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AI

AI Engineering

DeepSeek V4.1-Flash:计费单位不再是模型,而是缓存

2 minute read

Published:

V4.1-Flash 领先 Opus 5 的 0.2 个百分点只是 harness 噪声。真正的干货是 0.003 美元/M 的缓存 token 价格和 890 字节/token 的 KV 缓存——缓存命中率才是 agent 成本最大的杠杆。

AI Tools

API Design

App Intents

Architecture

Backend Engineering

Bioengineering

Browser Extensions

Capacity Planning

Climate

Concurrency

Cost Optimization

Database

Development Workflow

Distributed Systems

Energy

Engineering Practices

Event Driven Architecture

LLM

LLMs

DeepSeek V4.1-Flash:计费单位不再是模型,而是缓存

2 minute read

Published:

V4.1-Flash 领先 Opus 5 的 0.2 个百分点只是 harness 噪声。真正的干货是 0.003 美元/M 的缓存 token 价格和 890 字节/token 的 KV 缓存——缓存命中率才是 agent 成本最大的杠杆。

Mobile Engineering

Neuroscience

Observability

Performance

Platform Architecture

Platform Engineering

Platform Operations

Product Metrics

Product Safety

Production Systems

Programming

RAG

Reliability

SRE

Swift

SwiftData

SwiftUI

System Design

Tech Leadership

Technology

Testing

WidgetKit

iOS Development