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Research & Transmission

Understanding, documenting and learning in context

Practice notebooks · Totonacapan Institute

Researching how a capability is transmitted

The programme begins with a practical question: what needs to remain so that another person can learn and exercise knowledge with judgement? The working texts connect a participatory inventory, communities of practice, human learning and the evaluation of artificial intelligence tools. The proposed sequence starts with knowledge holders’ priorities.

A research pathway

  1. Listen and define. Identify practices, risks and needs through the Census framework.
  2. Bring a community of practice together. Recognise who teaches, who learns and who can review documentation.
  3. Observe human transmission. Record agreed tasks, demonstrations, corrections and working conditions.
  4. Organise procedures. Preserve authorship, versions, variants and responsibilities for each record.
  5. Examine context loss. Distinguish missing documentation from knowledge depending on gesture, situation or expert judgement.
  6. Evaluate AI as an apprentice. Check what it can reconstruct from authorised documentation.
  7. Evaluate AI as a teaching aid. Observe what a new person learns with its support.
  8. Return to those who know. Review errors, omissions and outcomes with knowledge holders and agree what can be preserved and shared.

Tegrity.AI’s contribution

Tegrity.AI connects the programme with research on documentary integrity, ambiguity and AI system evaluation. The work seeks to distinguish poorly defined responsibilities, contradictory versions and legitimate variants. This distinction makes it possible to formulate clearer experiments and recognise the limits of what an archive can teach.

This sequence describes a research design in preparation. Its hypotheses require fieldwork, agreements and validation; findings will be published as such when supporting evidence is available.

How to check a record

Three questions help establish where a description comes from and what still needs to be examined.

Provenance

Question
Who made the record, when and about which practice?
What to record
Note the source, context and version.

Comparison

Question
Where do the document, testimony and observation agree?
What to record
Note agreements, differences and what still needs to be observed.

Review

Question
What does someone who knows the craft confirm or correct?
What to record
Record the corrections and retain their attribution.

See the notebook’s sources →

Documentation is valuable when it helps people understand a practice and supports those who sustain it.

The Institute connects documentary research, territorial memory and knowledge transmission. It relates sources to people, processes and the conditions that enable knowledge to continue.

From recording to understanding

A photograph can show an object; a record identifies its provenance; testimony explains a use; observing a practice helps make sense of decisions and difficulties. These records complement one another without becoming interchangeable.

  1. 01

    Agree

    Define purpose, participants, permissions and access.

  2. 02

    Document

    Preserve sources, context, dates and attribution.

  3. 03

    Compare

    Distinguish documents, memory and interpretation.

  4. 04

    Return

    Share a useful description with those involved.

Formación Integral 3.0

This line revisits how people learn and develop capabilities in changing contexts. Within culture, it explores the relationship between experience, understanding and practice: learning to do, explaining decisions and preparing others to continue. This website does not announce open courses, qualifications or certifications.

Knowledge, rights and attribution

Participation, recording, publication and reuse are separate decisions. Documentation does not turn restricted knowledge into freely usable material. Each project must define access, publication and how contributions will be recognised.

Research cooperation

Proposals may concern archives, craft history, transmission, material culture or responsible documentation. A useful starting point is a specific question, the sources needed and an outcome that benefits participants.

Propose a research project →

Formación Integral 3.0 · From living knowledge to Internet governance

The trajectory, learning architecture and exchanges with Rose Luckin, Europeana, IGF and African networks.

Read the complete page →

Three ways to read a source

An archival record, a botanical plate and an activity report invite different questions. Each route leads to the source and its context.

01 · Archive

A deed from 1916

Cover of the 1916 Papantla notarial record

The cover and folio offer clues to the record’s identity: the date, the notary’s office and the names recorded.

View the deed (Spanish) →

02 · Natural history

Vanilla in a botanical drawing

Botanical plate of vanilla, with the flower and enlarged details

The botanical plate shows which details are enlarged to describe the plant, flower and fruit.

Examine the plate (Spanish) →

03 · Institutional activity

The Institute’s work

First page of the public 2025 activity report

The guide brings together the Charta, the public report and the activity presentations.

Open the document guide →

Perspective Beyond / An entrance to the thought Atlas

Ideas in conversation with this page

Research & Transmission

Open the map and explore its connections

The Atlas connects pages, ideas, experiences and sources. This map starts from the current reading and opens a path through its conceptual neighbours.

Select an idea to read what it contributes and how it connects. Lines also connect the readings with each other.

Work with your assistant

Copy the entry and give it to your assistant. Ask for an explanation, a comparison or an application to your own question.

Open the entry for your assistant ↗