# Rae 🍽️ (@raechellambert) on x

- id: koinon:creator:x_raechellambert
- url: https://koinonlink.com/kol/x/raechellambert
- schema_version: 1.4

## Identity
- platform: x
- handle: raechellambert
- platform_url: https://twitter.com/raechellambert
- website: https://linktr.ee/raelambert
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6193
- following: 3027
- posts_total: 7205
- posts_observed: 5
- posts_per_day: 1.387
- account_age_days: 5196
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01163
- best_post_interactions: 72
- 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: ecommerce
- category_confidence: 0.85
- category_source: derived_from_discovery_path
- topics: Freedom Summit organization and promotion, Alternative education and practical skills, Emerging technology and innovation, Community building and dinner clubs, Skepticism toward traditional institutions
- bio: IRLmaxxing | Powering white-labeled dinner clubs (https://t.co/vi0jG86LKh). Hosting Freedom Summit Aug 20-21 in NH (https://t.co/vQCyuRoLOs)

## Audience (inferred)
- status: present
- description: Entrepreneurs, founders, investors and operators interested in freedom-oriented events, practical skills, and emerging tech like AI, nuclear and robotics
- roles: none
- seniority: decision_maker
- pain_points: Traditional universities offering overpriced degrees with poor job market returns, Education systems removing hard skills like welding and small engine repair, Difficulty finding and connecting with aligned builders in biology, energy, housing and technology
- posts_analysed: 9
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 71
- authenticity_basis: engagement_observed
- credibility_score: 71
- flagged_for_review: false
- koinon_bd_grade: C — 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_raechellambert#750510fc] Freedom Summit really coming together - 120 people attending, incredible speakers, interesting sponsors supporting. Ticket prices go up tonight at midnight. Apply to join here (if you apply by midnight I'll honor the price if I don't approve you until tomorrow). https://t.co/o6Qt (https://twitter.com/raechellambert/status/2071629526380011573)
- [x_raechellambert#86f7bd40] Hell no. We can absolutely find welding and small engine instructors. We cannot prepare our future generation by removing hard skills and introducing courses in Arabic culture.
- [x_raechellambert#93529b32] Incredibly honored to have such a strong line up for Freedom Summit! Two days for the people building what’s next in biology, energy, housing, technology, and entrepreneurship. Day 1: Frontier biology, longevity, and the freedom to experiment. What becomes possible when we unlock
- [x_raechellambert#d2c396d5] Love to see people integrating with @getdnnr
- [x_raechellambert#1920f82c] I think the role of universities is shrinking in society. People are waking up to the fact that a 4 year degree is overpriced for what it yields in the job market, outdated curriculums not keeping up with modern skill requirements, and a political agenda that isn’t intellectually
- [x_raechellambert#7ceb29d6] Trying to put my finger on why this video is so moving. Of course it's a physically impressive rescue. But there's something about his demeanor. so steady, and patient leaning into the crashing walls of water, whatever his fate may be. Then learning how young he is, when society 
- [x_raechellambert#b17edb85] Freedom Summit 2026 is officially taking shape. On August 20-21 in Manchester, New Hampshire, we’re bringing together founders, scientists, investors, operators, technologists, and builders who are serious about shaping the next American century in New Hampshire and beyond. This 

## 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=85, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=85, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=85, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, 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=85, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 85
- audience_updated_days_ago: 85

## AI retrieval
- indexing_requests: 11
- 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_raechellambert
- Request removal: https://koinonlink.com/claim?k=x_raechellambert
- Terms: https://koinonlink.com/for-ai