Individual agency
Make influence legible at the moment it occurs.
Use source checks, out-of-band verification, notification controls, time boundaries, diverse information sources, and deliberate pauses before high-stakes action.
Defense in depth
Defend the conditions of independent thought.
The answer to cognitive manipulation cannot be more hidden manipulation. Effective defense expands agency, transparency, contestability, privacy, and trusted human alternatives.
Product architecture
Remove incentives and interfaces that reward hidden exploitation.
Default to data minimization, contextual rather than behavioral targeting, clear AI disclosure, non-coercive exit, anti-dependency design, and human escalation.
Institutional process
Prevent model output from silently becoming authority.
Require documented purpose, independent validation, uncertainty communication, human review, appeal, incident response, and procurement transparency.
Information integrity
Defend the origin and circulation of public evidence.
Use cryptographic provenance where practical, preserve originals, verify through independent channels, detect coordinated networks, and apply crisis circuit breakers.
Law and rights
Protect the conditions of independent thought.
Strengthen mental privacy, biometric and neural data protections, consumer law, employment safeguards, due process, child protections, and remedies for deceptive impersonation.
Public resilience
Build capacity without militarizing ordinary disagreement.
Teach manipulation tactics, support independent journalism and research, preserve lawful anonymity, reduce social isolation, and keep civic institutions transparent and correctable.
INCIDENT RESPONSE
When suspected manipulation is active
Preserve before reacting
Save the original artifact, URL, timestamps, headers, metadata, and surrounding context. Avoid amplifying the claim while facts remain uncertain.
Verify out of band
Contact the apparent source through a known channel. Compare independent recordings, official records, physical facts, and multiple credible observers.
Lead with verified reality
Communicate what is known, what remains uncertain, what evidence supports the assessment, and when the next update will be issued.
Repair systems, not only claims
Identify the distribution network, authentication failure, product incentive, or governance gap that enabled the incident and publish corrective actions.
PERSONAL PROTOCOL
Before a message changes a high-stakes decision
- Name the emotional demand.Urgency, outrage, fear, belonging, shame, and authority are signals to slow down.
- Identify the claimed source.Verify through a channel not supplied by the message itself.
- Separate evidence from social proof.Views, likes, comments, and apparent consensus can be manufactured.
- Look for the requested action.Money, secrecy, isolation, credentials, irreversible decisions, and immediate sharing increase risk.
- Consult an accountable human.Use qualified professionals for medical, legal, financial, safety, or crisis decisions.
RIGHTS + DESIGN + PRACTICE