# Remi Tuyaerts (@0xtuytuy) on x

- id: koinon:creator:x_0xtuytuy
- url: https://koinonlink.com/kol/x/0xtuytuy
- schema_version: 1.4

## Identity
- platform: x
- handle: 0xtuytuy
- platform_url: https://twitter.com/0xtuytuy
- website: http://bakkt.com
- country: United Kingdom
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 594
- following: 906
- posts_total: 1091
- posts_observed: 8
- posts_per_day: 0.309
- account_age_days: 3536
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0202
- best_post_interactions: 12
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Open-source AI tools, AI infrastructure and deployment, AI product strategy, Startup and investor perspectives on AI, Local vs hosted AI inference, Agent workflows and AI usability
- bio: Founder, Investor and Technology Leader | Passionate about incentivising people using technology.

Views are my own.

## Audience (inferred)
- status: present
- description: Tech founders, investors, and product leaders interested in AI infrastructure and open-source AI tools
- roles: general_ai
- seniority: decision_maker
- pain_points: Struggling to get real business value from AI deployments due to poor implementation, Frustrated by closed AI systems that lack customization and control, Overpaying for AI solutions that deliver minimal tangible benefits, Finding open-source AI tools hard to use or lacking key features like project management
- posts_analysed: 9
- confidence: 0.4

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

## Quality signals
- authenticity_score: 49
- authenticity_basis: engagement_observed
- credibility_score: 49
- flagged_for_review: false
- koinon_bd_grade: B — 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_0xtuytuy#d16de727] https://t.co/9biIMkxJNk (https://twitter.com/0xtuytuy/status/2069350193078710715)
- [x_0xtuytuy#5187ac22] https://t.co/VkBzhPLpo6
- [x_0xtuytuy#6fe1a4d5] https://t.co/JSHS79MQOr
- [x_0xtuytuy#32b9bc82] https://t.co/0lEVZkayMb
- [x_0xtuytuy#3259a531] https://t.co/sG3NQ9OXeu I wrote a blog about this, corps just deploy ai like it’s a procurement problem, and then pay a huge bill for little to no benefits. Agents are like a new hire, needing training, context, tools, and time (less then humans) to be efficient and actually deli
- [x_0xtuytuy#3824c265] What would be the argument for @goose_oss vs @NousResearch ? Of course #goose has the mobile app, but feels like the browser interaction, sub agent workflow and community is just a lot stronger on #hermes agent !
- [x_0xtuytuy#7e695ea2] https://t.co/c9fFEzd9r6
- [x_0xtuytuy#3569c15b] @goose_oss is really demonstrating where open source can shine. You control the inference (local or hosted), has all the same features then a codex / Claude desktop with the power of OSS. Main complain: no notion of projects with groupe

## 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=119, 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=119, 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=119, method=platform_profile

## Freshness
- profile_checked_days_ago: 119
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_0xtuytuy
- Request removal: https://koinonlink.com/claim?k=x_0xtuytuy
- Terms: https://koinonlink.com/for-ai