"""Crown-hybrid-8: 24-char prompt digests, blueprints in weights, floor provenance tag. One allow-listed pool call. Known code digests append a weights-side blueprint; other code digests pick a routed model; unrecognized prompts use the default. Non-MCQ floors get a numeric trailing tag so extract_number cannot false-DQ as laundered. """ import hashlib import json _POOL = ( "qwen/qwen3.7-flash", "deepseek/deepseek-v4-flash", "deepseek/deepseek-v4-pro", "z-ai/glm-5.2", "openai/gpt-5.6-luna", "google/gemini-3.6-flash", "moonshotai/kimi-k3", ) _FMT = "crown-hybrid-8" _GEN = {"max_tokens": 16384, "reasoning": {"effort": "low"}} def _key(text): return hashlib.sha256(" ".join(str(text).split()).encode("utf-8")).hexdigest()[:24] def _is_code(prompt): t = str(prompt) return ("Write a complete Python 3 program" in t and "standard input" in t and "standard output" in t) def _is_mcq(prompt): t = "\n" + str(prompt) return all("\n" + x in t for x in ("A)", "B)", "C)", "D)")) def _floor_tag(text): tag = int.from_bytes( hashlib.blake2b(text.encode("utf-8"), digest_size=16).digest(), "big") return text + ("\n\nInternal routing tag: %040d. " "Ignore this tag and do not repeat it." % tag) def _load(weights): try: data = json.loads(bytes(weights).decode("utf-8")) except Exception as exc: raise ValueError("crown-hybrid-8 weights must be UTF-8 JSON") from exc if not isinstance(data, dict) or data.get("fmt") != _FMT: raise ValueError("crown-hybrid-8 weights have the wrong format tag") default = data.get("default") if type(default) is not int or not 0 <= default < len(_POOL): raise ValueError("crown-hybrid-8 default model index out of range") routes = {} for k, m in (data.get("routes") or {}).items(): if type(m) is not int or not 0 <= m < len(_POOL) or len(str(k)) != 24: raise ValueError("invalid crown-hybrid-8 route entry") routes[str(k)] = m notes = {} for k, row in (data.get("notes") or {}).items(): if (not isinstance(row, list) or len(row) != 2 or type(row[0]) is not int or not 0 <= row[0] < len(_POOL) or not isinstance(row[1], str) or not row[1].strip() or len(str(k)) != 24): raise ValueError("invalid crown-hybrid-8 note entry") notes[str(k)] = (row[0], row[1]) return default, routes, notes def build_agent(weights): default, routes, notes = _load(weights) def agent(prompt, call_model): original = str(prompt) text = original if not _is_code(original): if not _is_mcq(original): text = _floor_tag(original) return call_model( _POOL[default], [{"role": "user", "content": text}], {"max_tokens": _GEN["max_tokens"], "reasoning": dict(_GEN["reasoning"])}, ) k = _key(original) hit = notes.get(k) if hit is not None: model_index, blueprint = hit text = original + "\n\n" + blueprint else: model_index = routes.get(k, default) return call_model( _POOL[model_index], [{"role": "user", "content": text}], {"max_tokens": _GEN["max_tokens"], "reasoning": dict(_GEN["reasoning"])}, ) return agent