#Ultra Code
1002 related articles
Tech Frontiers·2 min
LFM2.5-8B-A1B: A MoE Model with 1.5B Active Parameters Delivering 4x Its Weight Class Performance
Liquid AI releases LFM2.5-8B-A1B, a MoE model with 8B total params but only 1.5B active, matching 6B-class models in tool calling. Supports 128K context, local deployment, multilingual, with SGLang Day-0 support.
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Industry Insights·2 min
AMD MI355X Beats B200: Full-Stack Optimization Breakdown for 5% Lower TCO on DeepSeek-R1 Inference
AMD Instinct MI355X achieves 5% lower TCO than NVIDIA B200 on DeepSeek-R1 disaggregated inference via SGLang+MoRI full-stack optimization with 1.25x per-GPU throughput.
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Tech Frontiers·1 min
SGLang Hosts Agent Loops Office Hour, Focusing on Agentic Loop Architecture Optimization
SGLang team hosts an Agent Loops Office Hour exploring inference optimization for agentic loops, covering KV Cache reuse, low-latency multi-turn dialogue, and tool calling techniques.
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Product Reviews·3 min
O3 vs Gemini 2.5 Pro vs Claude 3.7: Real-World AI Coding Ability Comparison
Real-world comparison of O3, Gemini 2.5 Pro, and Claude 3.7 coding abilities through snake battles, RL training, solar system simulation, and soccer game tasks.
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Product Reviews·3 min
Real-World Coding Test of 13 Top AI Models: Who Is the Best Programming Assistant?
Benchmark of 13 top AI models including GPT-4.1, Claude 3.7 Sonnet, and Gemini 2.5 Pro on coding ability, scored across 8 dimensions using the same high-difficulty algorithm problem.
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Tutorials·3 min
BMad-Method: Building an AI Agile Development Team with a Multi-Agent Framework
Deep dive into BMad-Method, an open-source multi-agent framework simulating a full agile team—from business analysis to QA—supporting Claude Code, Cursor, and more.
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Tutorials·3 min
Claude Code Source Code Study Guide: Efficiently Mastering Core AI Agent Development Architecture
Learn AI Agent development from Claude Code's 510K lines of source code, covering Agent Loop, context compression, multi-Agent orchestration, and two efficient study methods.
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Product Reviews·2 min
Unified Management Tool for Claude Code and Codex: One-Click Multi-AI Programming Environment Setup
A deep dive into the unified management client for Claude Code and Codex, solving pain points like tedious configuration, high switching costs, and fragmented management with one-click setup and usage monitoring.
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Tutorials·2 min
Claude Code Half-Price Subscription Guide: Save Money with a Nigerian Apple ID
A complete guide to subscribing to Claude Code Pro via a Nigerian Apple ID, cutting monthly costs from $20 to ~$10. Covers account setup, gift card purchase, subscription steps, and risk warnings.
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Product Reviews·3 min
Deep Dive into Cursor's Pay-Per-Use Refill Plan: Is Using Official Pro Accounts at 65% Off Reliable?
Deep analysis of Cursor's pay-per-use refill plugin: account rotation mechanism, tiered discounts, full model support, and objective assessment of compliance risks and data security concerns.
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Tutorials·3 min
DeepSeek V4 Flash MTP Speculative Decoding Real-World Test: A Guide to 20% Faster Local Inference
Real-world testing of DeepSeek V4 Flash with MTP speculative decoding: ~20% speedup for code generation, minimal gains for text. Covers memory overhead, accuracy differences, Q4 vs Q3 quantization, and full deployment tutorial.
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Tutorials·2 min
How to Choose an AI Coding IDE: A Complete Comparison of Cursor, Trae, and Windsurf
A detailed comparison of mainstream AI coding IDEs including Cursor, Trae, and Windsurf, covering Auto mode, Codex integration, and more to help developers at all levels find the best AI coding tool.
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Product Reviews·2 min
Claude Opus 4.8 Deep Dive: A Comprehensive Review of Judgment, Honesty, and Cost-Effectiveness
Deep dive into Claude Opus 4.8's core upgrades: improved judgment, optimized honest feedback, and Fast Mode costs cut to one-third. Compared with DeepSeek and GPT-5.5 for AI coding and long-context reasoning.
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Tech Frontiers·2 min
Gemini Omni Video Editing Arrives in India: An Upload-and-Edit AI Experience
Google launches Gemini Omni video editing in India, letting users upload and edit videos with AI. Explore the feature details, India market strategy, and the multimodal AI shift from understanding to creation.
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Tutorials·3 min
8 Free AI Coding Tools: Build a Complete Development Workflow at Zero Cost
A systematic review of 8 free AI coding tools covering UI design, terminal agents, IDE integration, and async coding to help developers build a complete zero-cost AI development workflow.
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Tutorials·3 min
Harness Engineering: A Practical Guide to AI Programming — From Prompts to Mastery
Explore the three stages of AI programming evolution: from Prompt Engineering to Context Engineering to Harness Engineering. Master enterprise-grade AI coding with Cloud Code + VS Code.
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Product Reviews·2 min
How to Use Claude in China: Stable Access Solutions & Full Risk Analysis
Users in China face bans, registration hurdles, and payment limits when using Claude. This guide covers third-party mirror sites, model comparisons, and risks.
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Industry Insights·2 min
Cisco Partners with OpenAI Codex: Three Core Scenarios for Enterprise AI Engineering
Cisco partners with OpenAI to bring Codex into enterprise engineering, covering AI-native development, AI Defense security acceleration, and automated bug fixing.
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Product Reviews·2 min
How to Choose an AI Coding Tool? Stop Chasing the Latest — Stable and Sufficient Is the Way to Go
How should developers rationally choose AI coding tools amid constant model updates? This article analyzes the pitfalls of chasing the latest, compares tools like Cursor and Kiro, and offers a cost-effective, stable AI-assisted coding strategy.
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Tutorials·2 min
Multi-Model AI Development in Practice: A Guide to Unified API Gateway Architecture Design
Learn how to overcome single-model AI limitations by designing a unified API gateway architecture for multi-model collaboration, covering task routing, failover, and cost optimization strategies.
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