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

I've been using this workflow for months now, making every mistake along the way so you don't have to. Here's what actually works.

I've been using this workflow for months now, making every mistake along the way so you don't have to. Here's what actually works.

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 ControlMAI-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