Make AI Agent Memory Portable

Create one short project handoff containing the current goal, completed work, source locations, open questions and next step. Keep it in a location you control. Persistent assistants make continuity a useful topic, but product memory does not replace a project record that you can inspect, edit and move.

This workflow works with a basic text editor and any assistant that can read the file. It does not depend on a particular model’s memory system. Use it when you switch tools, restart a long task or ask a human colleague to review progress.

Write the outcome in one sentence and name the exact deliverable. Then list what is complete with evidence: file paths, source URLs or a reviewed draft. Avoid a long diary of everything attempted. Another session needs the state of the work, not every conversational turn.

Separate observed facts, decisions and assumptions. A decision should name the person or document that authorized it. An assumption should say how to resolve it. Record the date of facts that may change so the next assistant knows when to verify them again.

The following is an illustrative handoff template. Adapt fields to the project, keeping it readable without special software:

Goal and deliverable:
Current state, checked at:
Completed work and evidence paths:
Decisions and who approved them:
Open questions and assumptions:
Allowed next step:
Actions requiring a new decision:
Checks already run and unresolved failures:

Do not place passwords, API keys or full private conversation exports in the handoff. Link to an approved source location instead. If the next environment cannot access that location, provide an appropriately redacted copy rather than broadening access automatically.

Ask the new session to read the handoff, inspect the referenced files and restate the next action. A summary can be wrong or out of date. The new assistant should establish what still exists before building on the previous assistant’s completion claim.

For a fictional proposal project, the handoff might say the scope draft is complete but the delivery date remains unapproved. The correct next action is to preserve that unknown. A new session should not fill it with a plausible date to make the proposal look finished.

A handoff explains context; it does not grant a new tool access to an account or authorize an external action. Inspect the new environment’s permissions and confirm that the allowed next step can be performed within them. If a task requires a new consequential decision, make that decision explicit.

For computer-use workflows, document which browser profile or test workspace was used without copying credentials. For document work, identify the approved source pack. This prevents a context transfer from quietly becoming a much broader data transfer.

Revise the handoff when a deliverable is completed, an assumption is resolved or a check fails. Remove stale next steps. Keep a small dated change note if historical decisions matter, but resist turning the file into another unreviewable transcript.

Use the context-engineering guide to design the source brief and the bounded-agent guide to define the work. The finished handoff should let another session continue correctly with fewer guesses and a clear understanding of what still needs human judgment.

Imagine the first assistant drafted a fictional proposal, checked the approved scope and stopped because the client has not confirmed a delivery date. The handoff should name the draft path, source pack and unresolved date. It should also say that sending the proposal is outside the completed work.

The next session reads the handoff and opens the draft. It discovers that the file has been renamed. The correct response is to locate the intended file using the available project context and verify its contents, or report the missing reference. It should not recreate a proposal from memory and assume the replacement is equivalent.

Once the file is found, the new session can continue the allowed revision while preserving the unknown date. After completion, update the handoff with the new path and checks. Remove the obsolete next step so a later session does not repeat it. This example illustrates continuity under changing file state without requiring a specific assistant’s proprietary memory feature.

Should every failed attempt be preserved? Keep failures that constrain the next decision or explain an unresolved issue. Omit routine conversational detours that no longer affect the work. Can the handoff contain copied source passages? Use short necessary excerpts and links, respecting the sensitivity and rights of the source.

What if the next tool has different permissions? Treat access as a new environment fact and use the least access needed for the allowed step. Context does not transfer authorization automatically. How do you know the handoff worked? Ask another session or person to identify the deliverable, current blocker and next action without additional explanation. If they cannot, shorten the narrative and make the state more concrete. The test is successful continuation, not the size of the saved memory file.

Reviewed on 17 October 2026. This is a documentation-based editorial guide with illustrative exercises, not a report of hands-on product testing. Check provider pages for current access, prices, terms and limits.

• Grok Bot overview
• OpenAI computer-use documentation

01 Choose a tool: compare the fit. 02 Use a prompt: start with context. 03 Check the result: keep your judgment.