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Daimon Briefing

ASecurity

Dream-briefing — surfaces a "while you were away / here's where we left off" briefing at the start of a resumed session, reconstructed from a cognitive checkpoint written at the end of the prior session. Use to recall open loops, decisions, and facts whose state may have changed outside the AI session (e.g. a PR you merged yourself).

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  • Added September 19, 2026
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Works with

  • cli

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A100/100

Scanned October 4, 2026

npx -y skills add Daily-Nerd/daimon --skill daimon-briefing --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: daimon-briefing
description: Dream-briefing — surfaces a "while you were away / here's where we left off" briefing at the start of a resumed session, reconstructed from a cognitive checkpoint written at the end of the prior session. Use to recall open loops, decisions, and facts whose state may have changed outside the AI session (e.g. a PR you merged yourself).
---

# Daimon Dream-Briefing

This plugin keeps continuity across sessions. At the **end** of each session it
serializes the transcript into a cognitive checkpoint (open loops, decisions,
beliefs, with extractively-pinned verbatim quotes). At the **start** of the next
session it injects a skimmable briefing so you resume from a faithful prior state
instead of a confident guess.

## What it surfaces, in order

1. **Decisions made**: explicit choices, including assistant-side fixes/diagnoses.
   The newest ones from the last session are always shown.
2. **Verify before trusting**: items whose state may have changed *outside* this
   session (a PR you said you'd merge, a deploy, a file edited elsewhere). The gap
   that produces confident-but-wrong assertions, so check these before repeating them.
3. **Open loops**: questions left unresolved at the end of last session.
4. **Beliefs / uncertainties / active topic / contradictions flagged.**

Every section shares one size budget. When a section had to leave items out it says
so in a note, for example `(4 of 13 shown; 9 carried checks unverified over 7d
hidden. See: daimon loops --stale)`; the hidden items are still in the
checkpoint, and `daimon loops --stale` lists them with ids and ages.

Each item is marked `✓ verbatim` (pinned to an exact quote — trust it) or
`~ inferred` (paraphrased — treat with appropriate caution).

A carried item that has gone unchecked for more than a week renders as
`[? unverified]`, with its stored tag and age after it (`(was inferred, carried
12d)`). A carried item that keeps getting restated session after session is not
corroborated just because it agrees with itself, so world-check it (code, git,
issue tracker) before treating it as current fact.

## Closing loops

Briefed open loops (open questions, uncertainties) carry an inline ` [id]`
handle — that id is what `daimon resolve` and `daimon reverify` take.
`daimon loops` lists every open, addressable loop with its id.

When this session's work answers a briefed loop, close it:

```bash
daimon resolve <id> --by agent --evidence "<exact contiguous transcript quote>"
```

The evidence must be a verbatim copy-paste of one contiguous span of THIS
transcript — the same QUOTE DISCIPLINE the serializer itself enforces
(rule 17) — and it is byte-checked against the transcript at session end.
A quote that cannot be found leaves the loop open; nothing is withheld
until the quote verifies or a human confirms. A briefing showing a
`⚠ agent claims resolved — unverified: "..."` line means an earlier claim
is still pending that check.

Do not resolve what you merely believe is stale — that is `reverify`/
worldcheck territory, not a resolve claim. `forget` stays human-only.

`resolve` closes one store. Work in a session moves others, and each has its
own close verb; a store moved and never closed rides into the next briefing
as work. A briefed item that advanced but did not close takes `daimon amend
<id> --change progressed|blocked|changed --evidence "<quote>" --by agent`.
An accepted request another project sent, satisfied by this session's work
(a shipped fix, a merged PR), takes `daimon request done <id> --evidence
"<quote>" --by agent`; `daimon request inbox` lists every one still owed.
Same quote discipline, same byte-check at session end.
An accepted request still in progress takes `daimon request reply <id> --note
"<what moved>" --by agent`. It moves no state, so the request stays owed until
`request done`. The sender sees it labeled as an unverified agent claim.

Request text fields (`ask`, `why`, `evidence`) cap at 2000 characters. Long
content belongs in an artifact the request points at (a file, an issue, a
PR), with the request itself carrying the pointer, not the full text.

When the briefing shows an active `policy:` line, you may open an ask of
that kind to that recipient with `daimon request open --kind info`;
anything asking for a change or effort still stays `work`.

## Automatic behavior

You do not need to invoke anything. The plugin wires the host's native session
hooks: a checkpoint is written automatically when a session **ends**, and the
briefing appears automatically at the **start** of the next session if a prior
checkpoint exists. Between those, a lightweight **proactive recall** watches your
prompts and surfaces a one-line "you worked on this before" pointer when the
current prompt overlaps a prior open loop — without re-suggesting anything the
start-of-session briefing already carried.

## Manual trigger

To re-read the latest briefing on demand, run the bundled CLI:

```bash
daimon brief
```

## Configuration

See the plugin README. Key knobs: `DAIMON_DISABLE=1` (kill switch),
`DAIMON_CHECKPOINT_DIR`, `DAIMON_MIN_MESSAGES`, `DAIMON_LLM_*` (falling back to
`LITELLM_*`), `DAIMON_LLM_BACKEND=command` + `DAIMON_LLM_COMMAND` (headless-CLI
fallback), `DAIMON_LLM_COMMAND_INPUT=stdin|arg|file:<flag>` (how the prompt
reaches a command backend that doesn't read stdin, e.g.
`file:--prompt-file` for the Devin CLI).

## What ships today

Daimon is self-contained and host-agnostic — no server, no external memory
backend, stdlib-only at runtime. The capabilities behind the briefing:

- **Checkpoint → briefing loop.** Session end serializes the transcript into a
  per-project JSON checkpoint; session start reconstructs it into the briefing.
- **Chunked extraction.** Long transcripts are split into overlapping chunks,
  serialized pass-by-pass, then merged — so recall holds up on long sessions
  instead of degrading as the transcript grows.
- **Deterministic carry.** Unresolved open loops that still matter are carried
  forward into the next checkpoint by exact term overlap (no LLM in the carry
  step) and marked `[carried]` so you can see a loop survived from an earlier
  session rather than being freshly observed. When a carried item goes too
  long without anyone actually re-checking it against the world, the brief
  surfaces a staleness warning naming how many days it's been riding
  unverified.
- **Proactive recall.** A per-prompt pointer to prior work when your current
  prompt overlaps an open loop (see *Automatic behavior*).
- **Trust classing.** Every item is `✓ verbatim` (pinned to an exact quote) or
  `~ inferred` (paraphrased), so you know what to trust literally.
- **Trust inspector.** `daimon why <item-id>` is the read side of that tag: it
  reports one item's evidence axes — capture, provenance, source, byte
  integrity, current support, quote-check outcome, lifecycle, corroboration —
  and `--source` adds one bounded, redacted window of the originating text.
  Reach for it before repeating a carried or inferred claim as true, or when
  someone asks where a claim came from. Ids come from `daimon recall` or
  `daimon loops`.
- **Read-only auditors.** `daimon audit quotes` re-checks stored quotes against
  their source; `daimon audit privacy` proves no forgotten value survived;
  `daimon verify-receipt` checks a checkpoint's signed provenance receipt. All
  three answer with an exit code: `0` proven clean, `1` residue found, `3`
  cannot prove — never read `3` as clean.
- **Code-drift detection.** `daimon anchor <file> <symbol>` binds a checkpoint
  item to a code symbol; the briefing flags it under **CODE DRIFT — verify
  before trusting** when that symbol's body changes or disappears (offline,
  stdlib `ast`).
- **Scars.** An optional session-end pass harvests negative-knowledge signals
  (abandoned approaches, landmines) into the repo's `.scars/` directory.
- **Status & self-heal.** `daimon status` reports checkpoint/briefing health;
  a failed capture self-heals on the next session start.

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