Introducing Cerious Scroll™

Reinventing Virtual Scrolling — Pixel‑Perfect, Infinite, and Instant.

A patent‑pending, framework‑agnostic rendering engine achieving O(1) memory, 360 FPS sustained scroll, zero GPU transforms, and exact pixel alignment across millions of dynamic‑height rows.

Memory
O(1)
Frame Rate
300–360 FPS
Alignment
Pixel‑Perfect
Transforms
None (CPU‑precise)
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The Problem

Modern data apps render millions of rows but hit the same walls: transform jitter, memory growth, dropped frames, and imprecise scroll math. Existing virtual scrollers rely on GPU transforms and heavy bookkeeping that break down at scale.

  • Transform drift and sub‑pixel jitter at high speeds
  • Memory growth proportional to dataset windows
  • Latency when rows have dynamic heights

The Cerious Solution

Cerious Scroll™ introduces a constant‑memory, mathematically precise positioning model. It maintains exact layout and index mapping without GPU transforms, enabling ultra‑high‑speed scrolling with dynamic heights and zero visual debt.

  • Constant memory footprint, independent of dataset size
  • Pixel‑accurate alignment across variable row heights
  • No GPU transforms — pure, deterministic positioning

Benchmark Snapshot

Benchmark comparison of Cerious Scroll showing constant memory and high FPS versus incumbents
Live capture from internal test bed. Same dataset and viewport across all comparisons.
Dataset Size Tested3,000,000 rows (variable height)
Sustained Scroll FPS300–360 FPS (no drops)
Memory FootprintConstant (independent of row count)
TransformsNone (CPU‑precise)

Full benchmark details available via private demo under NDA.

Integration Model

Cerious Scroll integrates at the engine layer, not as a third‑party UI dependency. Vendors can embed the core algorithm directly into their render loop (TypeScript/JavaScript), preserving their existing APIs and component model.

  • Framework‑agnostic (Angular, React, Vue, vanilla)
  • Drop‑in engine integration with vendor renderers
  • Licensable IP with OEM terms and optional royalties

Implementation specifics are disclosed under NDA. Evaluation binaries are provided for internal testing.

Company

Cerious DevTech LLC is a software innovation company focused on high‑performance rendering systems for modern web and desktop platforms. Our flagship technology, Cerious Scroll™, delivers mathematically precise virtual scrolling with zero memory growth.

Trademark © Cerious DevTech. “Cerious Scroll” is patent pending under U.S. Provisional Application No. XX/XXX,XXX.

Why It Matters

When datasets scale, every millisecond and megabyte matter. Cerious Scroll eliminates the long‑standing trade‑off between visual fidelity and speed, unlocking smoother analytics, risk dashboards, and real‑time control surfaces.

  • Better UX at extreme scale
  • Lower CPU & memory budgets
  • Simpler rendering pipelines

Request a Private Demo

We provide vendor and enterprise demos under NDA. Share a few details and we’ll follow up promptly.

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Security & IP

All demonstrations and evaluations are provided under a standard NDA. We can also supply a time‑limited evaluation binary for internal testing. OEM licensing and royalty structures available upon request.

  • NDA for demo & evaluation
  • Time‑boxed eval binaries
  • OEM & enterprise licensing

Need our NDA template? Request it by email.