# Roy (@usr_bin_roygbiv) on x

- id: koinon:creator:x_usr_bin_roygbiv
- url: https://koinonlink.com/kol/x/usr_bin_roygbiv
- schema_version: 1.4

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

## Reach
- followers: 4858
- following: 830
- posts_total: 23980
- posts_observed: 2
- posts_per_day: 49.958
- account_age_days: 480
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00926
- best_post_interactions: 45
- 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: Claude and LLM usage for building, AI agent tools and benchmarks (Cluely, OMP), Solana/AI project implications, taste vs attention to detail in product building
- bio: Professional anon @ mum's basement

## Audience (inferred)
- status: present
- description: AI agent builders and indie hackers focused on Claude, agent tools, and crypto-adjacent AI projects
- roles: automation
- seniority: practitioner
- pain_points: evaluating which AI tools actually generate real revenue vs hype, finding agent frameworks that handle real work instead of busywork, navigating rapid changes in AI tooling and industry structure
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- 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_usr_bin_roygbiv#7bf5fff9] https://t.co/zpL5Ax0MKd (https://twitter.com/usr_bin_roygbiv/status/2072825072839213196)
- [x_usr_bin_roygbiv#3a5db722] cluely has made me so much more than $127k
- [x_usr_bin_roygbiv#3270398b] who would win in a fight trillions of dollars of investment in sf startups and labs or one turkish dude with a claude sub
- [x_usr_bin_roygbiv#cec1c0a3] update https://t.co/koEpb5sh0f
- [x_usr_bin_roygbiv#deac63b3] how has noone shown me this guy's account before
- [x_usr_bin_roygbiv#ce00e25d] taste isn't the moat attention to detail is
- [x_usr_bin_roygbiv#b574b679] The existence of sol max requires the restructuring of the entire industry and its still getting better
- [x_usr_bin_roygbiv#96cf0e9c] You know omp is legit because the only tasks it failed were the bullshit busy work ones

## 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=112, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 8
- 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_usr_bin_roygbiv
- Request removal: https://koinonlink.com/claim?k=x_usr_bin_roygbiv
- Terms: https://koinonlink.com/for-ai