InsightLens is an AI system under development, designed to analyze static images in high-stakes scenarios, identifying systemic roles and social ritual meanings through facial expressions, posture, and context at a fixed temporal snapshot.
InsightLens is currently in the training phase and not yet complete. The system is being developed to process visual data for systemic significance, such as ritual de-symbolization, by analyzing synchronization or divergence in expressions, posture, and context.
- Training Stage: The AI is being trained on curated datasets of high-stakes images (e.g., corporate scandals, public arrests) to detect fine-grained visual cues, such as facial muscle tension (e.g., 3mm forehead tension) and posture angles (e.g., 20-degree head tilt).
- Modules in Development:
- Facial and postural analysis: Mapping muscle coordination (e.g., orbicularis oculi) and eye divergence (e.g., +30% depth) to systemic roles.
- Context analysis: Identifying neutral vs. symbolic environments (e.g., absence of legal symbols).
- Systemic ritual modeling: Linking visual data to economic and social impacts (e.g., market stabilization signals).
- Challenges: Training requires specialized datasets and expertise in body language and mathematical modeling, which are being actively refined.
- Next Steps: Expand dataset diversity, optimize vector synchronization algorithms, and finalize integration with contextual data sources.
Below are preliminary outputs showcasing InsightLens’s capabilities, based on two case studies processed during training.
Input:
- Image: Ebbers during an arrest, showing a slight smile (lip corners raised 5mm, eye corners narrowed 2mm), eyes tilted upward 15 degrees, upright posture with open shoulders (shoulder angle: 0 degrees deviation), context with camera flashes and press crowd.
- Context: Collapse of a major telecommunications corporation, early 2000s financial crisis, U.S. financial markets.
InsightLens Report:
Systemic Analysis: Bernard Ebbers – Public Justice Ritual
Expression and Posture:
- Face: Slight smile with lip corners raised 5mm, eye corners narrowed 2mm, facial muscle coordination at 92%.
- Eyes: Tilted upward 15 degrees, eyelid aperture at 70%, synchronized with smile (divergence: 3%).
- Posture: Upright stance, open shoulders (shoulder angle: 0 degrees deviation), head centered (tilt: 2 degrees), muscle tension at 12%.
Context:
- Environment: Camera flashes (1500 lux) and press crowd, with 60% frame area for media.
- Absences: No legal symbols (symbol index: 0.45).
- Interactions: No secondary figures (subject area ratio: 80%).
Systemic Role:
- Ebbers acts as a responsibility focal point, redirecting scrutiny from systemic flaws to an individual.
- Ritual: Public justice, with synchronized expression and posture forming a "controlled antagonist" image (public shaping index: 0.85).
- Social Impact: Reduces unrest (protest index: -60%).
- Economic Impact: Signals capital flow stabilization (+15% over 12 months).
Technical Notes:
Training focuses on synchronizing facial vectors (92%) to map to systemic roles, with ongoing refinement for media context detection.
Input:
- Image: A in a meeting room, face with muscles drawn backward (lips closed, forehead tensed 3mm), head tilted downward 20 degrees, shoulders slumped (shoulder angle: 10 degrees deviation), eyes deeper than facial vector (eyelid aperture: 60%), a secondary figure with hair covering 50% of face and hand lightly placed (elbow angle: 30 degrees), no handcuffs, context with pale wooden wall, water bottle, conference furniture.
- Context: Financial scandal in country B, 2022 stock market, public sentiment.
InsightLens Report:
Systemic Analysis: Person A – Ritual De-Symbolization
Expression and Posture:
- Face: Muscles drawn backward (lips closed, forehead tensed 3mm), coordination at 95%.
- Eyes: Eyelid aperture at 60%, diverging from facial vector (depth: +30%).
- Posture: Head tilted downward (angle: 20 degrees), shoulders slumped (shoulder angle: 10 degrees deviation), muscle tension at 8%.
Context:
- Environment: Pale wooden wall, water bottle, conference furniture (lighting: 500 lux), symbol index at 0.05.
- Absences: No handcuffs or legal symbols (neutrality index: 0.90).
- Interactions: Secondary figure with hair covering 50% of face, occupying 20% frame area.
Systemic Role:
- A serves as a symbol erased from country B’s economic system, preventing public polarization.
- Ritual: De-symbolization, with synchronized posture and neutral context creating a "negative emotional geometry" (public shaping index: 0.88).
- Social Impact: Suppresses unrest (protest index: -70%).
- Economic Impact: Signals market stabilization (+10% over 6 months).
Technical Notes:
Training emphasizes eye divergence detection (+30%) and neutral context modeling, with improvements needed for secondary figure analysis.
InsightLens is designed with ethical principles:
- Data Privacy: Uses only publicly available images, with data deletion post-analysis.
- Cultural Neutrality: Accounts for cultural context to ensure unbiased outputs.
- Misuse Prevention: Limited to systemic analysis, prohibiting personal defamation.
- Email: vinhatson@gmail.com
- GitHub: github.com/vinhatson
"InsightLens is my attempt to decode the unseen patterns of power and ritual. It’s not done yet, but with your support, it’ll get there."
— Vi Nhat Son