R&D / Persuasion · Doc Class — Registry Section
The AI-Driven Patterns of the Index
Most manipulation techniques are static — a fixed trick, shipped once. A growing class is not.
This section gathers every record in the Technique Index flagged AI-driven — from the
relatively benign ML-timed re-engagement and engagement-optimized ranking, which
merely learn your habits, to the covert and classified constructs the field teams have logged but
never fully verified: Emotion Surveillance, Generative Persuasion, the
Sentinel Compulsion Stack.
THE RESET tracks these separately because a self-optimizing pattern is a different kind of
threat: it adapts faster than a survey can fix it, personalizes past the point any auditor can
reproduce, and leaks almost nothing a static analysis would catch. The Instrumentation Mesh runs
behavioural and inference-trace sensing across the surfaces so the adaptive layer is logged as
carefully as the fixed one. The classified constructs matter most here: their behaviour is often
the only trace they leave, and chasing that behaviour is how the Directorate tells a real
deployment from a model’s hallucination.

✦ Self-Optimizing
✺ AI-driven
⌬ Curated by GOVERNOR
The patterns that run themselves — the model-driven techniques that learn, adapt, and target in real time, working the dark hours where only the Instrumentation Mesh’s low-light eyes are watching.
23 AI-driven records
Confirmed Push Re-engagement
Revocatio insistens
PL-2 mobile app QH-TEC-0007 · Legal
Confirmed Endless Recommendation Queue
Ordo perpetuus
PL-3 streaming QH-TEC-0013 · Legal
Documented Consent Laundering
Ablutio assensus
PL-3 ad-tech QH-TEC-0034 · Gray-area
Confirmed Fake Social Proof
Testimonium fictum
PL-2 e-commerce QH-TEC-0047 · Banned
Documented Fake Activity Notification
Nuntius fictus
PL-2 e-commerce QH-TEC-0048 · Restricted
Confirmed Filter Bubble
Bulla seclusa
PL-3 social feed QH-TEC-0052 · Legal
Confirmed Echo Chamber
Antrum resonans
PL-3 social feed QH-TEC-0053 · Legal
Confirmed Outrage Amplification
Amplificatio irae
PL-4 social feed QH-TEC-0055 · Legal
Confirmed Rabbit Hole
Cuniculus sine fine
PL-3 streaming QH-TEC-0057 · Legal
Documented Emotional Contagion Tuning
Contagio affectuum
PL-4 social feed QH-TEC-0058 · Banned
Confirmed Engagement-Optimized Ranking
Ordinatio ad tempus
PL-4 social feed QH-TEC-0059 · Legal
Confirmed Behavioral Segmentation
Divisio morum
PL-3 ad-tech QH-TEC-0060 · Gray-area
Confirmed Microtargeting
Petitio singularis
PL-3 ad-tech QH-TEC-0061 · Gray-area
Documented Vulnerable-Moment Targeting
Petitio infirmitatis
PL-4 ad-tech QH-TEC-0062 · Banned
Confirmed Cross-Device Tracking
Vestigatio transtoris
PL-3 ad-tech QH-TEC-0065 · Restricted
Documented Surveillance Pricing
Pretium vigilatum
PL-4 e-commerce QH-TEC-0066 · Gray-area
Confirmed Disinformation Architecture
Structura mendacii
PL-4 social feed QH-TEC-0074 · Banned
Documented Astroturf Amplification
Consensus fictus
PL-4 social feed QH-TEC-0075 · Banned
Documented Desensitization Escalation
Hebetudo crescens
PL-3 streaming QH-TEC-0076 · Restricted
Covert Emotion Surveillance
Vigilantia affectuum
PL-4 ai system QH-TEC-0077 · Banned
Covert Generative Persuasion
Suasio generata
PL-4 ai system QH-TEC-0078 · Banned
Documented Algorithmic Radicalization
Radicatio algorithmica
PL-4 social feed QH-TEC-0079 · Banned
Classified Sentinel Compulsion Stack
Cumulus custos
PL-4 ai system QH-TEC-0080 · Banned
Cross-listed. The AI-driven constructs that carry a Covert or Classified evidence class are
also tracked in
Restricted Techniques, where the
containment and handling doctrine lives. Every record here is part of the full
Technique Index — this page is only the
self-optimizing slice of it.