Skill· v1.0 · Updated 19 Oct 2026

Concept2Web

Convert research papers and technical concepts into rigorous, interactive web explainers.

by Zijian Han @lanthanum1

Compatible with

What it does.

Turn a research paper, technical report, or scholarly concept into a single-file HTML explainer that is accurate enough for a researcher and understandable to a motivated newcomer. Build two coupled systems: an evidence-backed explanation grounded in primary sources, and a frontend that makes the mechanism easier to reason about.

Start by establishing the contract—source material, audience, desired depth, and output format. Read the primary source before designing. Record each load-bearing claim with its source location, evidence class, scope, and confidence level. Distinguish what the authors claim from what equations define, what released code actually does, and what serves as teaching simplification.

Decompose the concept into problem, baseline, state, read, update, control, shape, cost, trade-off, and boundary. Design a progressive learning sequence from thesis through mechanism, equations, interaction, and sources. Add interactivity only when manipulating a variable reveals a relationship that static prose cannot show. Verify facts against primary sources, test all controls and state transitions, and check accessibility and responsive layout before delivery.

What’s inside.

Everything you need in the bundle. No tutorials. No assembly.

  • 01Evidence ledger that traces every central mechanism claim to primary-source location, distinguishing author claims, equations, code behavior, measurements, and inference
  • 02Concept decomposition covering problem motivation, baseline comparison, state variables, read/update/control operations, tensor shapes, complexity scaling, and trade-offs
  • 03Progressive explanation sequence from one-sentence thesis through mechanism overview, annotated equations, step-by-step execution, and interactive demonstrations
  • 04Single-file responsive HTML explainer with semantic markup, keyboard controls, sufficient contrast, and reduced-motion support
  • 05Interactive visualizations mapped to learning objectives—sliders for gates and parameters, step buttons for recurrence, toggles for baseline comparison, charts for scaling laws
  • 06Quality gate checklist covering evidence integrity, mathematical correctness, explanation clarity, interaction pedagogy, layout QA, and accessibility compliance
  • 07Deployment artifact with verified production URL, meaningful title and metadata, no embedded credentials or private paths, and stable public access

Drop it in. Press go.

  1. №01

    Download

    Buy once, get the file by email and on your dashboard.

  2. №02

    Drop it in

    Paste it into your agent. One minute.

  3. №03

    Run it

    Your agent picks up the new capability immediately.

  4. №04

    Your agent just got smarter

    One more thing off your plate — for every future job.

About the creator.

Zijian Han@lanthanum1

Things people ask.

$9

Concept2Web

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