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Copilot AI commented Nov 22, 2025

Proposes JIT compilation architecture to address interpreter overhead in hot validation paths.

Analysis

Current bottlenecks (4-step schema):

  • 12 function calls per execution (proxy → wrapper → isSuccess → step logic)
  • 4 intermediate result object allocations
  • Array iteration through runtimeSteps on every execute()
  • Try-catch wrapper on every step

JIT potential: 3-6x speedup via code generation eliminating loop unrolling, function boundaries, and intermediate allocations.

Proposal Documents

  • jit-mode-support.md: Four implementation strategies (function generation, lazy compilation, AOT API, hybrid fast paths) with 3-phase rollout recommendation
  • jit-performance-analysis.md: Execution path analysis, memory characteristics, compilation cost modeling (break-even at ~10 executions)
  • jit-mode-discussion-zh-tw.md: Chinese translation for maintainer
  • README.md: Proposals directory index and contribution template

Recommended Path

  1. Phase 1: Monomorphic optimizations in createPipeExecutor, fast paths for common primitives → 20-30% gain
  2. Phase 2: Explicit .compile() API using new Function() → 3-6x gain
  3. Phase 3: Auto-compilation after threshold → transparent optimization

Open Questions

  • Opt-in vs automatic compilation
  • Async step handling strategy (exclude, AsyncFunction, or mixed)
  • CSP fallback approach
  • Compilation threshold tuning
  • Compiled schema chainability trade-offs

Configuration

Updated eslint.config.js to ignore docs/proposals/*.md for code example flexibility.

Original prompt

建立一個 issue 用來和我討論目前的程式碼架構要怎麼樣有效的新增支援 JIT 模式


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Copilot AI changed the title [WIP] Establish discussion issue for JIT mode support Add JIT mode architecture proposal and performance analysis Nov 22, 2025
Copilot AI requested a review from DevilTea November 22, 2025 16:40
Copilot finished work on behalf of DevilTea November 22, 2025 16:40
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2 participants