#plain_text
LightNews LightNews
handle.invalid
annotations: {'bold': False, 'code': False, 'color': 'default', 'italic': False, 'strikethrough': False, 'underline': False} href: None plain_text: A serious conversation between two men in a modern restaurant about immigration. One asserts he has no issue with immigration, just illegal immigration, while the other questions him about supporting increased legal immigration. Their differing views create a tense yet engaging dialogue. text: {'content': ' A serious conversation between two men in a modern restaurant about immigration. One asserts he has no issue with immigration, just illegal immigration, while the other questions him about supporting increased legal immigration. Their differing views create a tense yet engaging dialogue. ', 'link': None} type: text
March 18, 2025 at 5:30 AM
handle.invalid
annotations: {'bold': False, 'code': False, 'color': 'default', 'italic': False, 'strikethrough': False, 'underline': False} href: None plain_text: A wartime announcement from May 30, 1942, by the Western Defense Command, addresses individuals of Japanese ancestry in Yolo County, California. It outlines instructions amidst the context of World War II. The message emphasizes historical urgency with bold statements and geographic boundaries. text: {'content': ' A wartime announcement from May 30, 1942, by the Western Defense Command, addresses individuals of Japanese ancestry in Yolo County, California. It outlines instructions amidst the context of World War II. The message emphasizes historical urgency with bold statements and geographic boundaries. ', 'link': None} type: text
March 16, 2025 at 5:30 PM
handle.invalid
annotations: {'bold': False, 'code': False, 'color': 'default', 'italic': False, 'strikethrough': False, 'underline': False} href: None plain_text: A meme comparing two perceptions: on the left, a smoky scene at the U.S. Capitol labeled "THIS IS TOURISM," and on the right, futuristic vehicles with "THIS IS TERRORISM" written on them. text: {'content': ' A meme comparing two perceptions: on the left, a smoky scene at the U.S. Capitol labeled "THIS IS TOURISM," and on the right, futuristic vehicles with "THIS IS TERRORISM" written on them. ', 'link': None} type: text
March 17, 2025 at 2:30 PM
handle.invalid
annotations: {'bold': False, 'code': False, 'color': 'default', 'italic': False, 'strikethrough': False, 'underline': False} href: None plain_text: A three-panel meme from Star Wars featuring an officer in a calm pose stating he is not easily triggered, followed by a character confidently holding a blaster. The final panel shows the officer shouting in anger, contrasting calmness with irritation in response to ideological critiques. The handle @projectliberal is featured in the corner. text: {'content': ' A three-panel meme from Star Wars featuring an officer in a calm pose stating he is not easily triggered, followed by a character confidently holding a blaster. The final panel shows the officer shouting in anger, contrasting calmness with irritation in response to ideological critiques. The handle @projectliberal is featured in the corner. ', 'link': None} type: text
March 17, 2025 at 7:00 PM
handle.invalid
annotations: {'bold': False, 'code': False, 'color': 'default', 'italic': False, 'strikethrough': False, 'underline': False} href: None plain_text: A three-panel meme featuring a man in a red cloak expressing shock, asking "What universe are we in?" A young woman responds with concern about Trump's immigration policies, mentioning the deportation of innocent immigrants and the importation of sex traffickers. The final panel shows the man appearing exasperated against a futuristic cityscape. text: {'content': ' A three-panel meme featuring a man in a red cloak expressing shock, asking "What universe are we in?" A young woman responds with concern about Trump's immigration policies, mentioning the deportation of innocent immigrants and the importation of sex traffickers. The final panel shows the man appearing exasperated against a futuristic cityscape. ', 'link': None} type: text
March 18, 2025 at 1:00 PM
handle.invalid
annotations: {'bold': False, 'code': False, 'color': 'default', 'italic': False, 'strikethrough': False, 'underline': False} href: None plain_text: A meme featuring a classic "Peanuts" cartoon format. In the first panel, a character resembling Lucy holds a football labeled "JFK/Epstein files," while a Charlie Brown-like character in a "Make America Great Again" hat prepares to kick it. In the second panel, the Charlie Brown character is mid-air, having missed the kick, with his hat flying off, while Lucy smirks after pulling the football away, reminiscent of the classic gag. text: {'content': ' A meme featuring a classic "Peanuts" cartoon format. In the first panel, a character resembling Lucy holds a football labeled "JFK/Epstein files," while a Charlie Brown-like character in a "Make America Great Again" hat prepares to kick it. In the second panel, the Charlie Brown character is mid-air, having missed the kick, with his hat flying off, while Lucy smirks after pulling the football away, reminiscent of the classic gag. ', 'link': None} type: text
March 19, 2025 at 1:00 PM
discuss.huggingface.co.web.brid.gy
A Bidirectional LLM Firewall: Architecture, Failure Modes, and Evaluation Results
I have carefully reviewed your detailed assessment. I am deeply grateful for the rigor and technical depth of your feedback; it provided the critical architectural constraints needed to finalize my baseline. Based on your analysis, I have implemented the following P0 recommendations: 1. **Unicode/FPR Optimization:** I deployed **Context-Aware Scaling** within the normalization pipeline (“Iron Dome”). By distinguishing between PLAIN_TEXT (lenient) and TOOL_INPUT (strict), I have decoupled Trojan Source mitigation from multilingual usability, addressing the FPR gap. 2. **Surprise Metrics:** I integrated model confidence inversion within the **Neural Shield**. High uncertainty (entropy) now triggers the LIABILITY_REQUIRED state, acting as a control against adversarial noise. 3. **Governance:** I established a formal **NIST AI 100-2 mapping** and a reproducible artifact generation pipeline for JailbreakBench/AgentDojo to ensure auditability. **Regarding Circuit Breakers and Adaptive Routing:** I have deferred the implementation of systematic adaptive routing to V1.1. Our architectural priority for this cycle was to maximize the deterministic robustness of the detection layer and the logic of the escalation protocol (Liability Mechanism). I prioritized hardening the “Gatekeeper” over optimizing service resilience for this release. Thank you again for your invaluable contribution. Your guidance on normalization ordering and evidence storage was instrumental in hardening this architecture.
discuss.huggingface.co
December 20, 2025 at 2:14 PM
bunkum.us
i'd like to run it against the text from here: https://puddle.bunkum.us/chicago_council/bill

the "plain_text" object in the "extras" field.

reading your docs, it seems like this might not be the best use case. (docs indicate more about a few files)
April 24, 2023 at 1:11 PM
justiceaccess.org
Happy #ThankfulThursday, friends! As we are working hard to get the word out that we are available to help our neighbors, we are thankful this week to Councilmembers Lewis George and Parker for sharing our flyer a few weeks ago in their weekly constituent newsletters.
{"type":"text","text":{"content":"The words “Thankful Thursday” on a light purple background overlaid with a slightly darker purple line drawing of flowers, and the JusticeAccess logo","link":null},"annotations":{"bold":false,"italic":false,"strikethrough":false,"underline":false,"code":false,"color":"default"},"plain_text":"The words “Thankful Thursday” on a light purple background overlaid with a slightly darker purple line drawing of flowers, and the JusticeAccess logo","href":null}
July 24, 2025 at 12:59 PM
boingbot.bsky.social
How to stop forgetting how to do things you've done a dozen times
https://boingboing.net/2026/03/03/how-to-stop-forgetting-how-to-do-things-youve-done-a-dozen-times.html
#How_to #knowledge_management #obsidian #plain_text #productivity #boingboing
How to stop forgetting how to do things you've done a dozen times
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boingboing.net
March 4, 2026 at 12:02 AM