如何用 Microsoft MAI-Code-1-Flash 加速 VS Code 编码：配置与性能实测

30 Microsoft MAI-Code-1-Flash VS Code CopilotMAI-Code-1-Flash SWE-Bench Pro 51.2% Claude Haiku 4.5 35.2% 60% Token

• VS Code MAI-Code-1-Flash
• MAI-Code-1-Flash
• Agentic

• VS Code
• GitHub Copilot
• Python/TypeScript
• Git

5

1 VS Code GitHub Copilot

VS Code

1. **VS Code **Cmd+Shift+P / Ctrl+Shift+P Developer: Show Running Extensions GitHub Copilot GitHub Copilot Chat

2. **Copilot ** → GitHub Copilot "Active" GitHub Copilot

3. **** Copilot Chat Cmd+Shift+I / Ctrl+Shift+I Copilot

# VS Code Copilot
code --version
code --list-extensions | grep copilot

**** VS Code 1.90MAI-Code-1-Flash Copilot v1.200

2 MAI-Code-1-Flash

Microsoft MAI-Code-1-Flash GitHub Copilot API Key

1. Copilot Chat Cmd+Shift+I
2. "GPT-4o" "Claude 3.5 Sonnet"
3. "MAI-Code-1-Flash"

** MAI-Code-1-Flash** Copilot "Pre-release models" 1-2

3

MAI-Code-1-Flash Python

**** REST API

Copilot Chat

Add rate limiting middleware to this Express/FastAPI app.
Use a sliding window algorithm with configurable max requests per minute.
Include proper error handling and response headers.

MAI-Code-1-Flash

# FastAPI
from fastapi import Request, HTTPException
from collections import defaultdict
import time

class SlidingWindowRateLimiter:
 def __init__(self, max_requests: int = 60, window_seconds: int = 60):
 self.max_requests = max_requests
 self.window_seconds = window_seconds
 self.requests: dict[str, list[float]] = defaultdict(list)

 async def __call__(self, request: Request):
 client_ip = request.client.host
 now = time.time()
 window_start = now - self.window_seconds

 #
 self.requests[client_ip] = [
 t for t in self.requests[client_ip] if t > window_start
 ]

 if len(self.requests[client_ip]) >= self.max_requests:
 raise HTTPException(status_code=429, detail="Too Many Requests")

 self.requests[client_ip].append(now)

MAI-Code-1-Flash ""——

GitHub Copilot MAI-Code-1-Flash

4

MAI-Code-1-Flash

• ****MAI-Code-1-Flash Token Haiku 4.5 30%
• **Token **MAI-Code-1-Flash Token 40-60% API
• **Agentic **MAI-Code-1-Flash Agentic —— GitHub Copilot

AI Agent AI Agent

5 Agentic

Microsoft MAI-Code-1-Flash Agentic 5

1. **** prompt @file

2. ---

Step 1: Create the rate limiter class @file:middleware.py
Step 2: Add test cases @file:tests/test_middleware.py
Step 3: Update config @file:config.py

1. ** Adaptive Length Control**MAI-Code-1-Flash ——

2. ** Copilot Edits ** Copilot EditsCmd+Shift+I → Edit Inline Chat Agentic

3. ** Terminal **MAI-Code-1-Flash Agentic

**** Agentic AI Agent

FAQ

Q1Copilot MAI-Code-1-Flash

Copilot ≥ v1.200 → GitHub Copilot → "Pre-release models" VS Code

Q2MAI-Code-1-Flash

Adaptive Length Control prompt "Please provide a complete implementation with error handling and docstrings"

Q3MAI-Code-1-Flash Claude Code / Codex

MAI-Code-1-Flash VS Code Copilot Claude Code Codex CLI AI Agent

Q4 Copilot

MAI-Code-1-Flash GitHub Copilot Copilot

GitHub Copilot``VS Code``MAI-Code-1-Flash``Claude Code``DeepSeek

• Microsoft AI Blog: Introducing MAI-Code-1-Flash
• Microsoft AI Models: MAI-Code-1-Flash
• GitHub Copilot Documentation

• AI Agent
• AI Agent 3 Claude Code/Codex
• Claude Code $10,000
• Copilot GitHub Copilot 2026