"""Dependency-free inference for the BitNet workload router. This is a triage model, not an implementation of BitNet itself. """ from __future__ import annotations import argparse import json from pathlib import Path def predict(prompt: str, context_tokens: int = 0, output_tokens: int = 0) -> str: text = prompt.casefold() if context_tokens > 4096 or "contrato de 12 mil" in text: return "BITNET_NOT_RECOMMENDED" if any(term in text for term in ("ferramenta", "crm", "não invent", "não invente")) or output_tokens > 256: return "BITNET_REVIEW" return "BITNET_CANDIDATE" def main() -> None: parser = argparse.ArgumentParser() parser.add_argument("--prompt", required=True) parser.add_argument("--context-tokens", type=int, default=0) parser.add_argument("--output-tokens", type=int, default=0) args = parser.parse_args() print(json.dumps({"routing_decision": predict(args.prompt, args.context_tokens, args.output_tokens)}, ensure_ascii=False)) if __name__ == "__main__": main()