Transformer-circuits
The Interpretability team strives to change that — to understand these models to better plan for a future of safe AI.
transformer-circuits.pub Writing & Documents / Academic Writing & Research
- Monthly visits
- 150.1K
- Down8.7%MoMOct 2026
- Public revenue
- Undisclosed
- No public revenue evidence yet
- Entry price
- Free
- No monthly subscription pricing
- Launched
- 24mo ago
- 2024-11-21 · Est.
Traffic
Marketing moves
Launches, search & content, referrals, promotionsLaunched on Show HN (579 pts · 99 comments)Launch
Llama 3.2 Interpretability with Sparse Autoencoders — I spent a lot of time and money on this rather big side project of mine that attempts to replicate the mechanistic interpretability resear…
Nov 21, 2024 · 24mo agoLaunch page
Third-party reviews & case dossiers
Acquisition breakdowns, engineer reviews & open-source metrics- Post excerpt:
- I spent a lot of time and money on this rather big side project of mine that attempts to replicate the mechanistic interpretability research on proprietary LLMs that was quite popular this year and produced great research papers by Anthropic [1], OpenAI [2] and Deepmind [3]. I am quite proud of this project and since I consider myself the target audience for
Traffic sources
Traffic breakdown
Channels
- Direct54%
- Referrals18%
- Organic Search17%
- Social7%
- Other3%
Countries
- United States55%
- Germany7%
- Brazil6%
- United Kingdom5%
- India5%
Search
Domain authority —Domain registered 2021-12-08
| Keyword | Monthly volume |
|---|---|
| toy models of superposition | 2,120 |
| a mathematical framework for transformer circuits | 870 |
| on the biology of a large language model | 580 |
| j space j lens | 400 |
| toy model of superposition paper | 160 |
Traffic data: Vaneform
Pricing
Pricing page not identified yet, or no public pricing listed.
Pages & changes
Key pages
Weekly snapshotsChanges
Design
Minimal Monochrome (Light canvas, airy density) featuring centered headline + cta layout and illustration / character art visuals.
First-screen preview · click to zoom
First-screen pitch & conversion flow
“Anthropic’s Interpretability Research”
Centered Headline + CTA hero structure paired with direct input / instant try CTA and no explicit trust bar.
Conversion path: Centered Headline + CTA + Illustration / Character Art → Direct Input / Instant Try
- Category Positioning Anchor
- Custom Illustration
Palette · click to copy
- Typography
- 8.0
- Color & Contrast
- 7.0
- Layout & Spacing
- 8.0
- Craft & Polish
- 7.0
- Distinctiveness
- 7.0
Structure
- Fonts
- Styrene A / system-ui
- Hero layout
- Centered Headline + CTA
- Primary visual
- Illustration / Character Art
- Conversion CTA
- Direct Input / Instant Try
- Social proof
- No Explicit Trust Bar
- Navigation
- Minimal Logo + Action
- Theme & density
- Light · Airy
- Corners & depth
- Medium Radius · Hairline borders
Preview full AI design brief (includes :root CSS variables & layout rules)Style tokens only; never copy brand names, logos, copy, or images
# Design Brief: Minimal Monochrome (with Editorial)
Monochrome palette with a single accent color, hairline dividers, and generous whitespace.
## Design Tokens
```css
:root {
--background: #faf9f5;
--surface: #eeede9;
--foreground: #000000;
--muted-foreground: #0f0f0e;
--accent: #0000ee;
--radius: 8px;
--font-heading: "Styrene A", ui-sans-serif, system-ui, sans-serif;
--font-body: "system-ui", ui-sans-serif, system-ui, sans-serif;
}
```
Color area ratio: Background #FAF9F5 (~74%) · Surface #EEEDE9 (~15%) · Text #000000 (~6%) · Muted Text #0F0F0E (~4%) · Accent #0000EE (~1%). Background and surface dominate the canvas; reserve the accent color for primary buttons and active states.
## Layout & Conversion Structure
- Hero layout: Centered Headline + CTA
- Navigation: Minimal Logo + Action
- Theme & density: Light · Airy
- Border radius & elevation: Medium Radius; no drop shadows—separate layers with hairline borders and whitespace
- Primary visual medium: Illustration / Character Art
- Conversion CTA: Direct Input / Instant Try
- Headline hook: Category Positioning Anchor
- Hero components: Custom Illustration
- Spatial layout notes: Centered Headline + CTA hero structure paired with direct input / instant try CTA and no explicit trust bar.
- Visual summary: Minimal Monochrome (Light canvas, airy density) featuring centered headline + cta layout and illustration / character art visuals.
## Avoid
- Multi-stop neon gradients
- Heavy drop shadows
- More than one competing accent color
Implement the UI following the design tokens and layout specifications above: use only these color variables, and reserve the accent color strictly for primary actions and active states. Adopt only this visual style—never copy any reference product’s brand name, logo, copy, or imagery.
Questions & evidence
- How much website traffic does Transformer-circuits get?
- Vaneform estimates 150.1K website visits in 2026-10. Visits can include repeat visits; this estimate measures web traffic separately from paying customers or revenue.Source
- What is Transformer-circuits and what platforms does it support?
- Transformer-circuits is catalogued under Academic Writing & Research: The Interpretability team strives to change that — to understand these models to better plan for a future of safe AI.. Supported platforms: Web.
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