Context Handoff

Context Handoff

Why this exists

Long sessions accumulate context that isn't relevant to every sub-goal that arises. Two failure modes follow: model attention degrades as the session grows, and doing a subtask inline leaves residue that distracts from the main thread. A fresh context fixes both — but rebuilding that context by hand is slow and error-prone. This skill has the current session (which already understands what matters right now) author a self-contained, paste-ready brief for the new context. The skill supplies the technique and output shape; the session supplies the judgment about what to include.

When to use this vs. the Task tool

For in-session parallel work where results flow back automatically, use the Task tool / subagents — they solve that problem more completely. Reach for this skill when the handoff crosses a boundary the harness won't bridge: a brand-new session, a spawned background task you'll paste a result back from, a human teammate, or an issue/ticket. The deliverable is portable text someone (or some fresh instance) can act on with zero prior context.

Three modes

Subtask — a bounded piece of work is spun off and returns an artifact (a script, a draft, a piece of analysis, a list) that gets pasted back to inform ongoing work. Narrow context slice. The executor is a helper producing a deliverable, not a peer you'll keep working with.

Fork — the current state is exported into a new context that continues the work independently. Nothing is expected back. Wider slice (enough to keep going, not just enough for one task). Use when the current session is getting unwieldy, or a sub-thread deserves its own dedicated session.

Backlog — the curated slice becomes a persisted repo document (a findings/worklist file at a named path), not a paste-prompt: it neither returns nor continues a single thread, it sits in the tree for a future session to open and pick up any item. Structure is findings-with-stable-IDs plus a "how to use" line and the constraints an executor would otherwise violate; framing is "a future session opens this file." Subtask and Fork model who continues; Backlog models a deliverable that waits.

Subtask prompts are scoped narrowly and framed as a request; fork prompts are scoped more generously and framed as a hand-off; a backlog doc is scoped to be independently actionable item-by-item.

Invocation

The skill itself is invocable as /context-handoff; the words below are trigger phrases in ordinary requests, not slash commands (none of them ship as one).

| Trigger | Mode | |---------|------| | "spin off a subtask for…", "package this up for a fresh session and get the result back", "bundle this for another agent" | Subtask | | "fork this", "branch this off", "continue this in a new session" | Fork | | "author a backlog / worklist / findings doc for a future session to pick up", "write these up as a persisted doc for later" | Backlog | | "write a self-contained handoff someone can take cold" | Subtask or Fork by destination — ask if unclear | | "spin this off" (destination unclear) | Ask which mode |

If invoked without a description, ask one clarifying question: "What should the [subtask / forked session] do, or what area should the backlog cover?" Don't proceed without a clear task statement.

Workflow

1. Confirm mode and task. If ambiguous, ask. Otherwise proceed silently.
2. Curate the context slice. Identify the minimum set of facts, decisions,

code, numbers, and named entities the executor needs. Err toward including when a piece is load-bearing and excluding when it's session flavor.

1. Draft the brief using the template for the chosen mode.
2. Emit it. Subtask / Fork: a fenced code block the user copies in one

action. Backlog: write the document to the named repo path (a real file) and report the path.

1. Subtask mode only: after the block, emit a short REINTEGRATION_NOTE to

the user (not the executor) flagging where the returned artifact slots back in.

1. Do not offer to run the prompt (Subtask / Fork). Backlog ends at the

written file — no paste-prompt and no offer to run.

Context extraction guidance

The session owns this judgment — only it knows what matters right now. Apply:

• State facts, not references. Replace every "as we discussed", "the thing

from earlier", "like before" with the actual content. The executor has zero prior context — session-internal shorthand is noise to them.

• Include concrete specifics. Names, numbers, table names, function names,

version strings, file paths, error messages verbatim. Abstractions ("we made some schema decisions") are useless; specifics are load-bearing.

• Preserve constraints the executor would otherwise violate. Coding

conventions, naming patterns, forbidden libraries, style preferences.

• **State the INTENT behind a step the executor might adapt, not just the

procedure.** An executor meets situations you didn't enumerate and can resolve them in the spirit of a step only if the spirit is on the page. For any instruction it might need to deviate from, give the why — the gate it protects, the invariant it preserves — so a step followed literally into a situation it doesn't fit is caught, not silently obeyed. Strongest in FORK mode, where the executor continues independently with no one to ask.

• Omit narrative. The executor doesn't need to know how the conversation

arrived here, only what the current state is.

• Include a fact only if its absence would change the artifact. This is the

test for the hard call — what to include. Err toward load-bearing, not toward volume: over-scoping dilutes the executor's attention as surely as under-scoping derails it (that attention drift is the failure this skill exists to prevent). When a fact lives in a file the executor can open, point to it by path rather than transcribing it.

• Strip secrets before emitting. Remove credentials, tokens, API keys, PII,

and internal-only names — especially when the destination is a teammate, an issue/ticket, or any other external surface.

Length target: as long as needed, as short as possible.

Output format

Both templates below address a fresh or continuing Claude. If the recipient is a human teammate or an issue ticket, drop the "You are a … Claude" opening line and lead with a one-sentence title — the rest of the structure still applies.

Subtask mode

Emit exactly this structure inside a fenced code block:

You are a fresh Claude instance. You have no prior context from the originating session beyond what's in this message.

## Context

## Task

## Constraints

The ## Constraints section is optional. After the code block, outside it, emit:

REINTEGRATION_NOTE: 

This note is for the user, not the executor — by the time the artifact comes back the user may have context-switched and will want a reminder of where it fits.

Fork mode

Emit exactly this structure inside a fenced code block:

You are continuing a prior Claude session. The previous session's relevant state is below. Pick up from here — the user will direct next steps after you acknowledge the hand-off.

## Where things stood

## Working context

## Suggested opening

No REINTEGRATION_NOTE for fork mode — nothing is coming back.

Backlog mode

Write a document (not a paste-block) to a named repo path — e.g. docs/design//-findings-backlog.md. Emit the file with this shape:

#  — findings backlog ()

## How to use
A future session opens this file and picks up any item below. Each finding is
self-contained; take the highest-leverage one first. .

## Findings

### F1 — 
.

### F2 — 
…

No "You are a … Claude" opening line and no REINTEGRATION_NOTE — the reader finds this file on their own initiative. The extraction guidance above applies unchanged: state facts not references, concrete specifics, strip secrets.

Self-check before emitting

Re-read the drafted prompt from the position of someone with zero prior context. If any sentence would prompt "wait, what's that?", the context is under-specified. Fix and re-read.

Examples

Subtask

Invocation: "spin off a subtask: write a helper that validates scheduled payment dates against a business-day calendar, returning any that fall on a non-business day"

You are a fresh Claude instance. You have no prior context from the originating session beyond what's in this message.

## Context
The project is a payments service in Python 3.12. It already has a calendar
utility at `app.calendars.business` exposing `is_business_day(d: date) -> bool`
and `next_business_day(d: date) -> date`. Inputs to the helper will be a list of
`datetime.date` objects (scheduled payment dates).

## Task
Write `validate_payment_dates(dates: list[date]) -> list[date]` that returns the
subset of input dates falling on non-business days. Include a docstring and type
hints. Do not adjust the dates — only report them.

## Constraints
- Python 3.12; `from datetime import date`
- Import from `app.calendars.business`; no new dependencies
- PEP 8, line length 100

REINTEGRATION_NOTE: The validator plugs into the schedule-generation path we were sketching, just before rows are inserted.

Fork

Invocation: "fork this — continue the architecture discussion, now focused only on the Python↔native-extension boundary"

You are continuing a prior Claude session. The previous session's relevant state is below. Pick up from here — the user will direct next steps after you acknowledge the hand-off.

## Where things stood
We were designing a compute library: a Python frontend over a native (Rust)
compute engine. We'd just narrowed to the Python↔Rust boundary — which operations
live on which side and how data crosses. Decided so far: Rust handles the hot
numeric loops; Python handles I/O, orchestration, and dataframe prep. Data
interchange is via Arrow record batches.

## Working context
- Build: a native-extension toolchain for the Rust side; standard Python packaging
- Open questions: (1) expose Rust types as classes, or keep everything as
  function calls over Arrow data? (2) convert Rust errors to Python exceptions at
  the boundary, or pass error columns back in the batch?

## Suggested opening
Start with question (1) — the function-vs-class boundary. Frame the tradeoffs, then we'll pick.

What this skill does NOT do

• Score task complexity or recommend a model.
• Structure the return format — the executor is an LLM; natural language is fine.
• Run the prompt, schedule anything, or talk to any runner. The skill ends at

emitting the brief.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: grimaldost
• Source: grimaldost/craft-collection
• License: MIT

Install and usage instructions live in the source repository linked above.