handoff — resume cold, lose nothing

SkillAI & models

Write a session handoff that lets a fresh agent (or you after compaction) resume cold with zero re-discovery. Use when ending or pausing a work session, before a likely compaction, or when passing work to another agent/worktree. Captures STATE (what is true now) over INSTRUCTIONS (what to do) — state survives when plans change; step-lists rot.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the handoff — resume cold, lose nothing skill

What this skill tells your AI

The instructions your AI receives, as published by seldonframe/seldonframe in .claude/skills/handoff/SKILL.md and read by ahel’s review.

A handoff is not a to-do list. It is a snapshot of reality precise enough that a fresh agent with no memory of this session can pick up exactly where you left off and make the next correct move. Prefer state over instructions: "flag SF_X is committed but OFF; flip preconditions are Y" beats "go turn on the flag." State stays true when plans change; instructions rot the moment anything shifts.

When to use

  • Ending or pausing a session with unfinished work.
  • You sense a compaction coming (long session) and want the load-bearing state written down, not summarized away.
  • Passing a task to another agent, another worktree, or your future self.

Write these 8 sections (skip one only if truly empty)

  1. Goal — the one-sentence objective and why it matters; what "done" looks like, observably.
  2. State now — what is actually true this moment: what's built, merged, committed (name the shas + branch), deployed, flagged (on/off), reverted. The load-bearing section. Facts, not narration.
  3. Where it lives — branch, worktree path, the 3-5 key files/seams, the spec/plan doc, any relevant PR/deploy URL. The map, so the next agent doesn't re-discover it.
  4. Next step — the single most correct next action, concrete enough to start on, then the 2-3 that follow. Not a full plan — the next move.
  5. Open decisions — what's genuinely undecided and needs the human, each with the options + your recommendation. Mark what's already settled so it isn't re-litigated.
  6. Constraints & gotchas — invariants and traps not obvious from the code: house rules, money-safe boundaries, "don't touch X," the sharp edge that already bit someone this session.
  7. Verification — how "done" is proven here (the validation command, the gate, the smoke), and what's been verified vs. still assumed.
  8. Preconditions / blockers — what's waiting on someone else (a key in the env, a review, a deploy, an external gate) before the next step can run.

Quality bar

  • Absolute over relative: "flip after the Upstash check on 2026-07-05," not "flip it soon." Convert every relative date/reference to an absolute one.
  • Shas and paths, not vibes: name the commit, the branch, the file. A fresh agent can git show a sha; it can't act on "the change from earlier."
  • Say what's NOT done and what's unverified. An honest gap is worth more than an optimistic "should be fine" — the reader inherits your blind spots unless you name them.
  • One artifact. A handoff the next agent must reassemble from five places isn't a handoff. Put it in one file (or one message).

Why state over instructions

Instructions assume the world holds still: "then do step 4" is wrong the moment step 3's result differs. State describes the world so the next agent chooses the right step given how things actually are. A good handoff makes itself robust to being read late — after a merge, a revert, or a changed decision — by recording what is true, not what was planned. Pairs with verify-build (the gate that defines "done") and, on this project, with the persistent memory index (MEMORY.md) for facts that should outlive the session entirely.

Signals

GitHub stars
47
Forks
8
Last commit
Sep 2026
Hacker News mentions
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handoff-seldonframe
Source
github.com/seldonframe/seldonframe