{
  "video_id": "reddit_1vrsn4q",
  "channel_slug": "singularity",
  "channel_handle": "r/singularity",
  "title": "Scaling self-verification with DeepSeek V4 Flash beats Claude Fable 5 on Terminal-Bench 2.1, while being 11x cheaper",
  "url": "https://www.reddit.com/r/singularity/comments/1vrsn4q/scaling_selfverification_with_deepseek_v4_flash/",
  "external_url": "https://github.com/llm-as-a-verifier/llm-as-a-verifier#self-verification-terminal-bench-21",
  "upload_date": "20260818",
  "published_at": "2026-08-18T15:37:33+00:00",
  "transcript": "\n\n--- Top Comments ---\n\n\n[30 upvotes] The singularity is nearer\n\n[11 upvotes] Using DeepSeek V4 Flash to verify itself is somewhat counter-intuitive, like a study I read in which models tuned on weak, cheap models outperformed those fine-tuned on strong, expensive models (SE) with a fixed compute budget (source: [arvix 2024](https://arxiv.org/html/2408.16737v1)). The benefit of the SE was offset by their cost.\n\n[2 upvotes] ?",
  "transcript_chars": 428,
  "ingested_at": "2026-08-19T01:30:19.453143+00:00",
  "source": "reddit",
  "yt_meta": {
    "score": 124,
    "upvote_ratio": 0.92,
    "num_comments": 15,
    "author": "yogthos",
    "is_self": false
  }
}