π Architecture Overview React + Vite + CodeMirror 6 editor powered by Zustand and OpenRouter. Implements Fill-In-The-Middle (FIM) completions via raw HTTP streams, LCS progressive text diffs for inline editing, and phantom decorations for ghost-text.
π‘ Core Patterns
- Progressive Diff Fallback:
segmentedApply.tsuses a custom Longest Common Subsequence (LCS) algorithm to build AI review blocks. It aggressively slices text hierarchically: paragraph (\n{2,}) β line (\n) β token (\s+) to guarantee human-readable granular diffs. - Non-Destructive Ghost Text: Injects phantom UI overlays via CodeMirror
WidgetType,StateEffect, andStateField. Text is absolutely positioned (opacity: 0.5) and completely decoupled from document state until the user accepts. - FIM Budget Slicing: Extracts exactly 8,000 characters of prefix and 2,000 characters of suffix around the cursor for optimal Fill-In-The-Middle context balancing.
- Fallback Model Routing: Utilizes OpenRouterβs
route: 'fallback'feature with chained models (codestral,deepseek-coder,gpt-4o-mini). Ensures high uptime and latency optimization for autocomplete. - Multi-Layered Composers:
compose.tsmerges systemic instructions, track contexts (autocomplete vs inline), active presets, and manual user overrides into a strictly validated text prompt.
π¨ Anti-Patterns & Gotchas
- Naive Cache Collisions:
completionCache.tsgenerates cache keys using raw string slices (prefix.slice(-200)andsuffix.slice(0, 100)). This guarantees silent cache collisions if the immediate surrounding code is identical but top-of-file imports change. - Synchronous Storage Bloat:
useEditorStoreindiscriminately persists the entirecontentandfilesarray directly intolocalStorage. This will quickly triggerQuotaExceededErrorbrowser crashes on moderate-to-large multi-file workspaces. - DOM Detachment Risks: Ghost text utilizes raw
absoluteandwhiteSpace: preCSS injections. Changes to CodeMirror font metrics, zooming, or hard line-wrapping will cause the phantom text to visually misalign with the caret. - Word Match Brittleness: The
acceptGhostTextWordlogic uses a naive regex (/^(\S+\s*)/). This fails on complex structural syntax (like nested brackets or object accessors) forcing users to accept the entire chunk.
π§ Best Practices
- Predictive Request Aborting: The
useCompletionhook strictly wiresAbortControllersignals to the userβs keystroke debouncer (150ms). Cursor movement instantly kills pending LLM streams to drastically cut API token waste. - Raw SSE Cost Tracking: Manual chunk-by-chunk stream parsing (
TextDecoder) accurately intercepts the final OpenRouterusagepayload. Computes live session billing/cost tracking entirely client-side. - Decoupled Diff Decisions: The
segmentedApplydiffing engine isolates UI rendering from the segment lifecycle (pending,accept,reject). Allows users to resolve chunked AI suggestions non-linearly.