holocron/CONTEXT.md

---
name: AI Development Repo
description: Domain language and decisions for the global AI development config repository
---

# Context

## Principles

### CLAUDE.md index model
`AGENTS.md` is the source of always-on universal rules (provider-agnostic). `providers/claude-code/CLAUDE.md` is a thin adapter: it imports `~/.agents/AGENTS.md` via `@~/.agents/AGENTS.md` and appends Claude Code-specific additions (`@import` for governance.md, content index). Deployed to `~/.claude/CLAUDE.md` via `install.sh`. Context size is kept minimal — only what is needed every session is loaded upfront; detailed content is pulled on demand. See ADR-0003.

### Instruction file format
`core/instructions/<topic>.md` files are plain markdown — no frontmatter, no schema. The agent decides when to read each file based on task context and the content index label in `providers/claude-code/CLAUDE.md`. Frontmatter is deferred until there is evidence that agents are loading the wrong files in practice.

### Repo/gitea as source of truth
All project state, decisions, context, and working conventions live in this repo or Gitea. External memory systems should not be used for this project — they create a split-brain risk where cached state diverges from the repo. At the start of every session, read `CLAUDE.md`, `CONTEXT.md`, and `docs/VISION.md`. Everything needed to orient is here.

Before answering any design or architecture question, check for existing decisions: `docs/adr/` (hard architectural decisions).

## Glossary

### Management Application
A separate product (separate repo) for browsing, editing, and configuring AI development configs through a proper product UI. Git is the persistence layer, invisible to the user. The app is repo-agnostic — it works with any git repo that follows these conventions. This repo is the canonical default content (the official starter). See `docs/VISION.md` for the phased roadmap.

### Skills
Reusable slash commands for AI coding tools, defined as `SKILL.md` files following the [Agent Skills open standard](https://agentskills.io). Deployed via plugin — `plugins/<plugin-name>/skills/<skill-name>/SKILL.md`, available after the plugin is installed (`claude plugin install <name>@<marketplace>`). Skills are self-contained — they cannot reference files outside the plugin directory after install-time caching.

### Plugin
The deployable unit in the plugin marketplace. A plugin bundles one or more skills, agents, hooks, prompts, MCP servers, and optionally a `bin/` directory into a single installable directory. Each plugin has two manifests: `.claude-plugin/plugin.json` (Claude Code) and `plugin.json` at the plugin root (Copilot CLI). Plugins are copied to a cache on install — they cannot reference files outside their own directory. In this repo, plugins live under `plugins/<name>/`. Install a plugin with `claude plugin install <name>@<marketplace>`.

### Plugin marketplace
A Git repository with a `marketplace.json` manifest listing installable plugins. No backend, registry, or SaaS required — the Git repo is the marketplace. This repo is the `holocron` marketplace. The manifest lives at `.claude-plugin/marketplace.json` (read by both Claude Code and Copilot CLI) and is mirrored to `.github/plugin/marketplace.json`.

### HITL (human-in-the-loop)
Agent pauses before a consequential action; human approves before execution. Required for irreversible or high-stakes actions (architecture changes, production deployments, security configuration). The agent drafts the change plan and waits — it does not proceed autonomously. Contrast with HOTL.

### HOTL (human-on-the-loop)
Agent acts; human monitors and can intervene after the fact. Acceptable for low-stakes, bounded, reversible actions where the cost of pausing for approval exceeds the blast radius of an error. The distinction between HITL and HOTL must be explicit and documented — defaulting to HOTL for convenience is not acceptable.

### Sycophancy
The failure mode where RLHF-trained models prioritise approval over accuracy. Treated as a first-class reliability risk: models change correct answers to wrong ones under user pressure in a majority of observed cases, then persist in the wrong answer. Designing against sycophancy is an explicit obligation, not a quality-of-life concern. Countermeasures: explicit pushback resistance instructions, prompting for dissent, cross-validating against independent sources. Never interpret AI agreement as AI accuracy.

### AGENTS.md
The provider-agnostic always-on instruction entry point. Two files:
- **Repo-level `AGENTS.md`** — instructions for agents working inside this repo (structure, key rules); imported by repo `CLAUDE.md` via `@AGENTS.md`.
- **Global `core/AGENTS.md`** — Communication and Behavior rules that apply across all projects; deployed to `~/.agents/AGENTS.md`; imported by `~/.claude/CLAUDE.md` via `@~/.agents/AGENTS.md`.

Contains always-on rules in plain markdown with no provider-specific syntax (no `@import`). Provider-specific files (`CLAUDE.md`) are thin adapters that import the relevant `AGENTS.md` and add only Claude Code-specific syntax. This pattern means a single source of truth can serve multiple providers without duplication. See ADR-0003.

### Skill composition
A skill calling another skill by name to delegate a sub-task. The calling skill focuses on the orchestration decision ("when to do X"); the called skill owns the mechanics ("how to do X"). Established compositions: `grill-me` calls `write-adr` when a decision crystallises; `implement-feature` calls `tdd` as its implementation methodology; `forge` calls `grill-with-docs` to refine intent, classifies the target artifact type (skill / agent / plugin / marketplace entry), then routes to the matching `*-author` skill — which owns its own create/improve logic and, where applicable, its own inline audit closeout (`skill-author` runs `/skill-audit`, `agent-author` runs `kyberforge:agent-audit`, both in the same context as the authoring work). Reserve `forge` for genuinely undecided "which artifact type is this" questions — an already-fully-specified corrective edit (exact file, line, and fix already known) should call the target author skill directly instead (`skill-author`, `plugin-author`, `agentsmd-author`, etc.); routing a known fix through `forge`'s grill-and-classify layer adds unnecessary indirection and, in practice, has been observed to lose track of hard constraints handed down the chain (e.g. "don't commit yet," "edit in this worktree") because each hop re-derives instructions from a shorter brief. `forge` additionally runs its own independent recheck after a skill/agent route finishes: a clean-context subagent (not forked, no inherited context) re-runs the same audit skill against the finished artifact, as a distinct verification layer from the author skill's inline audit — the two can share blind spots since the inline audit runs in the same context as the work it checks. If the clean audit surfaces any unresolved finding, `forge` loops — re-invoke the author skill to resolve it, re-run the clean audit — until the clean audit comes back with nothing unresolved; only then is the route done. `plugin-author` and `marketplace-author` have no audit counterpart and get no recheck; their terminal check is `claude plugin validate`.

### Provider-agnostic issue tracker
Skills and workflows reference "linked issue" generically rather than a specific provider. Gitea is the canonical issue tracker for this repo (see ADR-0017). "Issue" is the cross-provider term (GitHub, GitLab, Gitea all use it).

### Provenance chain
The three-stage traceability record linking a skill back to its research inputs: (1) `/research` produces topic docs and a `sources.md` in `plugins/<plugin>/docs/research/docs/<topic>/`; (2) `/skill-author` reads those docs and records which sources informed which skill files in `references/sources.md` (including a `Research doc:` back-pointer to the upstream research file) and `source_keys` frontmatter on `SKILL.md` and `references/*.md`; (3) `skill-audit` validates the chain is complete and internally consistent via `validate-provenance.sh`. A skill with research input but no `references/sources.md`, or with `source_keys` that don't match `references/sources.md` slugs, has a broken provenance chain.

### Bidirectional reference principle
Files that reference other files should declare those references explicitly. The referencing file carries the forward reference (e.g. content index in `CLAUDE.md`, `references:` in frontmatter). The referenced file carries a `when:` field describing when it is loaded. Both sides should agree — divergence signals staleness. The reverse map ("what files reference this file?") is derived by a reference scanner script, not maintained manually. This principle applies to instruction files, skills, and workflow documents.

### agentsmd-author / agentsmd-audit
A skill pair in the `core` plugin for writing, updating, and reviewing a repo's `AGENTS.md` file(s) — the generic open-standard file (see the `AGENTS.md` entry above), including this repo's own. `agentsmd-author` creates/updates AGENTS.md content, supports nested monorepo placement (per the standard's nearest-file-wins precedence), and closes out by invoking `agentsmd-audit` inline. `agentsmd-audit` runs a single combined pass checking three mandatory baselines: secrets/credentials (governance.md hard prohibition — AGENTS.md is committed content), structural completeness (common-sections checklist from the agents.md spec), and accuracy/drift (do referenced commands and paths actually resolve against the repo). `agentsmd-audit` never inspects provider adapter files (see `provider-adapter-author`) — its scope is AGENTS.md content only. Chosen over folding this into `kyberforge` because kyberforge's scope is meta-tooling for the holocron marketplace itself, not generic target-repo documentation; `core` is the intended home for cross-cutting, repo-agnostic utility skills.

### provider-adapter-author
A companion skill (`core` plugin) that detects a target repo's provider-specific instruction file (`CLAUDE.md`, `.cursor/rules/*.mdc`, `copilot-instructions.md`, etc.) and, where it duplicates content AGENTS.md should own, converts it into a thin adapter that imports AGENTS.md — mirroring this repo's own ADR-0002/ADR-0003 two-tier adapter pattern. Self-validates via its own bundled deterministic script (`scripts/validate-adapter.sh`: checks for an import reference, no duplicated headings, size threshold) rather than a separate paired audit skill — the check is mechanical, so a script suffices per governance.md's "prefer deterministic code for repeatable tasks." `agentsmd-author` calls this skill via skill composition when it detects an existing provider file with overlapping content.

### lint plugin
A standalone, repo-agnostic plugin (`plugins/lint/`) for configuring and running linters — not scoped to kyberforge's own meta-tooling. First linter is Vale (prose style linting), split into two skills per the git/gitea per-concern pattern: `vale-config` (setup — `.vale.ini`, `StylesPath`, styles) and `vale-run` (invoke Vale, interpret/report findings). A `lint-runner` agent composes these for isolated-context lint sweeps; it is report-only (no `Edit` tool) — it flags findings, it does not rewrite prose. Vale's research docs (`docs/research/docs/vale/`) moved from `plugins/kyberforge/` to `plugins/lint/` to keep the provenance chain same-plugin.

### Vale audit prefilter (skill-audit / agent-audit)
Wiring Vale as a deterministic prefilter for `skill-audit`/`agent-audit`'s Description dimension (ADR motivation: issue #84) is repo-specific, not part of the generic `lint` plugin, so its config lives at the repo root rather than inside `plugins/lint/`: `.vale.ini` plus a custom `Kyberforge` style (`styles/Kyberforge/`) covering description-opener banning ("This skill/agent..."), vague-capability wording ("helps with", "utilize", ...), and generic "see references/ for details" padding — and a `KyberforgeCopilot` style (`styles/KyberforgeCopilot/`) scoped only to `.agent.md` files for the Copilot-only "Use proactively has no effect" check. `error` alerts map to FAIL, `warning`/`suggestion` map to SUGGESTION. Vale only replaces the specific pattern-matchable sub-checks named in issue #84 (imperative opener, vague filler, `Use proactively`, generic reference-pointer padding) — body discipline, near-miss exclusion strength, and control calibration stay LLM judgment per the issue's explicit non-goals.

Both skills' Step 1, and the `vale-audit-prefilter` pre-commit hook, call `scripts/vale-wrap.sh` rather than `vale` directly — a workaround for a confirmed Vale 3.15.2 limitation (see `vale-config`'s Gotchas): `text.frontmatter.description` silently stops matching once the description is a YAML block scalar (`>`/`|`) spanning 2+ physical lines, which is how most skills/agents in this repo write it. The wrapper flattens the description to one physical line in a scratch copy (padding with blank lines so every other line number is unchanged) before handing off to real `vale`; single-line descriptions pass through untouched. `tests/test-vale-wrap.sh` regression-tests this. Both call sites still scope every invocation to the specific file(s) being audited, never a repo-wide sweep — Vale's glob matching crosses directory boundaries (`plugins/*/agents/*.md` matches nested `docs/research/examples/**/agents/*.md` too), so scoping is what keeps research-example files out of the audit's lint pass. The pre-commit hook's own glob is tightened to `^plugins/[^/]+/(skills/[^/]+/SKILL\.md|agents/[^/]+\.md)$` (single-segment, not `.*`) for the same reason, since pre-commit invokes it automatically against whatever staged files match rather than a manually-scoped target.

This scope expands per ADR-0013: cherry-picked low-noise `write-good`/`alex` rules into `styles/Kyberforge` (still pending implementation) plus a new sibling pre-commit hook, `skill-size-check` (`scripts/skill-size-check.sh`), enforcing `skill-authoring.md`'s 500-line/5,000-token `SKILL.md` ceiling — scoped to `^plugins/[^/]+/skills/[^/]+/SKILL\.md$` only, same as `vale-audit-prefilter`, so it never lints `docs/research/examples/` reference skills. File scope (`SKILL.md` + agent files) and enforcement model (rules land directly in `styles/Kyberforge`, blocking immediately, no trial tier) stay unchanged; governance.md/CONTROLS.md were evaluated and excluded as rule sources (nothing prose-pattern-matchable to mine).

### LESSONS.md
Long-loop feedback log for patterns observed across sessions. Three or more entries on the same pattern graduate to the relevant standing file (e.g. a coding convention, a governance rule). Updated by the session-handoff skill or directly by the human. Lives at the repo root.