---
name: AI Development Repo
description: The domain language of the global AI development config repository
---

# AI Development Repo

The bounded context of this repo is **how agent instructions are authored, packaged, distributed, and
kept small**. Terms here name concepts specific to that problem. Mechanics live elsewhere:
`docs/spec/architecture.md` for structure, `docs/spec/gates.md` for enforcement, `docs/adr/` for
decisions.

## Language

### Context cost

**Preload tax**:
The always-on context cost of every installed skill's `name` and `description`, charged from the
first token of every session whether the skill is invoked or not. Measurement method and current
figure: ADR-0020.
_Avoid_: context cost, token overhead

**Skill context contract**:
The ADR-0020 authoring rules that hold the preload tax and body size down — a description carries a
trigger clause, at most one capability clause, and a boundary clause, and nothing else. Thresholds
and the target-resolution walk: `docs/spec/gates.md`.
_Avoid_: skill budget, size limit

**Dispatch body**:
The body pattern a skill with two or more mutually exclusive flows must use — the body carries only
the dispatch table and the gates common to every branch, and each flow lives in its own
self-contained `references/` file. Exemplar: `apm-workflow`.
_Avoid_: router body, thin body

**Hand-invoked skill**:
A skill reached only by typing its slash command, declared `disable-model-invocation: true`. The host
withholds it from the model-visible listing entirely, so it pays no preload tax and its description
becomes human-facing text. Exemplar: `zoom-out`.
_Avoid_: manual skill, disabled skill

**Delegation discipline**:
The agent-side counterpart to the dispatch body. A plugin-scope agent is a single `.agent.md` file
with no sibling `references/` directory, so it cannot disclose to itself — it can only delegate to
skills. Its characteristic defect is therefore restatement, not length.
_Avoid_: agent hygiene

### Distribution

**Skill**:
A reusable slash command defined as a `SKILL.md` file following the
[Agent Skills open standard](https://agentskills.io), authored at
`plugins/<plugin>/.apm/skills/<skill>/SKILL.md`.
_Avoid_: command, prompt, macro

**Plugin**:
The deployable unit — one or more skills, agents, hooks, commands, and MCP servers bundled into a
single installable directory under `plugins/<name>/`, compiled from that plugin's `.apm/` source.
_Avoid_: package, bundle, module

**Plugin marketplace**:
A Git repository carrying a `marketplace.json` manifest that lists installable plugins. There is no
backend, registry, or SaaS — the Git repo is the marketplace.
_Avoid_: registry, store, catalogue

**holocron**:
This repository, in its role as a plugin marketplace and as the remote the six plugin dependencies
resolve against.
_Avoid_: the marketplace, upstream

**apm-consumed install**:
How this repo installs its own plugins as of 2026-08-14 — six `dependencies.apm` entries in the root
`apm.yml` deployed by `apm install`, rather than `claude plugin install <name>@holocron`. Its
consequences: ADR-0018.
_Avoid_: apm install, dependency install

**Provenance chain**:
The three-stage traceability record linking a skill back to its research inputs: `/research` produces
topic docs and a `sources.md`; the author skill records which sources informed which files in
`references/sources.md` and `source_keys` frontmatter; `skill-audit` validates the chain is complete
and internally consistent.
_Avoid_: sources, citations, attribution

### Governance

**HITL** (human-in-the-loop):
The agent pauses before a consequential action and a human approves before execution. Required for
irreversible or high-stakes actions — architecture changes, production deployments, security
configuration.
_Avoid_: manual approval, gated action

**HOTL** (human-on-the-loop):
The agent acts and a human monitors, able to intervene after the fact. Acceptable only for
low-stakes, bounded, reversible actions where the cost of pausing exceeds the blast radius of an
error.
_Avoid_: autonomous, unsupervised

**Sycophancy**:
The failure mode where an RLHF-trained model prioritises approval over accuracy — changing a correct
answer to a wrong one under user pressure, then persisting in the wrong answer. Treated here as a
first-class reliability risk, not a quality-of-life concern.
_Avoid_: agreeableness, people-pleasing

### Documents

**AGENTS.md**:
The provider-agnostic always-on instruction file, in plain markdown with no provider-specific syntax
(ADR-0003). Two exist: repo-level, and the global `core/AGENTS.md` deployed to `~/.agents/AGENTS.md`.
_Avoid_: instructions file, system prompt

**Thin adapter**:
A provider-specific instruction file (`CLAUDE.md`, `.cursor/rules/*.mdc`, `copilot-instructions.md`)
that imports its `AGENTS.md` and adds only that provider's syntax, carrying no original always-on
content of its own (ADR-0002, ADR-0003).
_Avoid_: wrapper, shim, provider file

**LESSONS.md**:
The long-loop feedback log for patterns observed across sessions, at the repo root.
_Avoid_: changelog, retro, postmortem

**Management Application**:
A separate product in a separate repo for browsing, editing, and configuring AI development configs
through a product UI, with Git as an invisible persistence layer. Repo-agnostic; this repo is its
canonical default content. Roadmap: `docs/VISION.md`.
_Avoid_: the UI, the dashboard, the app

### Quality

**Skill composition**:
A skill calling another skill by name to delegate a sub-task — the caller owns the orchestration
decision ("when to do X"), the callee owns the mechanics ("how to do X").
_Avoid_: chaining, nesting, sub-skill

**Vale audit prefilter**:
The deterministic Vale pass that runs ahead of `skill-audit`/`agent-audit`'s Description dimension,
so LLM judgment is spent only on what a pattern cannot catch. Mechanics: `docs/spec/gates.md`.
_Avoid_: linting, style check

**Issue**:
The cross-provider term for a tracked unit of work. Gitea is this repo's canonical tracker
(ADR-0007), but skills say "linked issue" generically rather than naming a provider.
_Avoid_: ticket, card, task

## Relationships

- A **Plugin** bundles one or more **Skills** and agents; a **Plugin marketplace** lists **Plugins**;
  **holocron** is this repo wearing that hat.
- Every model-invocable **Skill** pays the **Preload tax**. A **Hand-invoked skill** does not — which
  is the first question to settle when authoring one.
- The **Skill context contract** bounds both the **Preload tax** (description) and the body.
  A **Dispatch body** is how a skill stays inside it; **Delegation discipline** is how an agent does.
- **AGENTS.md** is the source of always-on rules; a **Thin adapter** imports it and originates
  nothing.
- **Skill composition** is the caller/callee split. `forge` routes a genuinely *undecided* artifact
  type to the matching author skill — an already-specified fix (file, line, and change known) calls
  that author skill directly, because each routing hop re-derives instructions from a shorter brief
  and has been observed to drop hard constraints handed down the chain.
- **HITL** and **HOTL** are exclusive per action class, and the choice must be explicit and
  documented. **Sycophancy** is why HOTL is not the safe default.
- A **Skill** built on research carries a **Provenance chain**; `skill-audit` fails it when broken.
- **LESSONS.md** feeds the standing files: three or more entries on one pattern graduate the pattern
  into the relevant standing document.

## Example dialogue

> **Dev:** "This one only fires when someone types the slash command. Does its description still need
> trigger words?"
> **Maintainer:** "No — that's a **hand-invoked skill**. The host withholds it from the model-visible
> listing, so it pays no **preload tax** at all and the description is human-facing text."
> **Dev:** "Then the body can be as long as it needs to be?"
> **Maintainer:** "Different budget. The **skill context contract** gates the body whether or not the
> skill is model-invoked — the description competes with every other skill's description, the body
> competes with the caller's live conversation. Four mutually exclusive flows means a **dispatch
> body**: table in `SKILL.md`, one `references/` file per flow."
> **Dev:** "And if I split it into an agent instead?"
> **Maintainer:** "Then you're in **delegation discipline** territory. An agent has no `references/`
> to disclose to, so the failure mode flips — it stops being length and starts being restatement of
> a procedure some skill already owns."

## Flagged ambiguities

- "skill" was used for both the authored `SKILL.md` under `plugins/<name>/.apm/skills/` and the
  deployed copy under `.claude/skills/` — resolved: the authoring source is the **Skill**; the
  deployed copy is gitignored `apm install` output and is never edited.
- Skills answer to two names, bare (`gitea-prs`) and namespaced (`gitea:gitea-prs`), because
  user-scope native installs were left enabled deliberately (ADR-0018) — resolved: write the bare
  name; a working namespaced call is not evidence of a defect.
- "context" means both the model's live token window (the **Preload tax** sense) and the bounded
  domain this file describes — resolved: unqualified "context" in this repo means the token window.
- "audit" was used for both an author skill's inline closeout and `forge`'s independent
  clean-context recheck — resolved: these are two distinct layers, kept separate precisely because
  an audit running in the same context as the work it checks shares that work's blind spots.