# Rendering Stability Under Load

> Guarantee UI stability during extreme rendering pressure using boundary partitioning and adaptive throttling.

- Skill: `majiayu000/rendering-stability-under-load` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds add majiayu000/rendering-stability-under-load`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/rendering-stability-under-load/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/rendering-stability-under-load

---


# Rendering Stability Under Load (React 18)

## Summary

Guarantee UI stability during extreme rendering pressure using boundary partitioning and adaptive throttling.

## Key Capabilities

- Decompose UI into independently recoverable regions.
- Apply adaptive throttling to expensive computations.
- Use `useDeferredValue` and `useTransition` to smooth updates.

## PhD-Level Challenges

- Model stability as a control system with feedback loops.
- Derive convergence criteria for adaptive throttling.
- Quantify stability improvements using jitter and stutter metrics.

## Acceptance Criteria

- Demonstrate stable input latency under synthetic load.
- Provide metrics comparing jitter before/after tuning.
- Document failure recovery paths for critical UI regions.