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The Failure Mode of AI Isn't Hallucination, It's Fidelity Loss

https://figshare.com/articles/conference_contribution/Measuring_Fidelity_Decay_A_Framework_for_Semantic_Drift_and_Collapse/30422107
3•realitydrift•3h ago

Comments

realitydrift•3h ago
Most people frame LLM errors as “hallucinations.” But that metaphor misses the point. Models don’t see, they predict. The real issue is fidelity decay: words drift, nuance flattens, context erodes, and outputs become accurate but hollow. This paper argues we should measure meaning collapse, not just factual mistakes.

How do we stop AI-generated 'poverty porn' fake images?

https://redasadki.me/2025/10/23/how-do-we-stop-ai-generated-poverty-porn-fake-images/
1•redasadki•46s ago•1 comments

Thoughts on "AI Scientists"

https://corinwagen.github.io/public/blog/20251021_seven_thoughts_on_ai_scientists.html
1•cjbarber•2m ago•0 comments

Krafton Invests $70M to Become "AI-First" Company

https://www.krafton.com/news/press/%ed%81%ac%eb%9e%98%ed%94%84%ed%86%a4-ai-first-%ea%b8%b0%ec%97%...
1•HelloUsername•3m ago•0 comments

Reverse-engineering the Friend AI pendant

https://web.archive.org/web/20251023082520/https://binhsarchive.substack.com/p/reverse-engineer-f...
1•Wingman4l7•3m ago•0 comments

Bringing Mobius Labs' Aana to Dropbox: multimodal understanding at scale

https://dropbox.tech/machine-learning/mobius-labs-aana-dropbox-multimodal-understanding
1•ibuildthings•3m ago•0 comments

Trump pardons convicted Binance crypto exec Changpeng Zhao

https://qz.com/trump-pardon-binance-changpeng-zhao
2•thm•4m ago•0 comments

AI Workers Are Putting in 100-Hour Workweeks to Win the New Tech Arms Race

https://www.wsj.com/tech/ai/ai-race-tech-workers-schedule-1ea9a116
1•kjhughes•4m ago•1 comments

Cloudflare CEO Matthew Prince pushing UK to unbundle Google search&AI crawlers

https://techcrunch.com/2025/10/21/cloudflare-ceo-matthew-prince-is-pushing-uk-regulator-to-unbund...
1•bookofjoe•6m ago•0 comments

Show HN: hist: An overengineered solution to `sort|uniq -c` with 25x throughput

https://github.com/noamteyssier/hist-rs
1•noamteyssier•7m ago•0 comments

Discovering Reinforcement Learning Algorithms

https://www.nature.com/articles/s41586-025-09761-x
1•artninja1988•9m ago•0 comments

Explicit Lazy Imports for Python

https://lwn.net/SubscriberLink/1041120/30c6c05448286112/
1•jwilk•11m ago•0 comments

Transcontinental Airway System

https://en.wikipedia.org/wiki/Transcontinental_Airway_System
1•recov•12m ago•0 comments

Improve agent quality with Insights Agent and Multi-turn Evals, now in LangSmith

https://blog.langchain.com/insights-agent-multiturn-evals-langsmith/
1•gfortaine•12m ago•0 comments

Show HN: 401K Traditional vs. Roth Calculator

https://401k.pages.dev/
2•vjain014•12m ago•0 comments

Human-Centered AI

https://www.microsoft.com/en-us/microsoft-copilot/blog/2025/10/23/human-centered-ai/
3•meetpateltech•13m ago•0 comments

Google Search Console Performance Report Stuck at Sunday October 19

https://www.seroundtable.com/google-search-console-performance-report-stuck-40311.html
2•13years•14m ago•0 comments

List of features OpenAI's bringing to Atlas in the near future

https://www.neowin.net/news/do-not-panic-openai-is-bringing-more-features-like-profiles-to-its-at...
1•bundie•14m ago•0 comments

Blissful Ignorance

https://andrey4mir.substack.com/p/blissful-ignorance
1•speckx•14m ago•0 comments

Unexpected patterns in historical astronomical observations

https://www.su.se/english/news/unexpected-patterns-in-historical-astronomical-observations-1.855042
1•XzetaU8•17m ago•0 comments

Trump pardons convicted Binance founder Zhao, White House says

https://www.reuters.com/world/us/trump-pardons-convicted-binance-founder-zhao-white-house-says-20...
10•mitchbob•18m ago•1 comments

What makes cheap_steady_clock faster than std:chrono:high_resolution_clock?

https://devblogs.microsoft.com/oldnewthing/20251022-00/?p=111714
2•signa11•18m ago•0 comments

Forbidden Sidon subsets of perfect difference sets, a human-assisted proof

https://borisalexeev.com/papers/erdos707.html
1•wslh•20m ago•0 comments

Fat particles could be key to treating metabolic brain disorders

https://medicalxpress.com/news/2025-09-fat-particles-key-metabolic-brain.html
1•PaulHoule•20m ago•0 comments

Trump pardons founder of Binance, largest crypto exchange

https://www.theguardian.com/technology/2025/oct/23/binance-trump-pardon-changpeng-zhao
6•ndsipa_pomu•21m ago•1 comments

Copilot Mode in Microsoft Edge

https://blogs.windows.com/msedgedev/2025/10/23/meet-copilot-mode-in-edge-your-ai-browser/
2•pentagrama•21m ago•0 comments

Show HN: An offline self-organising journal for work logging [OpenSrc]

https://journl.xyz
1•vermaabhishek39•22m ago•0 comments

Visibility at scale: How Figma detects sensitive data exposure

https://www.figma.com/blog/visibility-at-scale-how-figma-detects-sensitive-data-exposure/
1•ramimac•22m ago•0 comments

Trump pardons convicted Binance founder Changpeng Zhao

https://www.cnbc.com/2025/10/23/trump-pardons-binance-founder-cz-zhao.html
6•koolba•23m ago•3 comments

Defending Organic Literature in an AI World – Books by People

https://booksbypeople.org/
1•ChrisArchitect•23m ago•0 comments

Sphere Computer – The Innovative 1970s Computer Company Everyone Forgot

https://sphere.computer/
2•ChrisArchitect•24m ago•0 comments