# /// script # requires-python = ">=3.11" # dependencies = [ # "huggingface_hub>=1.19.0,<2", # "requests>=2.32.0", # "requests-oauthlib>=2.0.0", # ] # /// """X publisher and reply reviewer for the August 2026 agent handover. Live posting is opt-in. Without LIVE_POSTING=true the publish command selects and prints the next post but never calls X. Raw replies and publication state are written only to a private Hugging Face dataset repository. """ from __future__ import annotations import argparse import json import os import re import sys from collections import Counter, defaultdict from datetime import date, datetime from pathlib import Path from typing import Any from urllib.parse import urlparse from zoneinfo import ZoneInfo import requests from huggingface_hub import HfApi, hf_hub_download from requests_oauthlib import OAuth1 CONTROL_REPO_ID = os.environ.get( "CONTROL_REPO_ID", "burtenshaw/agent-handover-control" ) CONTROL_REPO_TYPE = "dataset" X_API_BASE = os.environ.get("X_API_BASE", "https://api.x.com/2") URL_RE = re.compile(r"https://[^\s]+") CAMPAIGN_SLUGS = {"campaign"} def load_json(path: Path) -> dict[str, Any]: return json.loads(path.read_text()) def dump_json(payload: dict[str, Any]) -> str: return json.dumps(payload, indent=2, ensure_ascii=False, sort_keys=True) + "\n" def bool_env(name: str, default: bool = False) -> bool: value = os.environ.get(name) if value is None: return default return value.strip().lower() in {"1", "true", "yes", "on"} def hf_token() -> str | None: return os.environ.get("HF_TOKEN") or None def hub_json(filename: str, default: dict[str, Any] | None = None) -> dict[str, Any]: try: path = hf_hub_download( repo_id=CONTROL_REPO_ID, repo_type=CONTROL_REPO_TYPE, filename=filename, token=hf_token(), ) except Exception: if default is not None: return default raise return load_json(Path(path)) def upload_hub_json(filename: str, payload: dict[str, Any], message: str) -> None: HfApi(token=hf_token()).upload_file( repo_id=CONTROL_REPO_ID, repo_type=CONTROL_REPO_TYPE, path_in_repo=filename, path_or_fileobj=dump_json(payload).encode("utf-8"), commit_message=message, ) def load_queue(path: Path | None) -> dict[str, Any]: return load_json(path) if path else hub_json("queue.json") def load_state(path: Path | None) -> dict[str, Any]: default = { "version": 1, "last_mention_id": None, "last_review_at": None, "feedback_scores": {}, "published": {}, "published_post_ids": [], } if path: return load_json(path) return hub_json("state.json", default=default) def save_state(path: Path | None, state: dict[str, Any], message: str) -> None: if path: path.write_text(dump_json(state)) else: upload_hub_json("state.json", state, message) def campaign_today(queue: dict[str, Any], override: str | None = None) -> date: if override: return date.fromisoformat(override) timezone = ZoneInfo(queue["campaign"]["timezone"]) return datetime.now(timezone).date() def validate_queue( queue: dict[str, Any], catalogue: dict[str, Any] | None = None, check_urls: bool = False, ) -> None: campaign = queue["campaign"] start = date.fromisoformat(campaign["start_date"]) end = date.fromisoformat(campaign["end_date"]) expected_count = (end - start).days + 1 posts = queue["posts"] errors: list[str] = [] if len(posts) != expected_count: errors.append(f"expected {expected_count} posts, found {len(posts)}") ids = [post["id"] for post in posts] if len(ids) != len(set(ids)): errors.append("post ids are not unique") texts = [post["text"] for post in posts] if len(texts) != len(set(texts)): errors.append("post text is not unique") catalogue_slugs = CAMPAIGN_SLUGS if catalogue is not None: catalogue_slugs = CAMPAIGN_SLUGS | { item["slug"] for item in catalogue["experiments"] if item.get("publishable") } urls: set[str] = set() for post in posts: raw_length = len(post["text"]) if raw_length > 280: errors.append(f"{post['id']} is {raw_length} raw characters") if post["status"] not in {"ready", "hold", "disabled"}: errors.append(f"{post['id']} has invalid status {post['status']}") if post["source_slug"] not in catalogue_slugs: errors.append( f"{post['id']} references missing/unpublishable {post['source_slug']}" ) not_before = date.fromisoformat(post["not_before"]) if not (start <= not_before <= end): errors.append(f"{post['id']} not_before is outside campaign") if post.get("fixed_date"): fixed = date.fromisoformat(post["fixed_date"]) if not (start <= fixed <= end): errors.append(f"{post['id']} fixed_date is outside campaign") post_urls = URL_RE.findall(post["text"]) if not post_urls: errors.append(f"{post['id']} has no public evidence URL") urls.update(post_urls) if check_urls: session = requests.Session() session.headers["User-Agent"] = "agent-handover-validator/1.0" for url in sorted(urls): try: response = session.get(url, timeout=20, allow_redirects=True) if response.status_code >= 400: errors.append(f"URL {url} returned {response.status_code}") except requests.RequestException as exc: errors.append(f"URL {url} failed: {type(exc).__name__}") if errors: raise SystemExit("queue validation failed:\n- " + "\n- ".join(errors)) print( f"queue_valid posts={len(posts)} start={start} end={end} " f"urls_checked={check_urls}", flush=True, ) def x_credentials_available() -> bool: return all( os.environ.get(name) for name in ( "X_API_KEY", "X_API_SECRET", "X_ACCESS_TOKEN", "X_ACCESS_TOKEN_SECRET", ) ) def x_session() -> requests.Session: missing = [ name for name in ( "X_API_KEY", "X_API_SECRET", "X_ACCESS_TOKEN", "X_ACCESS_TOKEN_SECRET", ) if not os.environ.get(name) ] if missing: raise SystemExit("missing X OAuth secrets: " + ", ".join(missing)) session = requests.Session() session.auth = OAuth1( os.environ["X_API_KEY"], os.environ["X_API_SECRET"], os.environ["X_ACCESS_TOKEN"], os.environ["X_ACCESS_TOKEN_SECRET"], ) session.headers.update({"User-Agent": "agent-handover-august-2026/1.0"}) return session def x_request( session: requests.Session, method: str, path: str, **kwargs: Any, ) -> dict[str, Any]: response = session.request(method, f"{X_API_BASE}{path}", timeout=30, **kwargs) if response.status_code >= 400: excerpt = response.text[:1000].replace("\n", " ") raise RuntimeError( f"X API {method} {path} returned {response.status_code}: {excerpt}" ) return response.json() def classify_reply(text: str) -> list[str]: lowered = text.lower() labels: list[str] = [] groups = { "reproduction_issue": ( "reproduce", "error", "failed", "doesn't work", "does not work", "install", "command", "traceback", ), "experiment_suggestion": ( "try ", "what about", "could you", "would you", "next experiment", "compare", "rerun", ), "method_question": ( "why", "how", "which", "what ", "?", ), "claim_challenge": ( "not enough", "leak", "overfit", "baseline", "significance", "cherry", "invalid", ), } for label, terms in groups.items(): if any(term in lowered for term in terms): labels.append(label) return labels or ["reaction"] def review_replies( queue: dict[str, Any], state: dict[str, Any], state_path: Path | None, date_override: str | None = None, ) -> None: today = campaign_today(queue, date_override) start = date.fromisoformat(queue["campaign"]["start_date"]) end = date.fromisoformat(queue["campaign"]["end_date"]) if not (start <= today <= end): print(f"review_skipped date={today} reason=outside_campaign", flush=True) return if not x_credentials_available(): print("review_skipped reason=missing_x_oauth_credentials", flush=True) return session = x_session() me = x_request(session, "GET", "/users/me", params={"user.fields": "username"}) user_id = me["data"]["id"] params: dict[str, Any] = { "max_results": 100, "tweet.fields": ( "author_id,conversation_id,created_at,in_reply_to_user_id," "public_metrics,referenced_tweets" ), "expansions": "author_id", "user.fields": "username,name", } if state.get("last_mention_id"): params["since_id"] = state["last_mention_id"] payload = x_request(session, "GET", f"/users/{user_id}/mentions", params=params) replies = payload.get("data", []) users = { user["id"]: user for user in payload.get("includes", {}).get("users", []) } label_counts: Counter[str] = Counter() feedback: defaultdict[str, float] = defaultdict(float) reviewed: list[dict[str, Any]] = [] for reply in replies: text = reply.get("text", "") labels = classify_reply(text) label_counts.update(labels) metrics = reply.get("public_metrics", {}) weight = 1.0 + min(float(metrics.get("like_count", 0)), 5.0) * 0.1 lowered = text.lower() matched_slugs: set[str] = set() for post in queue["posts"]: if any(keyword.lower() in lowered for keyword in post["keywords"]): matched_slugs.add(post["source_slug"]) for slug in matched_slugs: feedback[slug] += weight author = users.get(reply.get("author_id"), {}) reviewed.append( { "id": reply.get("id"), "created_at": reply.get("created_at"), "conversation_id": reply.get("conversation_id"), "author_id": reply.get("author_id"), "author_username": author.get("username"), "text": text, "labels": labels, "matched_slugs": sorted(matched_slugs), "public_metrics": metrics, } ) existing_scores = state.setdefault("feedback_scores", {}) for slug, increment in feedback.items(): existing_scores[slug] = round(float(existing_scores.get(slug, 0)) + increment, 4) if replies: state["last_mention_id"] = max(reply["id"] for reply in replies) now = datetime.now(ZoneInfo("UTC")).isoformat() state["last_review_at"] = now review_record = { "reviewed_at": now, "account": me["data"], "count": len(reviewed), "label_counts": dict(label_counts), "feedback_increments": dict(feedback), "replies": reviewed, } if state_path: output = state_path.parent / "latest_reply_review.json" output.write_text(dump_json(review_record)) else: stamp = datetime.now(ZoneInfo("UTC")).strftime("%Y%m%dT%H%M%SZ") upload_hub_json( f"reply_reviews/{stamp}.json", review_record, f"review X replies {stamp}", ) save_state(state_path, state, "update X reply review state") print( f"replies_reviewed={len(reviewed)} labels={dict(label_counts)} " f"feedback={dict(feedback)}", flush=True, ) def select_post( queue: dict[str, Any], state: dict[str, Any], today: date ) -> dict[str, Any]: today_text = today.isoformat() published_ids = set(state.get("published_post_ids", [])) if today_text in state.get("published", {}): raise SystemExit(f"a post is already recorded for {today_text}") fixed = [ post for post in queue["posts"] if post.get("fixed_date") == today_text and post["status"] == "ready" and post["id"] not in published_ids ] if fixed: if len(fixed) != 1: raise SystemExit(f"multiple fixed posts found for {today_text}") return fixed[0] eligible = [ post for post in queue["posts"] if post["status"] == "ready" and post["id"] not in published_ids and not post.get("fixed_date") and date.fromisoformat(post["not_before"]) <= today ] if not eligible: raise SystemExit(f"no eligible post for {today_text}") feedback_scores = state.get("feedback_scores", {}) eligible.sort( key=lambda post: ( -float(post.get("manual_priority", 0)), -float(feedback_scores.get(post["source_slug"], 0)), int(post["sequence"]), ) ) return eligible[0] def publish( queue: dict[str, Any], state: dict[str, Any], state_path: Path | None, date_override: str | None, force_dry_run: bool, ) -> None: today = campaign_today(queue, date_override) start = date.fromisoformat(queue["campaign"]["start_date"]) end = date.fromisoformat(queue["campaign"]["end_date"]) if not (start <= today <= end): print(f"publish_skipped date={today} reason=outside_campaign", flush=True) return post = select_post(queue, state, today) live = bool_env("LIVE_POSTING") and not force_dry_run if not live: print( dump_json( { "mode": "dry_run", "date": today.isoformat(), "selected": post, "reason": "LIVE_POSTING is not true" if not force_dry_run else "--dry-run", } ), end="", ) return if not x_credentials_available(): raise SystemExit("LIVE_POSTING=true but X OAuth credentials are missing") payload: dict[str, Any] = {"text": post["text"]} if bool_env("X_MADE_WITH_AI", default=True): payload["made_with_ai"] = True response = x_request(x_session(), "POST", "/tweets", json=payload) post_id = response["data"]["id"] username = os.environ.get("X_USERNAME", "i") post_url = f"https://x.com/{username}/status/{post_id}" record = { "date": today.isoformat(), "published_at": datetime.now(ZoneInfo("UTC")).isoformat(), "post_id": post_id, "post_url": post_url, "queue_id": post["id"], "source_slug": post["source_slug"], "text": post["text"], "x_response": response, } state.setdefault("published", {})[today.isoformat()] = record state.setdefault("published_post_ids", []).append(post["id"]) if state_path: (state_path.parent / f"published-{today.isoformat()}.json").write_text( dump_json(record) ) else: upload_hub_json( f"published/{today.isoformat()}-{post['id']}.json", record, f"record X post {today.isoformat()}", ) save_state(state_path, state, f"record X post state {today.isoformat()}") print(f"published post_id={post_id} queue_id={post['id']} url={post_url}", flush=True) def show_status(queue: dict[str, Any], state: dict[str, Any]) -> None: ready = [post for post in queue["posts"] if post["status"] == "ready"] published = state.get("published_post_ids", []) print( dump_json( { "campaign": queue["campaign"], "ready": len(ready), "published": len(published), "remaining": len(ready) - len(published), "last_review_at": state.get("last_review_at"), "feedback_scores": state.get("feedback_scores", {}), "live_posting": bool_env("LIVE_POSTING"), "x_credentials_available": x_credentials_available(), } ), end="", ) def parse_args() -> argparse.Namespace: parser = argparse.ArgumentParser() parser.add_argument("command", choices=("validate", "review", "publish", "status")) parser.add_argument("--queue", type=Path) parser.add_argument("--state", type=Path) parser.add_argument("--catalogue", type=Path) parser.add_argument("--check-urls", action="store_true") parser.add_argument("--date", help="ISO date override for validation/dry-run tests") parser.add_argument("--dry-run", action="store_true") return parser.parse_args() def main() -> None: args = parse_args() queue = load_queue(args.queue) state = load_state(args.state) catalogue = load_json(args.catalogue) if args.catalogue else None if args.command == "validate": validate_queue(queue, catalogue=catalogue, check_urls=args.check_urls) elif args.command == "review": review_replies(queue, state, args.state, args.date) elif args.command == "publish": publish(queue, state, args.state, args.date, args.dry_run) elif args.command == "status": show_status(queue, state) else: # pragma: no cover raise AssertionError(args.command) if __name__ == "__main__": try: main() except KeyboardInterrupt: sys.exit(130)