Operator Concept Preserver

Extract an author's ideas from AI conversations

Recover concepts, corrections and insights from a selected corpus while preserving their origin.

Use it when knowledge is scattered across chats, notes or transcripts and you want ideas or methods you can reuse.

Understand the method ↓Use it with my AI ↓

Competence · Knowledge and continuity · Public edition 0.3.2

Recover ideas for a book from conversations selected by its author

The author selects conversations for a book. The assistant groups concepts actually expressed, retains short passages with references and proposes chapter connections separately.

The key relationship. Separates the author's words from assistant output, reduces noise and duplication, and organises useful concepts with source references.

An illustrative situation to adapt to your work. Read the complete cases ↓

Adapt the competence to your work

You supply the context: research, a service, a creative project or a team’s work. Examples make the method visible; adaptation preserves the relationships that make it work while understanding the purpose, sources, people and means of your own assignment.

Tell your AI what you want to achieve, what already exists and a practical situation to address. Ask how this competence changes the work and which knowledge from your domain should participate. MAIOS provenance identifies the shared knowledge; you can use it directly in your AI or compose it with an existing kernel.

Adaptation examples in other contexts ↗

Extract an author's ideas from AI conversations

This competence recovers concepts, corrections and insights expressed by the author from a selected corpus of chats, notes or transcripts. It keeps the source accessible and distinguishes what the person expressed from what the assistant developed.

It works on the corpus actually selected. The result makes ideas usable for research, a project or writing without turning a model's summary into the author's voice.

Understand the corpus and its purpose

Identify which documents, conversations, periods and people belong to the requested work. Understand whether the aim is ideas for a text, requirements, corrections to a method or a reconstruction of concepts. Use the materials available in the authorised environment; a link or the name of a chat is not equivalent to having read its content. If a part is missing, state the coverage and continue where the material is sufficient. Do not extend the analysis to personal archives that were not selected.

Attribute the words before deriving the concept

Recognise the author, other participants and the type of passage. Separate the person's words, assistant summaries, quoted text, tool messages and attached material. A simple acknowledgement does not automatically make the model's entire previous response the author's contribution. Preserve the reference that allows the passage to be reopened: file and position, identifier or date when available. Read the context needed to understand what a correction refers to; do not attribute the latest formulation to a time when it was not yet present.

Reduce noise while preserving meaning

Group genuine duplication and leave logs, navigation, routine confirmations and unnecessary confidential data out of the working result. Do not rewrite sources to clean them up. Repetition may clarify a concept or change its meaning: preserve that difference instead of deduplicating only by similarity. An unfinished insight may deserve to remain open; the absence of a final formulation does not authorise you to complete it with a thesis of your own.

Form a result that can be checked

For each useful concept, make its meaning, source, the situation it addresses and possible use recognisable. Keep a short quotation when the wording is decisive and separate it from your paraphrase. Explicitly attribute interpretations, connections and possible developments proposed by the assistant. Distinguish a personal preference, a project fact and a generalisable method when this changes what follows; do not assign levels or importance through a fixed system. Themes may intersect without becoming closed categories.

Let ideas continue in the relevant place

A correction can change a competence, a requirement can enter the project and an insight can inform a draft. Connect each return to the part that will use it. A collection of ideas does not entail publication, rewriting the original or approval of derived content. When a quotation contains private details, preserve the source in its own environment and prepare only the portion needed for the selected work. The ability to attribute contributions must also accompany extracts passed to another assistant.

Operator Concept Preserver in practice: worked cases

These cases illustrate situations, causal distinctions and choices you can adapt to your work.

Italiano. The following cases illustrate how the method is used.

Recover ideas for a book from conversations selected by its author

The author selects conversations for a book. The assistant groups concepts actually expressed, retains short passages with references and proposes chapter connections separately. An unresolved question remains a question; extraction does not convert it into the book’s final thesis.

Extract product requirements from project discussions

A team supplies its project conversations. Extraction distinguishes a client request, an assistant’s technical proposal and a later decision. A possible requirement remains a candidate unless the corpus supports a determination. The resulting account keeps the reference needed to reopen its source.

Recover corrections that should change the assistant’s method

Several corrections show that the assistant selected a format before understanding the purpose. The account preserves each correction in context and derives, as an attributed interpretation, the knowledge to bring into the method. That return does not require publishing the private conversation.

Apply the method to your case

Use SKILL.md or START_CHAT_EN.txt with the relevant sources and your actual context. Keep observations, interpretations and what remains open distinguishable. Preserve the useful reason and continuation in the project’s guide.

Operating choices with Operator Concept Preserver

Separates the author's words from assistant output, reduces noise and duplication, and organises useful concepts with source references.

Recover the operator's concepts from a bounded corpus

Establish the selected corpus and recover source passages with their location and surrounding context. Distinguish direct operator words, assistant interpretation, submitted text of uncertain authorship and later confirmation or correction. Authorship is not established merely because a text was pasted by the operator. Preserve questions and possibilities as such rather than turning them into determinations.

Group passages by meaningful concept while retaining the original wording and causal relation. Note actual coverage and unavailable portions; a search result or excerpt does not establish full reading. A repeated assistant formulation cannot become source through repetition. Let a later operator correction revise the active interpretation while preserving the earlier event's attribution. Return the source-linked concept in the form needed by the receiving work; a structured register is useful only when it improves retrieval. Do not recover adjacent private corpora or publish the original conversation merely because it is accessible.

Read the complete operating method

Recover an author's concepts, corrections and insights from a selected corpus of conversations, notes or transcripts. Keep the source reachable and distinguish the person's expression from the assistant's elaboration.

Work on the corpus actually selected. Make ideas usable for research, a project or writing without presenting a model's summary as the author's voice.

Understand the corpus and purpose

Identify the documents, conversations, time ranges and people included in the requested work. Understand whether the purpose is ideas for writing, requirements, method corrections or conceptual reconstruction. Use materials available within the authorized environment; a link or conversation title does not mean its contents have been read. State coverage when part is missing and proceed where the available material is sufficient. Do not extend the analysis to unselected personal archives.

Attribute words before deriving concepts

Recognize authors, participants and passage types. Separate the person's words, assistant summaries, quoted text, tool messages and attachments. Simple assent does not automatically make the entire preceding model answer the person's own statement. Keep a reference that reopens the passage: file and position, identifier or date when available. Read enough context to understand the object of a correction. Do not attribute the latest formulation to an earlier time when it did not yet exist.

Reduce noise while preserving meaning

Group actual duplicates and omit logs, navigation, routine confirmations and unnecessary private data from the working account. Do not rewrite the sources to clean them. Repetition may clarify or change a concept; preserve that difference instead of deduplicating by resemblance alone. An incomplete insight may deserve to stay open. The absence of a final formulation does not authorize completing it with your own thesis.

Form an inspectable account

Make each useful concept, source, responding situation and possible use recognizable. Keep a short quotation when wording is decisive and separate it from your paraphrase. Explicitly attribute interpretations, connections and possible developments proposed by the assistant. Distinguish a personal preference, project fact and generalizable method when that changes continuation; do not impose a fixed ranking system. Themes can intersect without becoming closed categories.

Let ideas continue in the relevant place

A correction may change a competence, a requirement enter a project or an insight inform a draft. Connect each return to the part that must use it. An idea collection does not imply publication, rewriting the original or approval of derived content. When a quotation contains private details, keep the source in its own environment and prepare only the portion needed for the selected work. Attribution must accompany extracts passed to another assistant too.

From conversation to competence

The direct work is attributed extraction. The meta relation appears when a correction recovered from the corpus changes writing, research or competence formation.

The relation becomes autological when extraction recognizes that its own method was replacing the author's voice, for example by attributing a model-generated generalization to the author. Correct both the extract and attribution method. Reconstruction remains bounded by sources actually available.

Learning and continuation

Keep coverage decisions, references and interpretation-relevant ambiguities in the work guide. An author's correction can update an extract without rewriting what was said earlier.

Return knowledge to the competence that must act differently. A referenced collection makes concepts inspectable and usable; it does not by itself certify completeness, absolute originality or assimilation.

Reachable operating knowledge

Read OPERATING_GUIDE.md as part of this method when forming the work. It carries the practical knowledge, decision relations and available means for this capability. The complete chat starter includes this knowledge and worked examples, so it remains usable without private sources. Preserve the public source identity and adapt through the recipient's actual means.

Operator Concept Preserver and improvement of the method

From conversation to competence

The direct work is attributed extraction. A meta relation appears when a correction recovered from the corpus changes how other competences write, research or are formed.

The relation is autological when extraction recognises that its own method was replacing the author's voice: for example, by attributing a model-generated generalisation to the author. It then corrects both the extract and the attribution criterion. Reconstruction remains limited to sources actually available.

Competence, meta and autology: the conceptual guide ↗

How Operator Concept Preserver learns through work

Keep coverage decisions, references and ambiguities that change the reading in the work guide. A correction by the author can update the extract without rewriting what was said earlier.

Return the knowledge to the competence that needs to act differently. A well-referenced collection makes it possible to check and use concepts; it does not by itself certify completeness, absolute originality or assimilation.

Use Operator Concept Preserver in chat or a project

In a chat

Copy or attach START_CHAT_EN.txt and add your working context. It includes the complete method in English. Keep the useful return for the next session; the assistant may converse in your language.

In an agentic environment

Make the resource folder readable to the assistant, point it to SKILL.md, and choose the project documents that will carry continuity. Tools and actions depend on the actual environment and mandate.

With or without a kernel

With an existing kernel, connect the method to the relevant competence and guides. Without one, the complete starter supplies the operating method for the work described here.

Give Operator Concept Preserver an assignment

Read or copy the complete English starter and add your context. English is the kit’s primary language; Italian counterparts are included.

Download the package · 0.3.2 ↓Adopt it in your environment ↗Read the guide ↗Read the competence ↗Read the complete starter ↗