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Copilot AI commented Dec 15, 2025

Performance analysis identified inefficient file system operations during static generation, expensive per-frame 3D calculations, and redundant library initializations.

Changes

File system caching (mdx.ts)

  • Cache post slugs and parsed content at module level
  • Use withFileTypes in directory reads to eliminate separate stat calls
  • Filter slugs before loading posts in getTopicPosts
// Before: loads all posts then filters
const all = getAllPosts('topics')
const filtered = all.filter((post) => post.slug.startsWith(`${topicSlug}/`))

// After: filters slugs first, loads only needed posts
const slugs = getPostSlugs('topics')
const filteredSlugs = slugs.filter((slug) => slug.startsWith(topicPrefix))
const posts = filteredSlugs.map((slug) => getPostBySlug('topics', slug))

3D particle animation (ThreeBackground.tsx)

  • Pre-calculate time factors outside particle loop
  • Use squared distance comparisons to eliminate 6,400 sqrt() calls per frame
// Before: sqrt() for every particle
const dist = Math.sqrt(dx * dx + dy * dy)
if (dist < radius) { /* ... */ }

// After: compare squared distances
const distSq = dx * dx + dy * dy
if (distSq < radiusSq) { /* ... */ }

Mermaid rendering (MermaidBlock.tsx)

  • Cache library instance at module level to prevent re-initialization per component mount
  • Add rendering guard for duplicate render prevention

Search (PagefindSearch.tsx)

  • Increase debounce to 200ms
  • Simplify type guards

Warning

Firewall rules blocked me from connecting to one or more addresses (expand for details)

I tried to connect to the following addresses, but was blocked by firewall rules:

  • fonts.googleapis.com
    • Triggering command: /usr/local/bin/node node /home/REDACTED/work/cellstack/cellstack/node_modules/.bin/../next/dist/bin/next build (dns block)

If you need me to access, download, or install something from one of these locations, you can either:

Original prompt

Identify and suggest improvements to slow or inefficient code


💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

- Add caching for post slugs and content in mdx.ts to avoid repeated file reads
- Optimize getTopicPosts to filter slugs before loading posts
- Optimize getTopicSlugs to use withFileTypes for better performance
- Reduce Three.js calculations by pre-computing values and using squared distance
- Cache mermaid instance to avoid re-initialization
- Improve PagefindSearch debounce and simplify type checking
- Remove unused variable in ThreeBackground

Co-authored-by: minorcell <120795714+minorcell@users.noreply.github.com>
Copilot AI changed the title [WIP] Identify and suggest improvements to slow code Optimize file I/O, caching, and per-frame calculations Dec 15, 2025
Copilot AI requested a review from minorcell December 15, 2025 08:48
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2 participants