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UNDERSTAND THE TOPIC

WebAI learning starts with a question, consults a primary source, examines a demonstration and then asks what the evidence actually supports.

What you will discover

  • Start with key terms and concepts.
  • Practice checking claims and citations.
  • Develop a critical understanding of generative systems.

No live news collection or AI model connection is enabled in this preview.

DEEPEN YOUR KNOWLEDGE · RESEARCH DOSSIERS

In-depth explanations, concrete cases and their evidence

Every dossier connects mechanisms, cases, limitations and original documents. Independent scientific review remains pending; original sources are provided for verification.

5studies to explore
01 Éducation

Teaching critical AI literacy for the synthetic Web

Move from passive acceptance of answers to evidence-led inquiry.

Teach foundational distinctions

A lesson should distinguish sourced text, generated synthesis, simulation and an agent taking an action. The tool must not be presented as an authority: learners should find the original documents.

Compare claims and evidence

Present two conflicting answers on a course topic, then identify origins, dates and relevant passages. Fluent writing may be false, while awkward writing may contain accurate facts.

View the verification workflow
  1. Choose a verifiable question
  2. Compare two answers
  3. Inspect the primary source
  4. Justify a conclusion
02 Accessibilité

Accessible and understandable AI interfaces

Apply WCAG to dynamic content and AI interactions.

The fundamentals still apply

An AI interface is still a Web interface. Alternative text, contrast, correctly labeled forms, visible focus and keyboard navigation matter whether a response is generated or not.

Announce dynamic content

New replies should be discoverable without unexpected focus jumps. Loading, error and completion messages can use accessible status regions appropriate to the context.

View the verification workflow
  1. Map essential user journeys
  2. Test keyboard access
  3. Verify status messages
  4. Evaluate comprehension
03 Durabilité

Right-sized AI and sustainability on the Web

Choose model architecture proportionate to tasks and devices.

Problem first, model second

Not every feature needs a large generative model. Conventional search, explicit rules and specialized models can solve many tasks with lower complexity and cost.

Comparable measures

Compare quality, response time, energy, bandwidth, model size and actual costs. Parameter count alone does not summarize footprint or performance across devices.

View the verification workflow
  1. Define the target task
  2. Compare simpler alternatives
  3. Measure across devices
  4. Publish trade-offs
04 Recherche

Visibility in generative search

Discover and evaluate content inclusion in AI answer interfaces.

Search and generation are not the same

Search engines use indexes and ranking systems; generative interfaces can build on them to select pages and compose a synthesis. Inclusion is not guaranteed even for indexed pages. Distinguish search, retrieval and drafting.

An accessible HTML foundation

Preserve durable URLs, descriptive titles, heading hierarchy, textual information and internal links. Unique, reliable material is more useful than large volumes of mechanically rewritten pages. Established SEO guidance still matters.

View the verification workflow
  1. Check index eligibility
  2. Compare citations and source links
  3. Inspect quality of referred visits
  4. Document uncertainties
05 Sécurité

Indirect prompt injection through Web content

Separate authorized instructions from untrusted retrieved Web content.

The trust boundary

A retrieved page, search result or document can embed a hostile instruction targeting the assistant. The model may confuse external text with higher-trust instructions. The attack need not be obvious to a human reading the page.

Beyond visible jailbreaks

Indirect injection becomes especially dangerous when a system can call tools or access private data. A page claiming to contain system instructions has no privilege merely because it was retrieved.

View the verification workflow
  1. Identify untrusted inputs
  2. Constrain tool privileges
  3. Test controlled malicious content
  4. Audit tool calls