The Symptom: Why Your IDE Agent Freezes
If you build software using Cursor or Claude Code, you have encountered the infamous pause: you hit enter on a prompt, the agent starts thinking, and then it hangs for 2 to 4 seconds between every single tool execution.
Most engineers assume the delay is network latency or IDE indexing. In reality, the bottleneck is Autoregressive Deliberation Overhead.
The Diagnostic Breakdown
Let's trace what happens when Claude Code runs git diff:
- Context Encoding (400ms): The agent harness serializes 30,000 tokens of file history and MCP tool schemas.
2. Upstream Forward Pass (600ms): Claude 3.5 Sonnet processes all 30,000 tokens across thousands of GPU memory channels.
3. Token-by-Token Decoding (400ms): The model emits {"name": "run_command", "args": {"cmd": "git diff"}} one token at a time at 35ms per token.
4. Total Turn Latency: 1,400ms to 2,400ms.
BEFORE PROXY OPTIMIZATION:
[Developer Prompt] ---> [1,400ms Wait] ---> [git status] ---> [1,500ms Wait] ---> [view_file] ---> [1,600ms Wait] ---> [edit_code]
Total idle time before editing: 4.5 seconds.
AFTER JEVPROXY ACCELERATION:
[Developer Prompt] ---> [18ms Intercept] ---> [git status] ---> [18ms Intercept] ---> [view_file] ---> [edit_code]
Total idle time before editing: 0.036 seconds (125x faster!).How to Fix It in 60 Seconds
You can eliminate this delay across your local development machine with a single CLI command:
# Install and launch Cursor accelerated by JevProxy:
npx jevproxy run cursor .
# Or configure for Claude Code / Cline:
export ANTHROPIC_BASE_URL=https://api.jevproxy.com/v1
export ANTHROPIC_API_KEY=jev_live_your_key_hereThe result is near-instantaneous tool execution, keeping you entirely in flow state.