Hi, Mario! Here I am

Mario Elisei
What's your approach to designing AI-driven interfaces for enterprise platforms? Specifically around component architecture and scalability.
Great question. When designing AI interfaces for enterprise, I focus on three core pillars.

01 · Transparency — users must always understand what the AI is doing, its confidence level, and when it's uncertain. This means explicit state indicators, not just loading spinners.

02 · Progressive disclosure — start with the essential output. Let users drill into reasoning, sources, and alternatives on demand. Cognitive load management is critical in enterprise contexts.

03 · Error resilience — AI fails. Design for graceful degradation. Every AI action should have a clear fallback, an undo path, and a way to override.
Mario Elisei
How does that translate to component architecture in a design system like Figma with MCP integration?
With MCP + Figma, you close the gap between design intent and implementation. The key is treating design tokens as a single source of truth — colors, spacing, typography all flow from Figma variables directly into code.

In practice this means your component library in Figma maps 1:1 with your production components. When a designer adjusts a token in Figma, the change propagates through MCP into the codebase automatically.

The architecture looks like: Figma variables → MCP bridge → design tokens JSON → component props → rendered UI. No manual handoff, no translation layer where intent gets lost.
Mario Elisei
That's a solid pipeline. What about multi-role enterprise platforms where different user personas need different levels of AI autonomy?
This is where parameterization at the role level becomes essential. Each persona — say an operator vs. an analyst vs. an admin — gets a different AI autonomy profile.

Operators might see AI suggestions but always approve actions. Analysts get full AI output with citations. Admins can configure autonomy per workflow. The underlying AI is the same; what changes is the trust surface exposed to each role.

Design-wise, this means your component states need to encode permission level. A button that triggers an AI action looks and behaves differently depending on whether the current user can act on it autonomously or needs to confirm. Same component, different state expression — this is where a well-structured design system pays off significantly.
Demo only — no live model connected.
// TEMPLATES
// AI MODEL
// AI Chat · Demo

Glad you're
testing the chat.

The navigation is a demo only. To access the chat with live local models, request a demonstration below.

Home Writing Dispersion & Refraction

Dispersion & Refraction

Dispersion & Refraction
Sponsored

// Science · Art · Engineering — 01

Optics
Ibn Sahl · 984
Newton · 1666
Fermat · 1662
17 ps/(nm·km)

I · Science

01The bend is a side effect

Light does not bend because glass pushes it. It bends because it slows down, and the two edges of a wavefront do not slow at the same instant. The refractive index is nothing more than that ratio — n = c/v. Everything else in this article is bookkeeping.

The bookkeeping was first written down in Baghdad in 984. Ibn Sahl set it out in a treatise on burning mirrors and used it to design a lens free of spherical aberration. Snellius restated it in 1621, Descartes published it in 1637, and the manuscript preceding them both by six centuries was identified only in 1990. The law kept the wrong name: attribution is a social process, not a physical one.

Dispersion is one further step. n is not a constant of a material — it is a function of wavelength. Blue slows more than red in glass, so blue bends more. The cause is resonance: electrons bound inside the material have their own natural frequencies, and light closer to them interacts more strongly. Dispersion is not a quirk of prisms; it is what resonance looks like under white light.

02The second prism

Everyone knows the first prism. Almost nobody knows that it proves nothing.

A prism turning white light into a spectrum is equally consistent with the theory Newton set out to kill — that glass adds colour to light in proportion to how much glass the beam crosses. Both explanations predict exactly the same photograph.

Newton’s experimentum crucis, at Woolsthorpe in 1666, was the second prism. He placed a screen with a small hole behind the first one, isolated a single colour, and sent that beam alone through a second prism. If glass coloured light, the second prism would have coloured it further. It did not. The red stayed red, deviated by precisely the amount its own index predicted, and refused to decompose.

White light enters the first prism and leaves as a spectrum. A screen with a small aperture isolates the red ray, which passes through a second prism and emerges still red, undivided.
The spectrum was already inside the light. The prism only sorted it.

This is the shape of every honest measurement: the first experiment produces the striking image, and the second one eliminates the alternative that would have produced the same image.

II · Mathematics

03Light solves an optimization problem

In 1662 Fermat proposed that light travels the path of stationary time — not the shortest distance, the shortest duration. Write down the geometry, differentiate with respect to the crossing point, set the derivative to zero, and Snell’s law falls out.

n₁ · sin θ₁ = n₂ · sin θ₂the first-order condition of a minimum

Two media separated by a boundary. The dashed straight line from A to B is the shortest path but the slower one. The solid path bends at the boundary, travelling further in the fast medium and less in the slow one, and takes the least time.
Light spends more of its journey in the fast medium and less in the slow one. The crossing point that minimises total time is exactly the one Snell’s law predicts.

That reframing matters more than the formula. Refraction is not a rule about light. It is the first-order condition of a minimum. The same variational calculus produces Lagrangian mechanics and, with the domain changed, every gradient step in a training loop. Light finds the optimum for the same reason a network does: that is what a stationary point of a smooth objective looks like.

The part where someone chooses an error

Exact optics is expensive, so applied refraction is a history of successively cheaper approximations. Cauchy fitted n(λ) with a polynomial in 1836; Sellmeier improved it in 1871 with a form derived from those electron resonances; Abbe compressed a glass’s entire dispersive behaviour into a single number.

And in 1994 Christophe Schlick published an approximation to the Fresnel equations — which govern how much light reflects rather than refracts at a given angle — replacing a trigonometric computation with a fifth power:

R(θ) = R₀ + (1 − R₀)(1 − cos θ)⁵Schlick, 1994 — wrong, and fast enough

It is not correct. It is close enough, it costs almost nothing, and it is therefore what runs inside every real-time renderer you have ever looked at. That is the entire bridge from physics to software, in one line: somebody decides which error is acceptable, and that decision is the engineering.

III · Art & Design

04Newton chose seven

The spectrum is continuous. There are no bands in it, no edges, no natural places to cut. Newton reported seven colours — and he chose seven because he wanted the divisions to correspond to the seven intervals of the musical scale.

Indigo sits in your primary-school mnemonic because of an analogy to music published in 1704.

A continuous spectrum bar running from red at lower energy to violet at higher energy, and beneath it seven separate discs labelled R, O, Y, G, B, I, V with their approximate wavelengths from 700 to 400 nanometres.
Nothing in the light marks those boundaries. Newton put them there, and they stuck for three centuries.

This is the first act of design on any continuum, and it is always arbitrary: you cut it into steps, and the steps outlive the reason for them. Same decision as the rungs of a type scale, the greys in a palette, the breakpoints in a grid. Nothing in the quantity tells you where the cuts belong. Somebody picks; everybody inherits.

The prism on the cover of The Dark Side of the Moon (1973, Hipgnosis) is the most reproduced piece of physics illustration in history, and it is optically wrong — the beam enters without refracting and the spectrum leaves with parallel edges. Nobody minds, because it is a diagram of an idea, not of an experiment. Chromatic aberration went the same way: a defect the optical industry spent a century engineering away, adopted as a style. Then glass reached the screen, and refraction became the interface’s way of saying there is something behind this layer.

And the cutting never stopped. Everything we use to name a colour descends from that first split — each one a different decision about where the boundaries go, each as invented as indigo.

White light enters a prism and seven rays fan out, each ending in a labelled colour standard: RGB, CMYK, HEX, HSL, LAB, ICC and HDR, in spectral order from red to violet.
Not an optical diagram — a genealogy. No prism has ever emitted a colour space.
But every colour space is a choice about where to cut the thing a prism produces.

IV · Engineering

05Three places it charges you

Render

Snell in the shader, Fresnel via Schlick, Beer–Lambert for the colour of thick glass. But one limit is worth stating plainly: RGB rendering cannot produce dispersion. Three channels carry no spectral resolution. A real prism needs wavelength samples, and you pay for every one. The chromatic aberration in your favourite game is not dispersion — it is the red and blue channels offset radially in a post-process. A convincing forgery, and an honest one, as long as nobody calls it physics.

Interface

An element with backdrop-filter is frosted glass on your screen, and among the most expensive things you can ask a compositor to do. It forces its own compositing layer and a read of everything painted behind it, inside a 16.7 ms budget at 60 fps. On a static header, cheap enough. On a list that scrolls, it is the GPU re-reading the backdrop every frame, on a battery.

Network

And the one nobody connects back to prisms. In long-haul fibre, chromatic dispersion is the ceiling on bandwidth. A laser pulse is not one wavelength but a narrow band, and each wavelength travels at its own speed. Standard single-mode fibre disperses at roughly 17 picoseconds per nanometre per kilometre at 1550 nm — over a thousand kilometres, a pulse a few nanometres wide smears by tens of nanoseconds. Symbols overlap; bits are lost. Dispersion-shifted fibre, compensating modules and DWDM channel spacing all exist to fight the same n(λ) that makes a rainbow.

A sharp narrow pulse enters a long optical fibre. Inside, three wavelength components travel at different speeds. The pulse leaves the far end broadened and smeared.
The same wavelength dependence that separates a rainbow spreads a laser pulse until neighbouring symbols overlap.

06The physical translation

17 ps
per nm · per km
16.7 ms
frame budget · 60 fps
3
channels · no spectrum
1990
ibn sahl recognised

Seventeen picoseconds per nanometre per kilometre. That single figure carries the whole chain.

The wavelength dependence of the refractive index — what Newton demonstrated with two prisms in a Lincolnshire farmhouse in 1666 — is the same property that decides how many bits per second fit inside a glass thread on the floor of the Atlantic. Every packet that delivered this page crossed a medium where dispersion was the adversary, and the amplifiers and compensating spools exist to cancel it out.

The rainbow and the bandwidth ceiling are the same equation, read in opposite directions.

07In practice

  • Put backdrop-filter over anything that moves and you have bought a per-frame backdrop read. Measure it on the cheapest device you support.
  • If a render needs true dispersion, no amount of RGB post-processing gets you there — you need wavelength samples. That changes the renderer, not the shader, so decide early.
  • When you discretise a continuum — colour, type sizes, spacing, breakpoints — write down why you chose those cuts. Newton’s reason was music, and it outlived him by three centuries.

08Sources

  • Ibn Sahl · On Burning Instruments, c. 984 — identified by Roshdi Rashed, 1990
  • Snellius 1621 · Descartes, La Dioptrique, 1637
  • Newton · Philosophical Transactions, 1672 · Opticks, 1704
  • Fermat · principle of least time, 1662
  • Cauchy 1836 · Sellmeier 1871 · Abbe number
  • Schlick · An Inexpensive BRDF Model for Physically-based Rendering, 1994
  • ITU-T G.652 · single-mode fibre dispersion characteristics
$ science · art · engineering — 01 · dispersion-refraction · me.eng.br
Sponsored
0
// LEAVE A COMMENT

O seu endereço de e-mail não será publicado. Campos obrigatórios são marcados com *