VSCode + Continue + DeepSeek: AI Coding Without the GPT-4o Price Tag

Continue is the most popular open-source AI coding extension for VSCode. It supports tab autocomplete and a chat sidebar, working with any OpenAI-compatible API.

Pairing Continue with DeepSeek V4 through AIWave gives you the same coding assistant experience as using GPT-4o — but at a fraction of the cost.

Why Continue + DeepSeek?

Continue has two main features:

  • Tab autocomplete: Suggests completions as you type (like Copilot)
  • Chat sidebar: Ask questions about your codebase, generate code, explain errors
  • DeepSeek V4 Flash is fast enough for real-time autocomplete (sub-second latency from most regions to AIWave's Singapore servers) and strong enough for complex coding questions.

    Installation

  • Install Continue from the VSCode Marketplace
  • Get an API key from AIWave (free $1 credit on signup)
  • Configure (see below)
  • Configuration

    Open Continue's config file (~/.continue/config.yaml or via Ctrl+Shift+P > "Continue: Open Config"):

    
    models:
      - name: DeepSeek V4 Flash
        provider: openai
        model: deepseek-chat
        apiBase: https://aiwave.live/v1
        apiKey: ***
        roles:
          - autocomplete
          - chat
    
      - name: DeepSeek V4 Pro
        provider: openai
        model: deepseek-reasoner
        apiBase: https://aiwave.live/v1
        apiKey: ***
        roles:
          - chat
    

    This uses V4 Flash for autocomplete (speed-critical) and V4 Pro for chat (quality-critical). Both use the same API key.

    Autocomplete vs Chat: Different Needs

    AutocompleteChat
    Latency needed< 500ms1-5s acceptable
    Typical input500-2K tokens2K-20K tokens
    Typical output50-200 tokens500-4K tokens
    Best DeepSeek modelV4 FlashV4 Pro

    Autocomplete fires on every keystroke pause — high volume, tiny per-request cost. Chat fires on explicit action with longer contexts.

    Cost Estimate

    Assumptions: 300 autocomplete calls/day (500 in + 100 out) + 20 chat messages/day (4K in + 2K out), 22 work days/month.

    ComponentDailyMonthly (22 days)
    Autocomplete (V4 Flash)$0.0028$0.06
    Chat (V4 Pro)$0.0432$0.95
    Total$0.046$1.01

    *Same workload with GPT-4o: ~$15/month.*

    Tips

    Use @ mentions: Type @ followed by a filename to include it in chat context. @folder/ includes entire directories.

    Reduce autocomplete latency: If autocomplete feels slow, use V4 Flash exclusively.

    Context management: DeepSeek V4 supports 1M tokens. Continue auto-manages context, but use /clear to reset if responses degrade.

    Troubleshooting

    Autocomplete not triggering: Verify the model has the autocomplete role. Check VSCode: Editor: Accept Suggestion On should be enabled.

    API errors: Confirm apiBase ends with /v1. Test with curl to AIWave's endpoint.

    Model name mismatch: Use deepseek-chat for V4 Flash and deepseek-reasoner for V4 Pro. See models page.


    Continue gives you a Copilot-like experience in VSCode. DeepSeek through AIWave makes it affordable — about $1/month for heavy daily use. The $1 free credit covers your first month while you evaluate.