# Humyn Labs (@humynlabs) on x

- id: koinon:creator:x_humynlabs
- url: https://koinonlink.com/kol/x/humynlabs
- schema_version: 1.4

## Identity
- platform: x
- handle: humynlabs
- platform_url: https://twitter.com/humynlabs
- website: https://humynlabs.ai/
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1891
- following: 28
- posts_total: 315
- posts_observed: 3
- posts_per_day: 0.774
- account_age_days: 407
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01216
- best_post_interactions: 23
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Physical AI, Robotics deployment, Sim-to-real gap, Multi-sensory data collection, Sensor fusion in robotics, Real-world robot testing
- bio: The multi-sensory platform for Physical AI.

## Audience (inferred)
- status: present
- description: Researchers and engineers working on Physical AI and robotics, especially those focused on real-world deployment and sensor fusion
- roles: dev
- seniority: practitioner
- pain_points: Struggling with the sim-to-real gap in robotics deployment, Having difficulty collecting and labeling multi-sensory data from real environments, Dealing with unreliable performance when robots transition from simulation to real-world settings
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 61
- authenticity_basis: engagement_observed
- credibility_score: 61
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_humynlabs#aa2d88c2] Our researchers are having fun at failing. After all, fall 6 times. Get up 7. https://t.co/zDsSmVvDi2 (https://twitter.com/humynlabs/status/2073062017213276288)
- [x_humynlabs#7a2f3332] https://t.co/oDobLAOQDI
- [x_humynlabs#9d8d940a] So the robot's ready for deployment. First house on the list has three kids and a very opinionated cat. https://t.co/RyQBNQ5sRZ
- [x_humynlabs#58d65591] Most robots don't fail in simulation. They fail the moment they meet reality. That's the sim-to-real gap. https://t.co/23yCVmda5S
- [x_humynlabs#5a02a6fa] https://t.co/q6wD424eAi
- [x_humynlabs#784eb8dd] Real people, real tasks, real environments. Defensive data pipelines built across sight, sound, motion and touch for atmost collection, annotation and labelling quality for Physical AI. Want to talk to us? DMs open. https://t.co/ANwZ7FSTAs
- [x_humynlabs#cf242037] https://t.co/bmsbdzwf4g
- [x_humynlabs#6179b9e0] Every human learns through sound, sight, touch and movement, all at once. Real experiences that compound into meaningful intelligence. Not one sense at a time. Over the past year, we’ve been silently building the

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=108, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_humynlabs
- Request removal: https://koinonlink.com/claim?k=x_humynlabs
- Terms: https://koinonlink.com/for-ai