MelıAI Mentoring
Use CasesSkills

Course material

  • CoursesPractice AI skills through focused lessons.
  • Learning pathsTake courses in a useful order.
  • Skill treeThe skill map behind every course.

Resources

  • AI TermsPlain definitions and quick practice.
  • GuidesDetailed help for useful AI work.
  • WalkthroughsCurrent setup steps for useful tasks.
  • Self-guidedMeli AI AcademyFree tierPublished courses and guides at your own pace.Create a free account
  • GroupAI Mastermind$97/monthLearn together in live group sessions.Explore AI Mastermind
  • One-on-oneIndividual coachingLimited availabilityIndividual AI coaching and consulting.Request availability
About Me

Your bookmarks

Loading your bookmarks

Latest updates

New courses, skills, book chapters, and site improvements will appear here.

Create free accountSign upDashboardDashboard
Use CasesSkillsAbout Me

Learn

Course material

  • CoursesPractice AI skills through focused lessons.
  • Learning pathsTake courses in a useful order.
  • Skill treeThe skill map behind every course.

Resources

  • AI TermsPlain definitions and quick practice.
  • GuidesDetailed help for useful AI work.
  • WalkthroughsCurrent setup steps for useful tasks.

Offerings

  • Self-guidedMeli AI AcademyFree tierPublished courses and guides at your own pace.Create a free account
  • GroupAI Mastermind$97/monthLearn together in live group sessions.Explore AI Mastermind
  • One-on-oneIndividual coachingLimited availabilityIndividual AI coaching and consulting.Request availability
Sign in
More links below

AI coaching to improve your impact and improve any area of your life.

MelıAI Mentoring

I never sell your personal data.

Learn

  • Courses
  • Learning paths
  • Skill tree
  • Skills

Resources

  • Use Cases
  • AI Terms
  • Guides
  • Walkthroughs
  • Security audit

Work with me

  • Meli AI AcademyFree tier
  • AI Mastermind$97 a month
  • Individual coachingLimited availability

About

  • About Me
  • Contact
  • Member sign in
Privacy PolicyAcademy DataCoaching PrivacyTerms of Use

© 2026 Meli AI Mentoring. All rights reserved.

Walkthroughs/Any model/Knowledge extraction

Save decisions and instructions from an AI conversation

Keep the useful decisions from a long chat so your next task can start from what you agreed.

15 minutesIntermediateAny model
Outcome

Checked decisions, instructions, and open questions saved in labeled files for later use.

Follow the steps

Member starter

Members only

Start with your agent

Copy the directions into Codex. Your agent can help with the setup; the steps below explain what to do and what to check.

Sign in to copy

New here? View membership

How it works

A long AI conversation can mix decisions you made with suggestions you rejected or never agreed to, and a general summary may blur the two. Saving each decision with a short supporting quote lets you check it before another agent relies on it.

Each saved item is a record: one decision, instruction, or open question, with its source. Your assistant proposes records, and you review them. Then an agent, an AI tool allowed to edit files in a folder you choose, saves the checked records in your notes folder, where you already keep notes for this project. Open questions stay open, and suggestions are not saved as standing instructions (instructions meant for every future task).

  1. 01Give your assistant the conversation
  2. 02Ask for decisions and their supporting quotes
  3. 03Check what was agreed
  4. 04Choose where the records belong
  5. 05Ask the agent to file the checked records
  6. 06Read the saved records once more

Find what was agreed, check it, then save it

  1. 01

    Give your assistant the conversation

    To separate an agreed decision from a passing suggestion, the assistant needs the messages themselves. A remembered summary can drop who said something or whether you accepted it.

    Open the conversation you want to preserve. If the assistant cannot read the messages, paste them into the chat and ask it to list any missing parts. A data export (the account download you request in Settings, sent by email) also works, but it holds your whole history.

    Check: The assistant can point to the messages it is using.

    Remove private details the task does not need before pasting the messages.

    Guidebook-style diagram showing extracted records checked against their sources and sorted into keep, revise, and delete trays.Guidebook-style diagram showing extracted records checked against their sources and sorted into keep, revise, and delete trays.
    You check each record against its source, then keep it, repair it, or delete it before anything is saved.
  2. 02

    Ask for decisions and their supporting quotes

    You will check every record before anything is saved, so ask for a quote beside each one. The quote lets you confirm a record's meaning without rereading the whole conversation.

    Paste the extraction prompt into the chat that holds the conversation. It asks the assistant to separate what you agreed to from what it only suggested.

    Extract the useful decisions with your assistant

    Extract useful records and keep their evidence attached.

    Check: Each proposed record contains one clear point and a quote that supports it.

  3. 03

    Check what was agreed

    Some proposed records can claim more than the conversation said. A quote must support the whole record: “We could try weekly reports” does not mean “We decided to send weekly reports.” Another agent may follow preferences and standing instructions (instructions meant for every future task) in your name, so confirm those records yourself.

    Compare each record with its quote, and search the conversation for any quote you do not remember. Correct overstatements, reject records whose quote you cannot find or that claim more than it says, and confirm personal preferences before saving them.

    A one-time report request does not establish a lasting writing preference

    Use this pattern with quotes from your conversation. Do not save this example.

    Source excerpt
    User (message 4): "Use the support-ticket export as the source. Draft the summary in weekly-update.md, and keep unresolved refund cases in a separate list."
    
    Supported one-time instruction
    - Record: For this summary, use the support-ticket export, draft in weekly-update.md, and list unresolved refund cases separately.
    - Evidence: "Use the support-ticket export as the source. Draft the summary in weekly-update.md, and keep unresolved refund cases in a separate list." (User, message 4)
    - Scope: This support-summary request
    - Status: Supported
    
    Rejected record
    - Claim: The user prefers short reports.
    - Reason: The source says nothing about report length.

    Check: You approve the records to save, and unanswered questions remain open.

    Keep a decision’s reason when the conversation gives one. It helps you understand the choice later.

    Guidebook-style diagram showing extracted records checked against their sources and sorted into keep, revise, and delete trays.Guidebook-style diagram showing extracted records checked against their sources and sorted into keep, revise, and delete trays.
    You check each record against its source, then keep it, repair it, or delete it before anything is saved.
  4. 04

    Choose where the records belong

    The checked records are easier to reuse in your notes folder, next to the files you already consult for this project. A new, unrelated folder is easy for the next agent to miss.

    Open your notes folder in Codex (in the ChatGPT desktop app), Claude Code, or Claude Cowork (both in the Claude desktop app on a paid plan; in the newer combined Claude layout, any conversation can work in a folder). Tell the agent it may file the checked records there, and name any files it must leave alone.

    Check: The agent identifies the existing files that could hold the records.

    Open only the folder this task needs, and review the app's permissions. An agent can change or delete files in that folder, and some apps can also reach your browser or connected services.

    Annotated Codex projects list with This Project highlighted as the opened local workspace.Annotated Codex projects list with This Project highlighted as the opened local workspace.
    Open your notes folder as the agent's workspace.
  5. 05

    Ask the agent to file the checked records

    Each approved record now needs a home in your files. The agent picks a file for each one, keeps its supporting quote, and checks that the record is not already saved.

    Give the agent the checked records and the filing prompt. Ask it to reuse your existing organization and report where it saved each record.

    Save the checked records with your agent

    Run this after opening the folder that should receive the records.

    Check: The approved records appear in named files with their sources attached.

  6. 06

    Read the saved records once more

    If the agent drops a record's reason or its “uncertain” status while filing, the record reads as more settled than it was. Check that the saved files hold the records you approved and sit in your notes folder.

    Open the changed files and compare the additions with the checked records. Ask the agent to fix missing quotes, duplicate records, or a suggestion presented as a decision.

    Check: The saved records preserve the decisions, reasons, and open questions from the conversation.

    Do not ask the agent to edit an app’s built-in memory, the details Claude, ChatGPT, or Codex saves automatically when memory is turned on. These records belong in your files.

    Guidebook-style comparison of a rejected folder maze and findable files with source and reasoning visible.Guidebook-style comparison of a rejected folder maze and findable files with source and reasoning visible.
    Records saved in files you already use, with their source and reason attached, stay easy to find and check.

If you get stuck

The AI says it cannot access previous conversations.

Open the original conversation, or paste its messages into a new chat. Past-chat search depends on your plan and settings.

The extraction output is too generic.

Ask for records only from the messages in this chat, each with a quote and a message or section reference.

The AI invents details that were not discussed.

Reject every record whose quote you cannot find in the conversation or whose quote does not support the whole claim.

The assistant cannot edit or save files.

Open your notes folder in Codex, Claude Code, or Claude Cowork (the Claude options need a paid plan), then paste in the checked records and the filing prompt.

Sources and further reading

Official sources and check dates

The dates below show when each official source was checked against the steps on this page.

Use Claude’s chat search and memory to build on previous context

Claude can search past chats and keep memory, but chat search needs a Pro, Max, Team, or Enterprise plan, searches inside a project stay in that project, and incognito chats are never searched.Claude Help Center•Checked September 22, 2026

Memory in ChatGPT

ChatGPT memory is a changing synthesis of useful context and its memory summary does not contain every detail, so exact records still need the source conversation.OpenAI Help Center•Checked September 22, 2026

Find & manage your recent chats in Gemini Apps

Gemini past-chat reference requires a personal Google Account, age 18 or older, and Keep Activity and Memory settings turned on; it is not available on work or school accounts.Google Help•Checked September 22, 2026

Gemini Apps Privacy Hub

When Keep Activity is on, Gemini saves chats and shared materials in Activity with auto-delete controls available.Google Help•Checked September 22, 2026

Export your Claude data

A Claude data export covers the whole account and arrives as a download link by email, rather than exporting a single conversation.Claude Help Center•Checked September 22, 2026

ChatGPT desktop app

Codex opens inside the ChatGPT desktop app and can work in a local project folder you choose.ChatGPT Learn•Checked September 22, 2026

Claude Code overview

Claude Code reads a codebase, edits files, and runs commands across terminal, IDE, desktop app, and browser.Claude Code Docs•Checked September 22, 2026

Get started with Claude Cowork

Cowork brings Claude Code-style agent work to knowledge work beyond coding on paid plans, in Claude Desktop on macOS and Windows and also on the web and mobile; reaching local folders requires the desktop app.Claude Help Center•Checked September 22, 2026

Use Claude Cowork safely

Cowork can read, write, and permanently delete files in connected folders and can reach the browser, connected services, and apps. Anthropic advises a dedicated working folder instead of broad access.Claude Help Center•Checked September 22, 2026