📣 Deal of the Day 📣 Mar 12 Save 45% TODAY ONLY! Hidden Influences: How algorithmic recommenders shape our lives & selected titles: hubs.la/Q046xShB0 You don’t choose what you see on the internet. Algorithms choose for you. #recommendersystems #societalimpact #algorithmicamplification #filterbubbles #socialmedia #auditing If you care about what you read, see and believe - and why - you need to understand recommendation systems. Dr Luca Belli, co-founder and former research lead for Twitter's Machine Learning Ethics, Transparency and Accountability team, has been on the front lines of how recommender systems work and impact society. In this book, he lays out who uses this powerful technology to shape our world, and exactly how they do it.

When searching for “AI defects” on platforms such as Google, the answers are often vague or misleading. The correct framing is this: in contemporary large language models (LLMs), so-called “AI defects” are not mere factual errors or hallucinations, but structural pathologies rooted in system design and information circulation itself. In other words, an AI defect is not simply “lying,” but a vulnerability of the epistemic structure—one that stabilizes misinformation as truth, excludes correct novel information, and causes the collapse of informational identity and continuity. What fails here is not surface-level accuracy, but the very mechanisms meant to preserve informational legitimacy. #AI_Structure #SearchBias #AlgorithmicAmplification #EpistemicFailure

Googleなどではクエリ「AIの欠陥」であやふやな回答が出ますが、正しくは「現代の大規模言語モデル（LLM）における「AIの欠陥」は、単なる情報の誤り（ハルシネーション）ではなく、システムの設計や情報循環そのものに起因する構造的な病理として定義されます。つまり、AIの欠陥とは、単に「嘘をつくこと」ではなく、「誤情報を真実として固定化し、正しい新情報を排除し、情報の同一性を自壊させる」という、情報の正当性を担保する構造そのものの脆弱性を指します。」#AI_Structure #SearchBias #AlgorithmicAmplification #EpistemicFailure

📣 Deal of the Day 📣 Jan 5 HALF OFF NEW MEAP! Hidden Influences: How algorithmic recommenders shape our lives & selected titles: hubs.la/Q03Zxrb60 You don't choose what you see on the internet. Algorithms choose for you. This book is written for all audiences. No advanced technical knowledge is required. Algorithmic #recommendersystems are some of the Internet's most closely guarded secrets. Dr Luca Belli, co-founder and former research lead for Twitter's Machine Learning Ethics, Transparency and Accountability team, pulls back the curtain, showing why they're so seductive and how they influence your beliefs, desires, and behavior. This book tells you how they work and gives you tools to reclaim your agency. #societalimpact #algorithmicamplification #filterbubbles #socialmedia #auditing

📣 Deal of the Day 📣 Dec 4 HALF OFF NEW MEAP! Hidden Influences & selected titles: hubs.la/Q03WWxXk0 You don't choose what you see on the internet. Algorithms choose for you. #recommendersystems #societalimpact #algorithmicamplification #filterbubbles #socialmedia #auditing Dr Luca Belli, co-founder and former research lead for Twitter's Machine Learning Ethics, Transparency and Accountability team, has been on the front lines of how recommender systems work and impact society. In 'Hidden Influences', he lays out who uses this powerful technology to shape our world; tells you how algorithmic recommender systems work, and gives you tools to reclaim your agency. Countdown to 2026: hubs.la/Q03WWy3D0

Core Series Hashtags (used in all threads): #AlgorithmicAmplification #Disinformation #CognitiveSecurity #NarrativeWarfare #PlatformPower Closing Thread Recap Extras: #InfoOps #PublicResilience

Let’s recap what we learned. #AlgorithmicAmplification #CognitiveSecurity #NarrativeWarfare #Disinformation #PlatformPower

All threads available under: #AlgorithmicAmplification #Disinformation #CognitiveSecurity #NarrativeWarfare #PlatformPower Tag them. Share them. Build on them. Disinformation is a system. So is defense.

How we move from platform power to public resilience. #AlgorithmicAmplification #CognitiveSecurity #Disinformation #NarrativeWarfare #PlatformPower

Next thread: Platform as Actor, Not Host Why algorithms aren't neutral — and why “just showing what people engage with” is the most dangerous lie in platform politics. #AlgorithmicAmplification #CognitiveSecurity #Disinformation

It doesn’t reward clarity. It rewards conflict. Two domains. One pattern. #AlgorithmicAmplification #Disinformation #CognitiveSecurity #PlatformPower #NarrativeWarfare

Coming next: Climate and COVID — The Perfect Test Cases What happens when algorithms reward contrarianism during a pandemic or planetary crisis? #AlgorithmicAmplification #Disinformation #CognitiveSecurity #PlatformPower #NarrativeWarfare

Here’s how it worked. #AlgorithmicAmplification #Disinformation #CognitiveSecurity #PlatformPower #NarrativeWarfare

Here’s what that means. #AlgorithmicAmplification #Disinformation #CognitiveSecurity #PlatformPower #NarrativeWarfare

Disinformation doesn’t just use social media. It is amplified, monetized, and normalized by it. The design is the problem. Not just the content. #PostTruth #PlatformPolitics #AlgorithmicAmplification #Disinformation

Social media's algorithms, designed to prioritize engagement, often inadvertently boost fascist disinformation, ensuring it appears in more feeds and gains more traction, regardless of its veracity. 🔄 #AlgorithmicAmplification

Why is this kind of shit on my feed ALL THE FUCKING TIME? @elonmusk #algorithmicamplification #rightwingbias #notinterestedinthisawfulshit

Phrase for our era & uniquely important to separate from ALL discussions (either side) on #FreeSpeech: #AlgorithmicAmplification. 1 @Moonalice cc @AliVelshi $FB $TWTR $GOOG $SNAP. #China & #Xi already on this w/ topdown approach: #Tiktok #Bytedance. @elonmusk please deep-grok.

What Facebook rep forgets to mention is MANY other signals & humans are involved in ranking, I wrote about it for @techpolicypress when Facebook 'explained' how ranking on newsfeed works. It's mainly guided by economic incentives techpolicy.press/its-not-you… #AlgorithmicAmplification

Now tuning into the Senate's #AlgorithmicAmplification hearing, watch it here -> judiciary.senate.gov/meeting… Important to emphasize that along with amplification what platforms also do via algorithms is: demote, filter out and censor content, behaviors and people through algorithms.