Domain Skill — Ubiquitous Language for Human-AI Software Building
This is a library skill. It doesn't run standalone — it holds the shared
vocabulary that you, the agent, and other skills cite when describing work.
Why this exists
AgentOps's existing skills (research, plan, crank, validate, ...) are verbs.
This skill holds the nouns and the discipline they operate on. When a session
talks about "this is a tracer bullet" or "we need a vertical slice through the
eval surface," the meaning is fixed here, not improvised.
Status
Tracer bullet shape with one canonical operating concept. This skill currently holds:
- 6 structural primitives (Entry, Index, Citation, Primitive, Slice, Anti-Pattern)
- 1 test entry (Tracer Bullet) written using only citations to the 6 primitives
- 1 canonical operating concept (Context Density Rule)
If the test entry can describe its own concept using only the primitives, the
shape works and we grow the corpus by adding more entries — never new
structural primitives without operator consent.
How to use this skill
- Read
references/INDEX.md first — it lists every entry by kind and status.
- Load only the entries relevant to the current work. Do not preload the
whole corpus — that defeats the JIT purpose.
- When applying an entry, cite it: include the entry slug in your output, plan,
commit message, or
bd issue body so future sessions can trace the
reasoning.
- When you find a concept missing or misnamed, add a draft entry under
references/ and update INDEX.md. Promotion from draft to canonical
requires operator approval.
Entries (tracer-bullet set)
Structural primitives (the architecture):
- references/domain.feature — Executable spec: load-on-demand corpus, draft→canonical ratchet, vocabulary root (soc-qk4b)
references/entry.md — Entry: the atomic concept doc
references/index-primitive.md — Index: the discovery surface (concept)
references/citation.md — Citation: how Entries reference each other and how agents claim use
Vocabulary nouns (the working units):
references/primitive.md — Primitive: atomic capability (skill, hook, CLI command, eval suite)
references/slice.md — Slice: vertical work unit cutting through multiple Primitives
references/anti-pattern.md — Anti-Pattern: documented mistake with cost when ignored
Test entry:
references/tracer-bullet.md — Tracer Bullet: described using only citations to the six primitives above
Operating discipline:
references/context-density-rule.md — Context Density Rule: every context token carries intent, boundary, evidence, decision, constraint, or next action
references/behavior-shaping.md — Behavior Shaping: the ABC register (antecedent/behavior/consequence/reinforcement/extinction/shaping); building agent capability is operant conditioning, not specification
references/primitive-selection.md — Primitive Selection: when to use a Skill vs CLI subcommand vs runtime hook vs local cockpit gate vs CI backstop (CLI is the deterministic core; gates are trigger surfaces that call it)
references/reach.md — Reach: the blast-radius tier of a knowledge entry (bead/pull/always), orthogonal to maturity; always is computed from verification-earned canon, never authored
Loop family (the operating loop — "one loop body, two drivers, one inner tick, one config"; doctrine in docs/architecture/canonical-loop-model.md):
references/loop.md — Loop: the umbrella; the same five-beat tick at every scale
references/evolve.md — Evolve: the in-session driver (AgentOps-shipped, zero-dependency)
references/factory.md — Factory: the out-of-session driver (substrate-owned; AgentOps deleted its daemon)
references/rpi.md — RPI: the inner tick, one research-plan-implement-validate cycle over one bead
references/autodev.md — Autodev: the config/intent layer the loop reads each tick (NOT a loop)
references/context-compiler.md — Context-Compiler: turns the corpus into the working set and absorbs the tick's exhaust
Verification membrane:
references/silent-contract-violation.md — Silent Contract Violation: tool-use code that runs clean, raises no exception, and is still wrong (wrong routing / output shape / argument provenance); the four contract-check categories that name where it lands (RubricRefine)
Catalog:
references/INDEX.md — full corpus index
Domain as a scoped operating-loop contract
The Slice primitive above has a runtime counterpart: a domain slice can
scope an operating-loop run. A domain is a named vertical slice with an
explicit boundary contract — a manifest at
docs/domains/<name>/manifest.yaml listing the Primitives the slice may touch,
its goal, and its decision gate.
Use $scaffold domain <name> to write the manifest template, then fill in the
boundary before running the operating loop with that manifest as explicit scope.
For out-of-session execution, dispatch the scoped loop through NTM plus Agent
Mail reservations so write ownership and the slice boundary are visible. The
manifest schema and resolution rules are in docs/adr/ADR-0004; the $scaffold
skill documents the bootstrap step.
What's NOT here
- Procedural how-tos (those live in other skills)
- Repo conventions (those live in
skills/standards/)
- Findings, learnings, patterns (those live in
.agents/)
- Product framing (lives in
PRODUCT.md)
See also
skills/standards/SKILL.md — repo coding standards (sibling library skill)
docs/architecture/primitive-chains.md — concrete AgentOps primitive layers
(Mission/Discovery/Risk/Execution/Validation/Learning/Ratchet/Continuity)
that compose the domain into chains
1---2name: domain3description: Canonical vocabulary for human-AI software work. Use when naming concepts, resolving terminology disputes, or establishing shared domain language across agents and docs. Triggers: "domain", "canonical vocabulary for human-ai software", "domain skill".4---5# Domain Skill — Ubiquitous Language for Human-AI Software Building67This is a **library skill**. It doesn't run standalone — it holds the shared8vocabulary that you, the agent, and other skills cite when describing work.910## Why this exists1112AgentOps's existing skills (research, plan, crank, validate, ...) are verbs.13This skill holds the nouns and the discipline they operate on. When a session14talks about "this is a tracer bullet" or "we need a vertical slice through the15eval surface," the meaning is fixed here, not improvised.1617## Status1819**Tracer bullet shape with one canonical operating concept.** This skill currently holds:2021- 6 structural primitives (Entry, Index, Citation, Primitive, Slice, Anti-Pattern)22- 1 test entry (Tracer Bullet) written using only citations to the 6 primitives23- 1 canonical operating concept (Context Density Rule)2425If the test entry can describe its own concept using only the primitives, the26shape works and we grow the corpus by adding more entries — never new27structural primitives without operator consent.2829## How to use this skill30311. Read `references/INDEX.md` first — it lists every entry by kind and status.322. Load only the entries relevant to the current work. Do not preload the33 whole corpus — that defeats the JIT purpose.343. When applying an entry, cite it: include the entry slug in your output, plan,35 commit message, or `bd` issue body so future sessions can trace the36 reasoning.374. When you find a concept missing or misnamed, add a draft entry under38 `references/` and update `INDEX.md`. Promotion from `draft` to `canonical`39 requires operator approval.4041## Entries (tracer-bullet set)4243Structural primitives (the architecture):4445- [references/domain.feature](references/domain.feature) — Executable spec: load-on-demand corpus, draft→canonical ratchet, vocabulary root (soc-qk4b)46- [`references/entry.md`](references/entry.md) — Entry: the atomic concept doc47- [`references/index-primitive.md`](references/index-primitive.md) — Index: the discovery surface (concept)48- [`references/citation.md`](references/citation.md) — Citation: how Entries reference each other and how agents claim use4950Vocabulary nouns (the working units):5152- [`references/primitive.md`](references/primitive.md) — Primitive: atomic capability (skill, hook, CLI command, eval suite)53- [`references/slice.md`](references/slice.md) — Slice: vertical work unit cutting through multiple Primitives54- [`references/anti-pattern.md`](references/anti-pattern.md) — Anti-Pattern: documented mistake with cost when ignored5556Test entry:5758- [`references/tracer-bullet.md`](references/tracer-bullet.md) — Tracer Bullet: described using only citations to the six primitives above5960Operating discipline:6162- [`references/context-density-rule.md`](references/context-density-rule.md) — Context Density Rule: every context token carries intent, boundary, evidence, decision, constraint, or next action63- [`references/behavior-shaping.md`](references/behavior-shaping.md) — Behavior Shaping: the ABC register (antecedent/behavior/consequence/reinforcement/extinction/shaping); building agent capability is operant conditioning, not specification64- [`references/primitive-selection.md`](references/primitive-selection.md) — Primitive Selection: when to use a Skill vs CLI subcommand vs runtime hook vs local cockpit gate vs CI backstop (CLI is the deterministic core; gates are trigger surfaces that call it)65- [`references/reach.md`](references/reach.md) — Reach: the blast-radius tier of a knowledge entry (`bead`/`pull`/`always`), orthogonal to maturity; `always` is computed from verification-earned canon, never authored6667Loop family (the operating loop — "one loop body, two drivers, one inner tick, one config"; doctrine in `docs/architecture/canonical-loop-model.md`):6869- [`references/loop.md`](references/loop.md) — Loop: the umbrella; the same five-beat tick at every scale70- [`references/evolve.md`](references/evolve.md) — Evolve: the in-session driver (AgentOps-shipped, zero-dependency)71- [`references/factory.md`](references/factory.md) — Factory: the out-of-session driver (substrate-owned; AgentOps deleted its daemon)72- [`references/rpi.md`](references/rpi.md) — RPI: the inner tick, one research-plan-implement-validate cycle over one bead73- [`references/autodev.md`](references/autodev.md) — Autodev: the config/intent layer the loop reads each tick (NOT a loop)74- [`references/context-compiler.md`](references/context-compiler.md) — Context-Compiler: turns the corpus into the working set and absorbs the tick's exhaust7576Verification membrane:7778- [`references/silent-contract-violation.md`](references/silent-contract-violation.md) — Silent Contract Violation: tool-use code that runs clean, raises no exception, and is still wrong (wrong routing / output shape / argument provenance); the four contract-check categories that name where it lands (RubricRefine)7980Catalog:8182- [`references/INDEX.md`](references/INDEX.md) — full corpus index8384## Domain as a scoped operating-loop contract8586The `Slice` primitive above has a runtime counterpart: a **domain slice** can87scope an operating-loop run. A *domain* is a named vertical slice with an88explicit boundary contract — a manifest at89`docs/domains/<name>/manifest.yaml` listing the Primitives the slice may touch,90its goal, and its decision gate.9192Use `$scaffold domain <name>` to write the manifest template, then fill in the93boundary before running the operating loop with that manifest as explicit scope.94For out-of-session execution, dispatch the scoped loop through NTM plus Agent95Mail reservations so write ownership and the slice boundary are visible. The96manifest schema and resolution rules are in `docs/adr/ADR-0004`; the `$scaffold`97skill documents the bootstrap step.9899## What's NOT here100101- Procedural how-tos (those live in other skills)102- Repo conventions (those live in `skills/standards/`)103- Findings, learnings, patterns (those live in `.agents/`)104- Product framing (lives in `PRODUCT.md`)105106## See also107108- `skills/standards/SKILL.md` — repo coding standards (sibling library skill)109- `docs/architecture/primitive-chains.md` — concrete AgentOps primitive layers110 (Mission/Discovery/Risk/Execution/Validation/Learning/Ratchet/Continuity)111 that compose the domain into chains