{
  "video_id": "reddit_1um9j5q",
  "channel_slug": "LocalLLaMA",
  "channel_handle": "r/LocalLLaMA",
  "title": "Deepseek drops another HUGE breakthrough - DSpark. Waaay faster than MTP [Video explaining it]",
  "url": "https://www.reddit.com/r/LocalLLaMA/comments/1um9j5q/deepseek_drops_another_huge_breakthrough_dspark/",
  "external_url": null,
  "upload_date": "20260703",
  "published_at": "2026-07-03T09:19:45+00:00",
  "transcript": "Hi folks. I found this video explaining latest DSpark breakthrough from Deepseek. Seems like a huge change coming.\n\n[https://www.youtube.com/watch?v=J0D7qV3nl7w](https://www.youtube.com/watch?v=J0D7qV3nl7w)\n\n\n\n--- Top Comments ---\n\n\n[95 upvotes] If this actually shows up in llama.cpp or vLLM soon, that's when I'll get excited\n\n[94 upvotes] I'm convinced that long term, the US is screwed. \n\nIt feels so bizarre to be routing for China.. but seriously.. it's bizarre.\n\nChina has: \n- Actual green energy, and costs to match\n- Clearly set on dominating green energy\n- Open sourced models and the technology \n- Clearly investing in hardware too\n\n\nOn the flipside, removing the naivity:\n- Dominating green energy is clearly a plan. You can't beat energy you get for free.. they want influence in ROW and to become the next oil cartel of green energy \n- Open models are clearly to leverage being behind the US, and disrupt the US, plus gain global influence \n- It gives them a lever to catch up in hardware versus the US.\n- Green energy helps on all fronts\n\n\nBut it's hard to see right now why we shouldn't be happy about it.. Anthropic in particular show complete contempt for their customers, and if OAI weren't desperately trying to win over corporates and coders, I don't think they'd be so competitive.\n\nOverall.. this is all good for us.. titans fighting above us and we get the spoils. \n\n[72 upvotes] This has been covered in other posts already. Estimated speedup about +60-80% ",
  "transcript_chars": 1482,
  "ingested_at": "2026-07-03T13:30:28.829650+00:00",
  "source": "reddit",
  "yt_meta": {
    "score": 258,
    "upvote_ratio": 0.87,
    "num_comments": 85,
    "author": "BringTea_666",
    "is_self": true
  }
}