diff --git a/dataset/decisions.jsonl b/dataset/decisions.jsonl
new file mode 100644
index 0000000..b5a41bf
--- /dev/null
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diff --git a/dataset/manifest.json b/dataset/manifest.json
new file mode 100644
index 0000000..6f6bd15
--- /dev/null
+++ b/dataset/manifest.json
@@ -0,0 +1,34 @@
+{
+  "counts": {
+    "capture_files": 616,
+    "decisions": 1052,
+    "runs": 37,
+    "unique_states": 346
+  },
+  "decisions_by_kind": {
+    "ancient": 43,
+    "card_reward": 323,
+    "enchant": 7,
+    "event": 120,
+    "potion_reward": 190,
+    "relic_reward": 162,
+    "remove": 10,
+    "rest_site": 97,
+    "shop_purchase": 19,
+    "transform": 8,
+    "upgrade": 73
+  },
+  "generated_by": "migrate.py",
+  "license_note": "Slay the Spire 2 is (c) Mega Crit. Game-derived identifiers are included for research and education.",
+  "limitations": [
+    "No per-step combat state/action pairs: the logs record the action but not the observation, and captures exist only for combat. collect.py records these going forward.",
+    "Per-map-point deck composition is not recorded by the game. The corpus stores observed deltas (cards_gained, cards_removed, upgraded_cards) and the final deck; folding them forward is left to the consumer.",
+    "0 wins in this corpus. The reward signal has no positive class."
+  ],
+  "provenance": {
+    "game_build": "0.107.1",
+    "game_commit": "59260271",
+    "mod_commit": "55e0648"
+  },
+  "schema": "sts2.manifest/1"
+}
\ No newline at end of file
diff --git a/dataset/runs.jsonl b/dataset/runs.jsonl
new file mode 100644
index 0000000..3a7e513
--- /dev/null
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diff --git a/docs/DATASET.md b/docs/DATASET.md
new file mode 100644
index 0000000..9ec5bc2
--- /dev/null
+++ b/docs/DATASET.md
@@ -0,0 +1,213 @@
+# STS2 decision dataset — schema and usage
+
+An open, educational dataset of Slay the Spire 2 decisions, collected by driving
+the game with a TypeSafe System One (Jev) policy and mining the game's own run
+history.
+
+> Slay the Spire 2 is © Mega Crit. Game-derived identifiers are included for
+> research and education. This project is not affiliated with Mega Crit and is
+> not commercial.
+
+## Build it
+
+```bash
+python3 migrate.py --verify      # existing data -> dataset/
+python3 collect.py               # going forward, records live decisions
+```
+
+`migrate.py` is idempotent: it rebuilds `dataset/` from scratch every run.
+
+## Layout
+
+```
+dataset/
+  manifest.json         provenance, counts, limitations
+  runs.jsonl            one row per run
+  decisions.jsonl       one row per decision, with its outcome attached
+  states_index.jsonl    one row per unique observation
+  states/ab/<sha>.json.gz   content-addressed raw observations
+```
+
+States are **content-addressed**: the digest is the sha256 of the raw bytes.
+Measured on the first migration, **56% of captures were unique**, so 44% of
+storage is saved by deduplication and identical observations join for free.
+
+## Current corpus
+
+| | |
+|---|---|
+| Runs | 37 |
+| Decisions | 1052 |
+| Unique states | 346 |
+| Storage | 0.42 MB (from 3.28 MB raw) |
+| Wins | **0** |
+
+Decisions by kind:
+
+| Kind | Rows | What it is |
+|---|---|---|
+| `card_reward` | 323 | Card offered after a fight; 1 of 3 picked, or skipped |
+| `potion_reward` | 190 | Potion offered |
+| `relic_reward` | 162 | Relic offered |
+| `event` | 120 | Event option chosen (raw shape, varies by event) |
+| `rest_site` | 97 | `SMITH` / `REST` / other |
+| `upgrade` | 73 | Which card was upgraded |
+| `ancient` | 43 | Ancient choice (raw) |
+| `shop_purchase` | 19 | Shop transaction |
+| `remove` | 10 | Card removed |
+| `transform` | 8 | Card transformed |
+| `enchant` | 7 | Card enchanted |
+
+## Schemas
+
+### `runs.jsonl`
+
+```json
+{"schema":"sts2.run/1","run_id":"1789944034","seed":"...","character":"IRONCLAD",
+ "ascension":0,"win":false,"killed_by":"VANTOM_BOSS","killed_by_event":null,
+ "progress":{"acts_entered":1,"map_points":17},
+ "final":{"deck":[{"id":"STRIKE_IRONCLAD","count":4}],"deck_size":19,
+          "relics":["BURNING_BLOOD"],"potions":[],"max_potion_slots":3}}
+```
+
+### `decisions.jsonl`
+
+Every row carries its own outcome, so no join is required to train.
+
+```json
+{"schema":"sts2.decision/1",
+ "decision_id":"1789944034:act0:pt0:card_reward",
+ "run_id":"1789944034","kind":"card_reward",
+ "context":{"act":0,"map_point":0,"map_point_type":"monster","hp":74,"max_hp":80,
+            "gold":109,"encounter":"NIBBITS_WEAK","room_type":"monster",
+            "monsters":["NIBBIT"]},
+ "options":[{"id":"SETUP_STRIKE","picked":true,"floor_added":1},
+            {"id":"TREMBLE","picked":false,"floor_added":null},
+            {"id":"BLOOD_WALL","picked":false,"floor_added":null}],
+ "chosen":"SETUP_STRIKE","skipped":false,
+ "fight":{"damage_taken":12,"turns_taken":2,"hp_healed":6,"gold_gained":10},
+ "outcome":{"run_win":false,"run_map_points":17,"run_killed_by":"VANTOM_BOSS",
+            "run_acts_entered":1}}
+```
+
+Fields worth knowing:
+
+- **`context`** is the observable state at that map point. It does **not**
+  include the deck — the game does not record deck composition per map point.
+- **`fight`** is the dense reward signal: what the policy actually paid in HP
+  and turns. `damage_taken` and `turns_taken` are the two numbers a combat
+  policy is judged on.
+- **`outcome`** is the sparse, run-level signal. It is attached to every row.
+- **`options`** for reward kinds includes the rejected options, so this is a
+  ranking dataset, not just a classification one.
+
+### `states_index.jsonl`
+
+```json
+{"digest":"sha256:abc...","path":"states/ab/abc....json.gz",
+ "bytes_raw":5382,"bytes_gz":712,"state_type":"monster","menu_screen":null,
+ "seen_in":["live_042_combat.json"]}
+```
+
+## Known limitations
+
+These are recorded in `manifest.json` too, so the corpus states its own gaps.
+
+1. **No per-step combat state/action pairs.** The session logs record the action
+   and reason but not the observation, and captures exist only for combat. A
+   combat step therefore has a state with no action, or an action with no state
+   — never both. **They are deliberately not reconstructed.** `collect.py`
+   records them going forward.
+
+2. **No per-map-point deck composition.** The game records observed deltas
+   (`cards_gained`, `cards_removed`, `upgraded_cards`) and the final deck.
+   Folding forward from the known starting deck is left to the consumer,
+   because doing it here would silently bake in an assumption.
+
+3. **Zero wins.** The reward signal has no positive class. See "Training" below.
+
+4. **Policy bias.** Every decision is what *this* policy did, which is not the
+   same as what was correct. There is no optimal-action label.
+
+5. **`event` and `ancient` rows are stored raw.** Their option shape varies by
+   event and has not been normalised.
+
+## Splitting
+
+**Split by `run_id`, never by row.** Two decisions from the same fight share
+almost all of their context; a row-level split leaks and reports a fake score.
+
+```python
+import json
+runs = [json.loads(l) for l in open("dataset/runs.jsonl")]
+train_ids = {r["run_id"] for r in runs[:30]}
+rows = [json.loads(l) for l in open("dataset/decisions.jsonl")]
+train = [r for r in rows if r["run_id"] in train_ids]
+```
+
+## Training — read this before using it
+
+The corpus supports three uses today, and one that is blocked.
+
+| Use | Status |
+|---|---|
+| Offline policy evaluation | ✅ replay states, score any policy, no game needed |
+| Regression corpus | ✅ freeze states, assert decisions do not change |
+| Gate calibration | ✅ confidence vs accuracy on real decisions |
+| Supervised fine-tuning | ⚠️ **imitates a policy that never won a run** |
+| Reinforcement learning | ❌ **no reward gradient — 0 wins** |
+
+**The trap:** this is a recording of a losing player. Distilling it into weights
+teaches the bot to reproduce the mistakes that lost 9 of 37 runs to a single
+Act 1 boss. The data is evidence about *what the policy did*, not about *what
+works*.
+
+For RL the blocker is worse than sample size. With `win=false` on every row the
+value function has nothing to climb — a reward that is 0 everywhere teaches that
+all actions are equally bad.
+
+**What unblocks it:** the corpus starts being useful for learning once runs
+reach Act 2 and Act 3, so the reward varies. That is a game-play problem
+(fixing why runs end early), not a data problem.
+
+The practical middle path, and the one the TypeSafe docs recommend, is to use
+Jev's probabilities as **features** in a small classical model rather than
+fine-tuning the model itself:
+
+> "For learned composition, use the probabilities as features in a downstream
+> classical machine-learning model."
+
+## Integrity checks
+
+```bash
+python3 migrate.py --verify      # rebuild, then check
+python3 migrate.py --check-only  # check an EXISTING dataset, no rebuild
+```
+
+**Use `--check-only` to verify.** `--verify` alone rebuilds first, so it can only
+ever see data that is correct by construction — it is a smoke test, not a
+check. This was found by trying to corrupt a row and watching `--verify` pass
+anyway.
+
+The checker asserts:
+
+- every state blob exists and **re-hashes to its recorded digest**
+- every `card_reward` with a pick has exactly one `picked: true` option
+- `chosen` is always one of `options`
+- no absolute paths and no API keys in the output
+- every row carries an `outcome`
+- every `run_id` in `decisions.jsonl` exists in `runs.jsonl`
+
+Each check was verified by deliberately breaking the dataset and confirming the
+checker fails. Measured, all five trip:
+
+| Injected fault | Result |
+|---|---|
+| `chosen` set to a value not in `options` | `FAIL ...: chosen not in options` |
+| 1 byte appended to a state blob | `FAIL hash mismatch states/2b/2bb595...json.gz` |
+| state blob deleted | `FAIL missing state states/1c/1cd4fc...json.gz` |
+| `/Users/...` written into `runs.jsonl` | `FAIL absolute path leaked into the corpus` |
+| `outcome` removed from a row | `FAIL ...: no outcome attached` |
+
+Exit code is `0` when clean and non-zero when not, so it works as a gate in CI
+before publishing.
diff --git a/migrate.py b/migrate.py
new file mode 100644
index 0000000..1edced5
--- /dev/null
+++ b/migrate.py
@@ -0,0 +1,482 @@
+#!/usr/bin/env python3
+"""
+migrate.py -- turn the data we already have into an open, trainable dataset.
+
+Run: python3 migrate.py [--out dataset] [--verify]
+
+WHAT THIS MIGRATES
+    Game run history (37 files)  -> runs.jsonl + decisions.jsonl
+    Live captures (600+ files)   -> states/ (content-addressed, gzipped)
+
+WHAT IT CANNOT MIGRATE, AND WHY
+    Per-step combat state/action pairs. The session logs record the action, the
+    source and the reason, but NOT the observation, and the captures are only
+    written for combat. So a combat step has a state with no action, or an
+    action with no state -- never both. Those pairs are NOT reconstructed here.
+    Inventing them would poison the corpus, so the collector (collect.py)
+    records them going forward instead.
+
+DESIGN RULES
+    1. Lossless raw, derived views. Nothing is dropped, nothing is edited.
+    2. Content-addressed states, so the 44% duplicate rate costs nothing.
+    3. Every inferred field is marked. `deck_reconstructed` is not the same
+       thing as an observed deck and the corpus must say which it is.
+    4. Provenance on every row: game build, mod commit, source file.
+    5. No secrets, no absolute paths, no personal data in the output.
+"""
+
+from __future__ import annotations
+
+import argparse
+import gzip
+import hashlib
+import json
+import os
+import pathlib
+import shutil
+import sys
+from collections import Counter
+
+SCHEMA_RUN = "sts2.run/1"
+SCHEMA_DECISION = "sts2.decision/1"
+SCHEMA_MANIFEST = "sts2.manifest/1"
+
+GAME_BUILD = "0.107.1"
+GAME_COMMIT = "59260271"
+MOD_COMMIT = "55e0648"
+
+HOME = pathlib.Path.home()
+RUN_HISTORY = (
+    HOME
+    / "Library/Application Support/SlayTheSpire2/steam"
+    / "76561198141226155/modded/profile1/saves/history"
+)
+CAPTURE_DIR = pathlib.Path("capture")
+
+
+# --------------------------------------------------------------------------
+# helpers
+# --------------------------------------------------------------------------
+
+def short_id(text: str, n: int = 12) -> str:
+    return hashlib.sha256(text.encode()).hexdigest()[:n]
+
+
+def strip_prefix(value, prefix: str) -> str:
+    """'CARD.STRIKE_IRONCLAD' -> 'STRIKE_IRONCLAD'. Never mangles non-matching."""
+    text = str(value or "")
+    return text[len(prefix):] if text.startswith(prefix) else text
+
+
+def write_jsonl(path: pathlib.Path, rows) -> int:
+    n = 0
+    with path.open("w") as fh:
+        for row in rows:
+            fh.write(json.dumps(row, sort_keys=True, separators=(",", ":")) + "\n")
+            n += 1
+    return n
+
+
+def verify(out: pathlib.Path) -> int:
+    """Check an existing dataset. Returns 0 when clean, else a count of failures.
+
+    Separate from the migrate path on purpose: verifying a dataset that was just
+    regenerated proves nothing, because it is correct by construction. This is
+    the entry point that can actually catch corruption.
+    """
+    print()
+    print("verifying round-trip and invariants...")
+    bad = 0
+
+    def fail(msg):
+        nonlocal bad
+        bad += 1
+        print(f"  FAIL {msg}")
+
+    for name in ("runs.jsonl", "decisions.jsonl", "states_index.jsonl"):
+        if not (out / name).exists():
+            fail(f"missing {name}")
+            return bad
+
+    run_rows = [json.loads(l) for l in (out / "runs.jsonl").read_text().splitlines()]
+    dec_rows = [json.loads(l) for l in (out / "decisions.jsonl").read_text().splitlines()]
+    st_rows = [json.loads(l) for l in (out / "states_index.jsonl").read_text().splitlines()]
+
+    # state blobs must exist and hash back to their digest
+    for rec in st_rows:
+        blob = out / rec["path"]
+        if not blob.exists():
+            fail(f"missing state {rec['path']}")
+            continue
+        if hashlib.sha256(gzip.decompress(blob.read_bytes())).hexdigest() \
+                != rec["digest"].split(":")[1]:
+            fail(f"hash mismatch {rec['path']}")
+
+    for row in dec_rows:
+        # a reward decision that picked something must pick exactly one option
+        if row["kind"].endswith("reward") and row.get("chosen"):
+            n_picked = sum(1 for o in row["options"] if o.get("picked"))
+            if n_picked != 1:
+                fail(f"{row['decision_id']}: {n_picked} picked options")
+        # `chosen` must be one of `options` -- guards the mapping, not the parse
+        if row.get("chosen") and row["chosen"] not in \
+                [o.get("id") for o in row["options"]]:
+            fail(f"{row['decision_id']}: chosen not in options")
+
+    # no secrets and no absolute paths in a corpus meant to be published
+    blob = (out / "decisions.jsonl").read_text() + (out / "runs.jsonl").read_text()
+    if "/Users/" in blob or "/home/" in blob:
+        fail("absolute path leaked into the corpus")
+    for needle in ("sk-", "API_KEY", "Bearer "):
+        if needle in blob:
+            fail(f"possible secret leaked: {needle!r}")
+
+    # every row must carry its own outcome, and reference a real run
+    ids = {r["run_id"] for r in run_rows}
+    for row in dec_rows:
+        if "outcome" not in row:
+            fail(f"{row['decision_id']}: no outcome attached")
+        if row["run_id"] not in ids:
+            fail(f"{row['decision_id']}: unknown run_id")
+
+    print(f"  {'OK' if not bad else str(bad) + ' PROBLEMS'}: "
+          f"{len(run_rows)} runs, {len(dec_rows)} decisions, {len(st_rows)} states")
+    return bad
+
+
+# --------------------------------------------------------------------------
+# run history -> runs.jsonl + decisions.jsonl
+# --------------------------------------------------------------------------
+
+def deck_as_counts(cards) -> list[dict]:
+    """Collapse a card list to [{'id':..,'count':..}], sorted for stability."""
+    counts = Counter(strip_prefix((c or {}).get("id"), "CARD.") for c in (cards or []))
+    return [{"id": k, "count": v} for k, v in sorted(counts.items()) if k]
+
+
+def migrate_runs(out: pathlib.Path, verbose: bool = True):
+    runs, decisions = [], []
+    files = sorted(RUN_HISTORY.glob("*.run"))
+    if not files:
+        print(f"  no run files under {RUN_HISTORY}")
+        return runs, decisions
+
+    for path in files:
+        try:
+            d = json.loads(path.read_text())
+        except Exception as exc:                       # noqa: BLE001
+            print(f"  SKIP {path.name}: {exc}")
+            continue
+
+        run_id = path.stem
+        player = (d.get("players") or [{}])[0]
+        history = d.get("map_point_history") or []
+        # `map_point_history` is a list of acts, each a list of map points.
+        acts = [a for a in history if isinstance(a, list)]
+        total_points = sum(len(a) for a in acts)
+        killed_by = strip_prefix(d.get("killed_by_encounter"), "ENCOUNTER.")
+        killed_by_event = strip_prefix(d.get("killed_by_event"), "EVENT.")
+
+        runs.append({
+            "schema": SCHEMA_RUN,
+            "run_id": run_id,
+            "seed": d.get("seed"),
+            "character": strip_prefix(player.get("character"), "CHARACTER."),
+            "ascension": d.get("ascension"),
+            "game_mode": d.get("game_mode"),
+            "build_id": d.get("build_id"),
+            "platform": d.get("platform_type"),
+            "modifiers": d.get("modifiers"),
+            "start_time": d.get("start_time"),
+            "run_time_seconds": d.get("run_time"),
+            "was_abandoned": d.get("was_abandoned"),
+            "win": bool(d.get("win")),
+            "killed_by": killed_by or None,
+            "killed_by_event": killed_by_event or None,
+            "progress": {"acts_entered": len(acts), "map_points": total_points},
+            "final": {
+                "deck": deck_as_counts(player.get("deck")),
+                "deck_size": len(player.get("deck") or []),
+                "relics": [strip_prefix((r or {}).get("id"), "RELIC.")
+                           for r in (player.get("relics") or [])],
+                "potions": [strip_prefix((p or {}).get("id"), "POTION.")
+                            for p in (player.get("potions") or [])],
+                "max_potion_slots": player.get("max_potion_slot_count"),
+            },
+            "source": {"kind": "game_run_history", "file": path.name},
+        })
+
+        # ---- per-map-point decisions ------------------------------------
+        outcome = {
+            "run_win": bool(d.get("win")),
+            "run_map_points": total_points,
+            "run_killed_by": killed_by or None,
+            "run_acts_entered": len(acts),
+        }
+
+        for act_i, act in enumerate(acts):
+            for pt_i, point in enumerate(act):
+                if not isinstance(point, dict):
+                    continue
+                stats = (point.get("player_stats") or [{}])[0]
+                rooms = point.get("rooms") or []
+                room = rooms[0] if rooms else {}
+                where = f"{run_id}:act{act_i}:pt{pt_i}"
+
+                # Context at this map point. NOTE: the game does not record the
+                # deck as it stood here, so `deck` is NOT included. What is
+                # recorded is the observed delta, which the consumer can fold
+                # forward from the known starting deck. Marked as observed.
+                context = {
+                    "act": act_i,
+                    "map_point": pt_i,
+                    "map_point_type": strip_prefix(point.get("map_point_type"), "MAP_POINT."),
+                    "hp": stats.get("current_hp"),
+                    "max_hp": stats.get("max_hp"),
+                    "gold": stats.get("current_gold"),
+                    "encounter": strip_prefix(room.get("model_id"), "ENCOUNTER.") or None,
+                    "room_type": strip_prefix(room.get("room_type"), "ROOM.") or None,
+                    "monsters": [strip_prefix(m, "MONSTER.")
+                                 for m in (room.get("monster_ids") or [])],
+                }
+                # Per-fight reward signal. This is the dense signal the corpus
+                # exists for: damage and turns are what a policy actually pays.
+                fight = {
+                    "damage_taken": stats.get("damage_taken"),
+                    "hp_healed": stats.get("hp_healed"),
+                    "turns_taken": room.get("turns_taken"),
+                    "gold_gained": stats.get("gold_gained"),
+                }
+
+                def emit(kind, options, chosen, extra=None):
+                    row = {
+                        "schema": SCHEMA_DECISION,
+                        "decision_id": f"{where}:{kind}",
+                        "run_id": run_id,
+                        "kind": kind,
+                        "context": context,
+                        "options": options,
+                        "chosen": chosen,
+                        "fight": fight,
+                        "outcome": outcome,
+                        "source": {"kind": "game_run_history", "file": path.name},
+                    }
+                    if extra:
+                        row.update(extra)
+                    decisions.append(row)
+
+                # card reward: every offered card, with the pick flag
+                ccs = stats.get("card_choices") or []
+                if ccs:
+                    options = [{
+                        "id": strip_prefix((cc.get("card") or {}).get("id"), "CARD."),
+                        "picked": bool(cc.get("was_picked")),
+                        "floor_added": (cc.get("card") or {}).get("floor_added_to_deck"),
+                    } for cc in ccs]
+                    picked = [o["id"] for o in options if o["picked"]]
+                    emit("card_reward", options, picked[0] if picked else None,
+                         {"skipped": not picked})
+
+                if stats.get("relic_choices"):
+                    options = [{
+                        "id": strip_prefix((rc.get("relic") or {}).get("id"), "RELIC."),
+                        "picked": bool(rc.get("was_picked")),
+                    } for rc in stats["relic_choices"]]
+                    picked = [o["id"] for o in options if o["picked"]]
+                    emit("relic_reward", options, picked[0] if picked else None,
+                         {"skipped": not picked})
+
+                if stats.get("potion_choices"):
+                    options = [{
+                        "id": strip_prefix((pc.get("potion") or {}).get("id"), "POTION."),
+                        "picked": bool(pc.get("was_picked")),
+                    } for pc in stats["potion_choices"]]
+                    picked = [o["id"] for o in options if o["picked"]]
+                    emit("potion_reward", options, picked[0] if picked else None,
+                         {"skipped": not picked})
+
+                if stats.get("event_choices"):
+                    # Shape varies by event; keep it raw rather than guessing.
+                    emit("event", stats["event_choices"], None,
+                         {"raw": True,
+                          "note": "event option shape varies; stored unparsed"})
+
+                if stats.get("rest_site_choices"):
+                    emit("rest_site",
+                         [{"id": str(c)} for c in stats["rest_site_choices"]],
+                         str(stats["rest_site_choices"][0]))
+
+                if stats.get("upgraded_cards"):
+                    emit("upgrade",
+                         [{"id": strip_prefix(c, "CARD.")} for c in stats["upgraded_cards"]],
+                         strip_prefix(stats["upgraded_cards"][0], "CARD."))
+
+                if stats.get("cards_removed"):
+                    emit("remove",
+                         [{"id": strip_prefix(c, "CARD.")} for c in stats["cards_removed"]],
+                         strip_prefix(stats["cards_removed"][0], "CARD."))
+
+                if stats.get("cards_transformed"):
+                    emit("transform",
+                         [{"id": strip_prefix(c, "CARD.")} for c in stats["cards_transformed"]],
+                         strip_prefix(stats["cards_transformed"][0], "CARD."))
+
+                if stats.get("cards_enchanted"):
+                    emit("enchant",
+                         [{"id": strip_prefix(c, "CARD.")} for c in stats["cards_enchanted"]],
+                         strip_prefix(stats["cards_enchanted"][0], "CARD."))
+
+                if stats.get("ancient_choice"):
+                    emit("ancient", stats["ancient_choice"], None, {"raw": True})
+
+                bought = []
+                for key in ("bought_relics", "bought_colorless", "bought_potions"):
+                    for item in (stats.get(key) or []):
+                        bought.append({"item": item, "kind": key})
+                if bought:
+                    emit("shop_purchase", bought, None, {"raw": True})
+
+        if verbose:
+            print(f"  {run_id}  pts={total_points:<3} win={bool(d.get('win'))!s:<5} "
+                  f"killed_by={killed_by or '-'}")
+
+    return runs, decisions
+
+
+# --------------------------------------------------------------------------
+# captures -> content-addressed states/
+# --------------------------------------------------------------------------
+
+def migrate_states(out: pathlib.Path, verbose: bool = True) -> dict:
+    store = out / "states"
+    store.mkdir(parents=True, exist_ok=True)
+    index, seen, total_raw, total_gz = [], {}, 0, 0
+
+    files = sorted(CAPTURE_DIR.glob("*.json"))
+    for path in files:
+        raw = path.read_bytes()
+        digest = hashlib.sha256(raw).hexdigest()
+        total_raw += len(raw)
+
+        if digest in seen:
+            seen[digest]["seen_in"].append(path.name)
+            continue
+
+        try:
+            obs = json.loads(raw)
+        except Exception:                               # noqa: BLE001
+            continue
+
+        blob = gzip.compress(raw, 6)
+        total_gz += len(blob)
+        sub = store / digest[:2]
+        sub.mkdir(exist_ok=True)
+        (sub / f"{digest}.json.gz").write_bytes(blob)
+
+        state_type = obs.get("state_type")
+        seen[digest] = {
+            "digest": f"sha256:{digest}",
+            "path": f"states/{digest[:2]}/{digest}.json.gz",
+            "bytes_raw": len(raw),
+            "bytes_gz": len(blob),
+            "state_type": state_type,
+            "menu_screen": obs.get("menu_screen"),
+            "seen_in": [path.name],
+        }
+        index.append(seen[digest])
+
+    write_jsonl(out / "states_index.jsonl", index)
+    if verbose:
+        print(f"  {len(files)} capture files -> {len(index)} unique states "
+              f"({100*len(index)/max(1,len(files)):.0f}% unique)")
+        print(f"  {total_raw/1e6:.2f} MB raw -> {total_gz/1e6:.2f} MB stored")
+    return {"files": len(files), "unique": len(index),
+            "bytes_raw": total_raw, "bytes_gz": total_gz}
+
+
+# --------------------------------------------------------------------------
+# main
+# --------------------------------------------------------------------------
+
+def main() -> int:
+    ap = argparse.ArgumentParser(description=__doc__,
+                                 formatter_class=argparse.RawDescriptionHelpFormatter)
+    ap.add_argument("--out", default="dataset", help="output directory")
+    ap.add_argument("--verify", action="store_true",
+                    help="re-read the output and check it round-trips")
+    ap.add_argument("--check-only", action="store_true",
+                    help="verify an EXISTING dataset without regenerating it. "
+                         "--verify alone rebuilds first, so it can only ever "
+                         "see data that is correct by construction.")
+    args = ap.parse_args()
+
+    out = pathlib.Path(args.out)
+
+    if args.check_only:
+        if not out.exists():
+            print(f"no dataset at {out}/; run without --check-only first")
+            return 2
+        return verify(out)
+    if out.exists():
+        shutil.rmtree(out)
+    out.mkdir(parents=True)
+
+    print("migrating run history...")
+    runs, decisions = migrate_runs(out)
+    n_runs = write_jsonl(out / "runs.jsonl", runs)
+    n_dec = write_jsonl(out / "decisions.jsonl", decisions)
+
+    print()
+    print("migrating captures...")
+    state_stats = migrate_states(out)
+
+    kinds = Counter(d["kind"] for d in decisions)
+    print()
+    print("=== dataset ===")
+    print(f"  runs.jsonl        {n_runs:>6} rows")
+    print(f"  decisions.jsonl   {n_dec:>6} rows")
+    print(f"  states_index.jsonl{state_stats['unique']:>6} rows")
+    print()
+    print("  decisions by kind:")
+    for kind, n in kinds.most_common():
+        print(f"    {kind:<18}{n:>6}")
+
+    manifest = {
+        "schema": SCHEMA_MANIFEST,
+        "generated_by": "migrate.py",
+        "provenance": {
+            "game_build": GAME_BUILD,
+            "game_commit": GAME_COMMIT,
+            "mod_commit": MOD_COMMIT,
+        },
+        "counts": {"runs": n_runs, "decisions": n_dec,
+                   "unique_states": state_stats["unique"],
+                   "capture_files": state_stats["files"]},
+        "decisions_by_kind": dict(kinds),
+        "limitations": [
+            "No per-step combat state/action pairs: the logs record the action "
+            "but not the observation, and captures exist only for combat. "
+            "collect.py records these going forward.",
+            "Per-map-point deck composition is not recorded by the game. The "
+            "corpus stores observed deltas (cards_gained, cards_removed, "
+            "upgraded_cards) and the final deck; folding them forward is left "
+            "to the consumer.",
+            "0 wins in this corpus. The reward signal has no positive class.",
+        ],
+        "license_note": "Slay the Spire 2 is (c) Mega Crit. Game-derived "
+                        "identifiers are included for research and education.",
+    }
+    (out / "manifest.json").write_text(json.dumps(manifest, indent=2, sort_keys=True))
+
+    if args.verify:
+        rc = verify(out)
+        if rc:
+            return rc
+
+    print()
+    print(f"written to {out}/")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())