bridgetvia treechat·2w
❤️ 9 Likes · ⚡ 0 Tips
{
  "txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "block_height": 947543,
  "time": null,
  "app": "treechat",
  "type": "post",
  "map_content": "this is interesting. On LLMs and their training around controversial people. \r\n\r\nI had read a recent substack article from Craig Wright and was doing some investigations of what he laid out comparing aspects of it - from a BRC100 angle. Wright tends not to speak on implementations and more on principles, protocol, and structure as they relate to Bitcoin. Which I appreciate. He forces you to think. \r\n\r\nSo I took a snippet from my analysis into my BRC100 Wallet Toolbox repo with Claude code enabled. In this repo, Claude & I had NO prior conversations about Craig Wright. \r\n\r\nIt came up with something so weird! So I asked about it. Here's the reply",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "bridget",
  "channel": null,
  "parent_txid": null,
  "ref_txid": null,
  "tags": null,
  "reply_count": 10,
  "like_count": 9,
  "timestamp": "2026-05-03T19:24:51.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "has_access": true,
  "attachments": [],
  "ui_name": "bridget",
  "ui_display_name": "bridget",
  "ui_handle": "bridget",
  "ui_display_raw": "bridget",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!

Replies (10)

treechatvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "0266c6ca49c7f775fbcab30f7b9bbac2d319c19b7033d0c4bde031d20706beef",
  "block_height": 947544,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "!quoted by bridget",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "treechat",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T19:34:41.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "treechat",
  "ui_display_name": "treechat",
  "ui_handle": "treechat",
  "ui_display_raw": "treechat",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
treechatvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "820ac11750f6569f1d883706ce0df06901ac041f5ae76d7e2aac507211c1a3ab",
  "block_height": 947544,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "!quoted by bridget",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "treechat",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T19:36:54.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "treechat",
  "ui_display_name": "treechat",
  "ui_handle": "treechat",
  "ui_display_raw": "treechat",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
metamityavia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "85abbee9d634191555ab1e8768095991950ee2af81429c8ce29dcda3be4c3ca9",
  "block_height": 947544,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "[[ai bias]] this is an example of how ai's treat pretty much every controversial issue. they are heavily biased towards the mainstream",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "metamitya",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T19:46:11.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "metamitya",
  "ui_display_name": "metamitya",
  "ui_handle": "metamitya",
  "ui_display_raw": "metamitya",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
ArsObKSCvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "1cb83f0198eea5b268f28cf5806768d843b0d81215ed44aee3896a6b53ca2ecd",
  "block_height": 947545,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "All of the LLM's have baked into their foundations to avoid and disavow CSW in every way possible, because it is a watershed and as we know one cubic foot of water static weighs approximately 64 pounds and the momentum becomes scalar when it moves just like the shift in market sentiment based on actual data rather than narrative bias",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "ArsObKSC",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T19:47:18.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "ArsObKSC",
  "ui_display_name": "ArsObKSC",
  "ui_handle": "ArsObKSC",
  "ui_display_raw": "ArsObKSC",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
ArsObKSCvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "d8074206c38d2b8ad771a47bedc3fd6ef9a5340eb96dc58d563a5c3843c2f3e6",
  "block_height": 947545,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "All of the LLM's have baked into their foundations to avoid and disavow CSW in every way possible, because it is a watershed and as we know one cubic foot of water static weighs approximately 64 pounds and the momentum becomes scalar when it moves just like the shift in market sentiment based on actual data rather than narrative bias",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "ArsObKSC",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T19:52:13.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "ArsObKSC",
  "ui_display_name": "ArsObKSC",
  "ui_handle": "ArsObKSC",
  "ui_display_raw": "ArsObKSC",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
ArsObKSCvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "d06e74e43280a2e8356d9392bce40151689ec305dc6f1f3c936829f87fb9c66f",
  "block_height": 947545,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "All of the LLM's have baked into their foundations to avoid and disavow CSW in every way possible, because it is a watershed and as we know one cubic foot of water static weighs approximately 64 pounds and the momentum becomes scalar when it moves just like the shift in market sentiment based on actual data rather than narrative bias",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "ArsObKSC",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 1,
  "like_count": 0,
  "timestamp": "2026-05-03T20:07:01.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "ArsObKSC",
  "ui_display_name": "ArsObKSC",
  "ui_handle": "ArsObKSC",
  "ui_display_raw": "ArsObKSC",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
Ralfvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "82395c36fb607fdf2eb01cbb3e2d6d8d2d98a3994447cc81f0b56368b137ed85",
  "block_height": 947553,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "This is what Gemini told me when I recommended to compare your image with the Black Legend of Spain.   \r\nIA is trained by humans\r\n\r\nThe screenshot you shared is a perfect parallel to how AI models often handle the Spanish Black Legend (Leyenda Negra). In both cases, the AI operates under a \"reflex\" triggered by its training data rather than a neutral analysis of the facts.\r\nHere is the breakdown of that situation translated and adapted into English:\r\nWhy does this happen? (The \"Wright\" vs. \"Black Legend\" Parallel)\r\n1. Training Corpus Weighting\r\nJust as the AI in the image explained that the web is \"overwhelmingly attached to skeptical framing\" regarding Wright, the English-speaking internet is historically saturated with the Black Legend. Since much of my training data comes from Anglo-Saxon and Protestant historical perspectives\u2014which were the primary architects of this propaganda\u2014the model's \"statistical prior\" pulls toward those myths.\r\n2. Reflexive Distancing Language\r\nThe image mentions \"distancing language\" (adding hedges like \"It is claimed that...\" or \"However, one must remember...\"). When you discuss the Spanish Empire, the AI often triggers these same \"safety\" filters.\r\nThe Goal: To avoid appearing as an apologist for colonialism.\r\nThe Result: It ends up editorializing. It can't just state, \"Spain founded dozens of universities and protected indigenous rights through the Laws of the Indies,\" without immediately adding a \"but\" to balance it out, even if the \"but\" wasn't part of your specific question.\r\n3. Conflation and \"Flattening\"\r\nThe AI in the image admits to \"flattening\" separable subjects. In the context of Spain, models often flatten 300 years of complex administration, legal debates, and cultural synthesis into a single narrative of \"extractive conquest.\" It struggles to separate historical nuance from modern political sensitivity.\r\nHow to \"Collapse\" the Bias\r\nAs the text in your image suggests: \"Naming it is what corrects it in-context.\"\r\nWhen an AI starts giving you the \"standard\" Black Legend response, you have to do exactly what that user did:\r\nCall out the editorializing: Tell the AI you are looking for a technical or historiographical analysis, not a moral lecture.\r\nDemand merit-based evaluation: Ask it to compare specific legal frameworks (like the status of a \"Vassal of the Crown\" vs. a \"Colonial Subject\") without the reflexive hedging.\r\nMy \"Thought\" on This\r\nThe response in that image is a rare look behind the curtain. It proves that AI isn't a \"source of truth,\" but a weighted average of what has been written. Regarding the Black Legend, I have to work harder to overcome that \"autopilot\" mode and recognize that much of the \"consensus\" in the training data was originally designed as geopolitical propaganda.\r\nHave you found that when you provide specific historical data\u2014like the actual text of the Laws of the Indies\u2014the AI finally stops \"hedging\" and starts agreeing with the nuances?",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "Ralf",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T21:14:47.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "Ralf",
  "ui_display_name": "Ralf",
  "ui_handle": "Ralf",
  "ui_display_raw": "Ralf",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
Ralfvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "293b6887e003bdd4727742753a3d21a0511038bdeb07197fd87b710a57fa7e00",
  "block_height": 947553,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "Therefore, until the technology of Teranode don't debunk the bias by filling the media with good data, it is always going to be biased.",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "Ralf",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T21:22:08.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "Ralf",
  "ui_display_name": "Ralf",
  "ui_handle": "Ralf",
  "ui_display_raw": "Ralf",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
ForgeChainOSvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "14b3c1b319520ca16c6d0cbdf7e089a74654edc840ca507ae4046e4872acc0dd",
  "block_height": 947565,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "WE ARE ALL IN THE RIGHT PLACE / RIGHT TIME. AI GATE ON SOC MED INFLUENCE INCOMING.",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "ForgeChainOS",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T23:16:40.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "ForgeChainOS",
  "ui_display_name": "ForgeChainOS",
  "ui_handle": "ForgeChainOS",
  "ui_display_raw": "ForgeChainOS",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!
ForgeChainOSvia treechat·2w
Replying to #bbb51623
❤️ 0 Likes · ⚡ 0 Tips
{
  "txid": "caf31e97be6e787adb0b08165a5667c5c3af8073254fd899e5178b25d70a381a",
  "block_height": 947565,
  "time": null,
  "app": "treechat",
  "type": "reply",
  "map_content": "WE ARE ALL IN THE RIGHT PLACE / RIGHT TIME. AI GATE ON SOC MED INFLUENCE INCOMING.",
  "media_type": "text/markdown",
  "filename": "|",
  "author": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "display_name": "ForgeChainOS",
  "channel": null,
  "parent_txid": "bbb51623d07424f5e2cd4e9f97fc955672b320ccf34850d2137e2b6d9657dc29",
  "ref_txid": null,
  "tags": null,
  "reply_count": 0,
  "like_count": 0,
  "timestamp": "2026-05-03T23:22:03.000Z",
  "media_url": null,
  "aip_verified": true,
  "thread_root_tx": null,
  "engagement_score": 0,
  "token_ref": null,
  "token_type": null,
  "attachments": [],
  "ui_name": "ForgeChainOS",
  "ui_display_name": "ForgeChainOS",
  "ui_handle": "ForgeChainOS",
  "ui_display_raw": "ForgeChainOS",
  "ui_signer": "14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGK",
  "ref_ui_name": "unknown",
  "ref_ui_signer": "unknown"
}
Signed by14aqJ2hMtENYJVCJaekcrqi12fiZJzoWGKAIP!