# ashe (@ashebytes) on x

- id: koinon:creator:x_ashebytes
- url: https://koinonlink.com/kol/x/ashebytes
- schema_version: 1.4

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

## Reach
- followers: 12375
- following: 1040
- posts_total: 8988
- posts_observed: 10
- posts_per_day: 3.717
- account_age_days: 2418
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00558
- best_post_interactions: 69
- 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: entertainment
- subcategory: mindset
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: machine intelligence & metamorphosis, relational intelligence, techno-optimism, AI talent deployment and partnerships, aesthetics and feeling vs thinking
- bio: building relational intelligence
🎥 https://t.co/b4yw6sCU9g
ex ml eng stanfordcs nasa apple etc

## Audience (inferred)
- status: present
- description: AI practitioners and thinkers interested in machine intelligence, relational intelligence, and techno-optimistic transformation
- roles: general_ai
- seniority: practitioner
- pain_points: navigating the philosophical and relational side of AI beyond pure tech, finding meaningful connections with high-caliber AI talent and networks, integrating felt aesthetics and personal metamorphosis into technical work, staying optimistic amid rapid AI change without lifestyle noise
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 87
- authenticity_basis: engagement_observed
- credibility_score: 87
- 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_ashebytes#fbb7f0f8] we are rebranding to machine intelligence & metamorphosis https://t.co/HsQZ4jDXY1 (https://twitter.com/ashebytes/status/2046422891290390552)
- [x_ashebytes#1af85fd2] in conversation with @signulll https://t.co/6b5SOs8Br1
- [x_ashebytes#b089ac17] we are safe because the same intelligence that guides the metamorphosis of the caterpillar into the butterfly is guiding us what seems like an end from the caterpillar's point of view is just the beginning for the butterfly - and look, now you have wings!
- [x_ashebytes#b5fac44e] you cannot think your way into aesthetics it must be felt !
- [x_ashebytes#9ba82fd9] [in an effort to be 10% more self promotional on here] I am partnering with my longtime all star stanford friend @sagunamatata (openai, uber) to take on a deployed AI services project in august/sept if you’re looking for high impact / direct talent to parachute in and deliver, ad
- [x_ashebytes#8493c8f7] rich because..while i am not a lifestyle influencer..i am a techno optimist ..and I am seeking to influ

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, 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=77, 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: 77
- audience_updated_days_ago: 77

## 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_ashebytes
- Request removal: https://koinonlink.com/claim?k=x_ashebytes
- Terms: https://koinonlink.com/for-ai