Setup Guide: A $1.50 Alternative to $20/Month AI Coding Subscriptions
Step-by-step guide to configuring DeepSeek API with VS Code plugin Cline, including API Key setup, Plan/Act dual-model strategy, and project management files for a $1.50 AI coding alternative.
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·3 min
5 Steps to Connect Codex with DeepSeek — No GPT Account Required
Step-by-step tutorial: Connect Codex to DeepSeek API via CC Switch in 5 steps. No GPT account needed — use AI coding features like code completion and Skill plugins at lower cost.
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·3 min
DeepSeek-Reasonix: An AI Coding Agent Built for DeepSeek That Cuts Costs by 80%
DeepSeek-Reasonix is an open-source AI coding agent optimized for DeepSeek models. With 12K stars in 3 days, it offers 5 reasoning levels, 4 execution modes, MCP integration, and smart caching that cuts long-session costs by 80%.
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·2 min
Moonshot K2.7 Code Released: 30% Fewer Reasoning Tokens, Comprehensive Coding Performance Improvements
Moonshot releases K2.7 Code, cutting reasoning tokens by 30% vs K2.6 while boosting coding benchmarks. Now live on Fireworks with serverless API access.
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·3 min
Why SFT Can't Fix the Root Cause of JSON Errors: How GRPO Correctness Training Breaks Through Coding Agent Bottlenecks
Analysis of why SFT can't fix coding agent JSON errors and how GRPO's binary reward signals and synchronized weight updates train directly for correctness.
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·2 min
Claude 4.6 vs GPT-5.1 vs DeepSeek-R1: A Hands-On Comparison of Coding Capabilities
In-depth comparison of Claude Sonnet 4.6, GPT-5.1 Codex, and DeepSeek-R1 across API pricing, specs, and SWE-Bench Verified scores to help developers pick the best AI coding assistant.
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