Introducing TuneOut: A Practical Guide to Cognitive Security
DiffLab publishes TuneOut, an open research guide to cognitive security — practical techniques for reclaiming your attention from algorithmic manipulation using AI-powered information filtering.
We're excited to share TuneOut — DiffLab's first public research output on cognitive security.
Social media algorithms run what amounts to prompt injection on your brain. They A/B test billions of users to find the exact content patterns that make you unable to look away. Research shows your attention span has dropped from 2.5 minutes to 47 seconds since 2004, and 31% of social media use is driven by self-control problems rather than genuine desire.
TuneOut reframes this as a cybersecurity problem. You wouldn't browse the internet without a firewall. Why give algorithmically-curated feeds root access to your emotional state?
What's inside
- The Attack — How algorithms exploit attention, amplify rage, and weaponize empathy
- The Science — Peer-reviewed research backing every claim
- The Alpha — Using LLMs as information filters between you and the feed
- The Tools — Step-by-step blocking guides for every OS
TuneOut is part of our broader AI Bodyguard research program — building agentic systems that actively protect humans from manipulation.
👉 Read it at difflabai.github.io/tuneout