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AI Engineering
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AI Engineering

Focused on cutting‑edge product and technology information and practical experience sharing in the AI field (large models, MLOps/LLMOps, AI application development, AI infrastructure).

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Latest from AI Engineering

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AI Engineering
AI Engineering
Jul 2, 2026 · Artificial Intelligence

Sidecar Routing Slashes AI Code Generation Costs 35% While Keeping Performance

Devin Fusion’s hybrid model routing, which pairs a high‑end main agent with a low‑cost Sidekick and employs in‑session dynamic routing and shared caches, reduces AI‑assisted coding expenses by about 35% while maintaining comparable performance, as demonstrated by multiple FrontierCode benchmarks and real‑world case studies.

AI codingDevin FusionSidekick architecture
0 likes · 8 min read
Sidecar Routing Slashes AI Code Generation Costs 35% While Keeping Performance
AI Engineering
AI Engineering
Jul 1, 2026 · Artificial Intelligence

Claude Sonnet 5 Is Stronger Yet Costlier—Per‑Task Cost Beats Opus 4.8

Anthropic’s newly released Claude Sonnet 5 scores 53 on the Artificial Analysis intelligence index, surpassing Sonnet 4.6 and matching GPT‑5.5, but its per‑task cost rises to $2.29—15 % higher than Opus 4.8—due to roughly 40 % more output tokens and increased agentic interaction rounds.

AI model benchmarkAgentic AIAnthropic
0 likes · 5 min read
Claude Sonnet 5 Is Stronger Yet Costlier—Per‑Task Cost Beats Opus 4.8
AI Engineering
AI Engineering
Jun 30, 2026 · Artificial Intelligence

Running DeepSeek V4 on M5 Max: 5 tps Speedup Without Large Memory

Developer Anemll demonstrates that the DS4 IQ2_Q2 version of DeepSeek V4 on an Apple M5 Max gains a 5‑tps throughput boost, using SSD‑streamed MoE sidecar loading to run large models without requiring high memory, and provides full build and execution instructions.

AI inferenceApple SiliconDS4
0 likes · 8 min read
Running DeepSeek V4 on M5 Max: 5 tps Speedup Without Large Memory
AI Engineering
AI Engineering
Jun 29, 2026 · Artificial Intelligence

How Coinbase Halved AI Costs While Token Usage Continued to Surge

In June, Coinbase CEO Brian Armstrong revealed an internal AI cost‑optimization program that cut the company's AI dollar spend by almost 50% while token consumption kept growing exponentially, achieved through five concrete measures involving model defaults, intelligent routing, cache reuse, context trimming, and transparent usage monitoring.

AI InfrastructureAI cost optimizationCoinbase
0 likes · 9 min read
How Coinbase Halved AI Costs While Token Usage Continued to Surge
AI Engineering
AI Engineering
Jun 25, 2026 · Artificial Intelligence

How EdgeOne Makers Lets an AI Agent Deploy Applications Autonomously

Tencent quietly launched the open‑source EdgeOne Makers platform, which enables an AI agent to fully deploy a Next.js project—or any supported app—through a single CLI command, using a standardized Skill system while highlighting both its potential and current limitations.

AI agentAutomated DeploymentTencent
0 likes · 4 min read
How EdgeOne Makers Lets an AI Agent Deploy Applications Autonomously
AI Engineering
AI Engineering
Jun 25, 2026 · Artificial Intelligence

Why the Real Power of Agent Loops Lies Beyond Six Lines of Code

The article explains that while an Agent’s core loop is only a few lines of code, the real engineering challenges lie in prompt design, context management, tool selection, and safety checks that together determine the loop’s effectiveness.

AgentAnthropicLLM
0 likes · 8 min read
Why the Real Power of Agent Loops Lies Beyond Six Lines of Code