#Opus
229 related articles
Product Reviews·3 min
Kimi K2.6 In-Depth Review: A Complete Breakdown of Its Coding and Agent Capabilities
In-depth review of Kimi K2.6's coding, Agent collaboration, and visual development capabilities. #1 open-source on SWE-Bench Pro, 300 parallel sub-agents, API priced at 1/3 of competitors.
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Tutorials
Decoding LLM Naming Conventions: Param…
·3 min
Decoding LLM Naming Conventions: Parameter Counts, Quantization Formats & VRAM Requirements Quick Reference
Decode LLM naming conventions, understand 32B parameters & AWQ/GGUF quantization formats, with 4-bit VRAM estimation formulas, MOE model pitfalls, and model selection by GPU tier.
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Product Reviews
AI Coding Appliance vs Cloud LLMs: Can…
·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
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Tutorials
Multi-Agent Automated Coding Framework…
·3 min
Multi-Agent Automated Coding Framework: A Deep Dive into Zero-Intervention Project Delivery
Deep dive into a multi-Agent automated coding framework using file state machines, scheduler orchestration, and multi-agent collaboration to achieve fully automated development from requirements to delivery in 3.5 hours with zero intervention.
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Industry Insights·3 min
How Anthropic and OpenAI Found Product-Market Fit Through Coding Agents
Anthropic nears its first profitable quarter as OpenAI enterprise revenue surges. Coding agents drive PMF, enterprises shift to API billing, and AI transitions from burning cash to product-driven profitability.
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Product Reviews·1 min
MiniMax M2.5 Hands-On Review: How 10B Parameters Deliver Flagship-Level Coding Performance
Hands-on review of MiniMax M2.5's coding performance in Claude Code, including 3D game dev and AI translation platforms, compared to Claude Opus and GPT-5.2.
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Tutorials·2 min
Complete Guide to Claude Skills 2.0: Skill Creation, Evaluation, and Real-World Applications
Deep dive into Claude Skills 2.0: two skill types, the new skill creator, evaluation system, and a cold email marketing case study that boosts task pass rates from 40% to 100%.
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Deep Dives·4 min
A2A Protocol Explained: Complementing MCP to Build a Standard Communication Layer for Multi-Agent Collaboration
Deep dive into Google's A2A protocol core mechanisms (Agent Card, Task, Transport), comparing A2A vs MCP roles, and tracing the evolution from tool calling to multi-agent team collaboration.
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Deep Dives·3 min
Cursor Unlimited Refill Plugin: How It Works, Risks, and Better Alternatives
Deep dive into how Cursor's unlimited refill plugin works via multi-account rotation, its security and ban risks, plus compliant alternatives like Cursor Pro, API access, and multi-tool strategies.
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