docs: add AGENTS.md + CLAUDE.md agent-contributor guidance

AGENTS.md

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+# AGENTS.md — open-fable
+
+Guidance for **AI agents** (Codex, Claude Code, and any Coven familiar) opening
+pull requests against this repo. Humans: your canonical guide is
+[`CONTRIBUTING.md`](CONTRIBUTING.md) — this is the agent-specific layer on top.
+
+> **Read first:** [`README.md`](README.md) for what this repo is, and
+> [`CONTRIBUTING.md`](CONTRIBUTING.md) for the full contribution bar.
+
+---
+
+## What this repo is (one line)
+
+OpenFable is a Coven-flavored **Recurrent-Depth Transformer** for narrative
+reasoning, character consistency, and long-form story coherence (Python).
+
+## Branch & PR workflow (all agents)
+
+- **Never push to `main`.** Every change lands via a PR with green CI. Branch
+  from current `origin/main`.
+- **Fresh branch per task**; use a worktree if multiple sessions may touch this
+  repo:
+  ```sh
+  git fetch origin main
+  git worktree add -b <branch> /tmp/openfable-<branch> origin/main
+  ```
+- Keep the diff scoped to one concern; conventional-commit subjects (`feat:`,
+  `fix:`, `docs:`, `chore:`, `refactor:`).
+- After merge: delete the remote branch, remove your local worktree/branch.
+
+## Checks — run locally before opening the PR
+
+```sh
+ruff check .        # lint
+black --check .     # formatting
+pytest              # tests live under tests/
+```
+
+(Install the dev extras first: `pip install -e ".[dev]"`.) Fix failures rather
+than skipping them.
+
+## Repo-specific invariants (don't break these)
+
+- This is a **research model** repo. Keep training/inference determinism where
+  the code relies on it (seeds, dtype, device handling) and document any change
+  that affects reproducibility.
+- Keep model/config changes and their tests together; don't land shape/interface
+  changes without updating the affected tests.
+
+## Attribution — credit contributors correctly
+
+When you re-land or build on someone else's work (a fork PR, an issue author's
+proposal, a co-author), **credit the human contributor with a working
+GitHub-linked trailer** so they appear in the contributors graph:
+
+```
+Co-authored-by: Full Name <ID+username@users.noreply.github.com>
+```
+
+- Use the **numeric-id no-reply form**. Get the id with `gh api users/<login> --jq .id`.
+- **Never** use a machine or `.local` email in a co-author trailer — it links to
+  no account and gives **zero** credit.
+- When a squash-merge folds a contributor's PR into an internal branch, preserve
+  their `Co-authored-by:` line in the squash commit message.
+- Credit **people**, not AI tools.
+
+## Secrets & safety
+
+- Never commit secrets, tokens, model weights, or private emails. Use
+  `*.noreply.github.com` for attribution.
+- Don't disable CI gates or branch protection to land a change; surface the
+  blocker instead.
+
+## Claude Code
+
+`CLAUDE.md` points here — this file is the source of truth for both.

CLAUDE.md

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+# CLAUDE.md — open-fable
+
+**Read [`AGENTS.md`](AGENTS.md).** It is the canonical guide for AI agents
+(including Claude Code) contributing to this repo — the branch/PR workflow,
+local checks (`ruff`, `black --check`, `pytest`), the research-reproducibility
+invariants, and contributor attribution.
+
+Claude Code auto-loads this file; everything you need lives in `AGENTS.md` plus
+[`README.md`](README.md) and [`CONTRIBUTING.md`](CONTRIBUTING.md). There is no
+separate Claude-only workflow — follow `AGENTS.md`.