# Kaostyl (@kaostyl) on x

- id: koinon:creator:x_kaostyl
- url: https://koinonlink.com/kol/x/kaostyl
- schema_version: 1.4

## Identity
- platform: x
- handle: kaostyl
- platform_url: https://twitter.com/kaostyl
- website: https://kaostyl.fr
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5463
- following: 1549
- posts_total: 14185
- posts_observed: 6
- posts_per_day: 2.351
- account_age_days: 6033
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00201
- best_post_interactions: 11
- 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: AI-powered e-commerce automation, Shopify site generation with AI, SEO-optimized content creation, Automated e-commerce workflows, AI agent development for web projects
- bio: | ₿ lover | Casseur de sites web depuis 2007 | IA | SEO | Automatisation | https://t.co/SlpIdssk5G

## Audience (inferred)
- status: present
- description: Web developers and digital entrepreneurs who build e-commerce sites using AI tools, mainly focused on automation and SEO optimization
- roles: automation
- seniority: practitioner
- pain_points: Struggling to build full-fledged Shopify-style e-commerce sites from scratch without manual effort, Finding it hard to generate SEO-optimized content and site structure consistently, Need efficient workflows to automate legal pages, tracking plans, and internal linking, Lack of time to manage end-to-end e-commerce setup despite having technical skills
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 72
- authenticity_basis: engagement_observed
- credibility_score: 72
- 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_kaostyl#4fb3d4d4] My Hermes agent + Claude Code can now generate complete Shopify-style affiliate commerce properties for me from A to Z. (https://twitter.com/kaostyl)
- [x_kaostyl#a8e41621] Store structure, collections, product-style pages, buyer guides, SEO copy, internal linking, legal page drafts, tracking plan, landing pages, even the first content architecture.
- [x_kaostyl#c97cb884] But the interesting part is this:
- [x_kaostyl#1feab413] I don’t actually want to run an e-commerce business.
- [x_kaostyl#184ad0d1] I don’t wa

## 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=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 20

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