Resume an AI Coding Task with a Useful Handoff Card
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A useful handoff card tells you what the task is, where its current work lives, which decisions are settled and what to do next. Keep it beside the original conversation and artifacts so you can resume from a concrete checkpoint rather than reconstructing the whole task from memory.
This is a manual note-taking method. You can use it in a plain text file, a project note or the conversation itself; it does not depend on an app automatically transferring context.
Save the state that changes your next action
A long transcript contains far more than the next person needs. A short summary can omit the one thing that matters. The handoff card sits between them: a compact index to the task, its decisions and its evidence.
For example, “The homepage is nearly finished” leaves several possibilities open. Is there a design draft, a code change or a published page? A more useful checkpoint is: “A proposed heading change exists in the draft. The narrow layout has not been checked. Next, inspect it at the target widths.”
Use concrete references wherever possible. A file path alone may not identify the version you saw; a screenshot alone may not identify the code behind it. Record enough context to find the same artifact again.
Copy this handoff card
Task:
[One sentence describing the intended result.]
Project and conversation:
[Project name, conversation title and actual link/reference.]
Current artifact:
[File, patch, document or design reference; include version when useful.]
Settled decisions:
- [...]
Still open:
- [...]
Last checked result:
[What was inspected or run, and where its evidence is recorded.]
[If none: “Not checked yet.”]
Current state:
[Analysis / draft / proposed patch / checked change / published result.]
Next action:
[One action that follows from this checkpoint.]
Keep unchanged:
[Important scope, behavior or task constraints.]
First check on return:
[What might have changed while you were away?]
The fields do different jobs:
| Field | Why it is worth keeping |
|---|---|
| Task | Identifies the outcome, not just the topic |
| Project and conversation | Points back to the work's original context |
| Current artifact | Makes the summary inspectable |
| Settled decisions | Prevents a proposal from being mistaken for a choice |
| Still open | Preserves the questions that should not be guessed |
| Last checked result | Distinguishes a claim from the evidence behind it |
| Next action | Reduces the work needed to resume |
| First check on return | Accounts for changes after the note was written |
Keep credentials, private content and unnecessary logs out of the card. Link to an appropriate existing location rather than copying an entire project into a handoff note.
Example 1: return to a proposed UI change
The following two cards are fictional teaching examples, not records of completed projects or product runs.
Task:
Make the Harbor homepage's main action readable at narrow widths.
Project and conversation:
Harbor site / Homepage layout / fictional task H-17.
Current artifact:
Illustrative reference: H-17 layout draft 1, hero-layout.diff.
The patch proposes a change to the hero action layout.
Settled decisions:
- Keep the existing heading and action label.
- Keep one primary action in the hero.
Still open:
- Whether the action should wrap or occupy its own row.
Last checked result:
No rendered layout check is recorded in this example.
Current state:
Proposed patch.
Next action:
Compare the two layout options at the project's target widths.
Keep unchanged:
Do not revise pricing copy or the destination of the action.
First check on return:
Confirm that the working branch still contains this proposed change.
This card makes the next step a layout comparison. It does not silently turn an uninspected patch into a finished page. It also preserves the difference between a design choice that is still open and the copy that should remain fixed.
A resumption request based on it could be:
“Resume the Harbor homepage layout task from this card. First inspect the current change and confirm the heading and action destination. Compare the wrap and separate-row options at our target widths, then recommend one. Keep the wording unchanged.”
Example 2: return to a technical investigation
Task:
Choose a retry approach for Cedar's temporary connection failures.
Project and conversation:
Cedar service / Retry approach comparison / fictional task C-04.
Current artifact:
Illustrative reference: retry-options.md, draft 2.
It compares fixed interval and increasing interval.
Settled decisions:
- This stage is a design comparison, not an implementation task.
- The final design must define when retrying stops.
Still open:
- Which failures qualify for another attempt.
- How the client should report a terminal failure.
Last checked result:
No implementation or runtime test is part of this example.
Current state:
Analysis.
Next action:
Compare both approaches against the two open questions.
Keep unchanged:
Do not change the service's retry settings yet.
First check on return:
Check whether a newer requirements note changes the failure cases.
Here, the valuable handoff is not a code location. It is the boundary of the decision. A request to “continue” could otherwise prompt implementation before the failure cases are settled.
Use the card to compose a precise return message
Resume [task] in [project/conversation].
Use [artifact reference] as the checkpoint, then check its current state.
Keep these settled decisions: [...].
Resolve this open question next: [...].
The next requested action is [...].
If the artifact or requirements have changed, explain the difference first.
On return, open the original work and compare it with the card. If they disagree, update the note from the current artifact and conversation rather than choosing whichever summary sounds more confident. The card is a route back to evidence, not a replacement for it.
Before your next interruption, change the card's current state and next action. Keeping a small note current is more useful than appending another paragraph to an already stale summary.
For CueSpec workflows, read the latest answer and check the intended conversation before replying. The same handoff fields work with any tool that lets you retain a note and a reference to the original work.