# QFS17 (@riabcevv) on x

- id: koinon:creator:x_riabcevv
- url: https://koinonlink.com/kol/x/riabcevv
- schema_version: 1.4

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

## Reach
- followers: 1883
- following: 782
- posts_total: 43237
- posts_observed: 3
- posts_per_day: 6.864
- account_age_days: 6299
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00478
- best_post_interactions: 9
- 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: finance
- subcategory: crypto
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Bitcoin mining economics, Large language model performance, Web3 innovation, AI model scalability, Decentralized technology trends, Real-time crypto and AI news
- bio: daily x news | 🌍 | web3 | AI |

## Audience (inferred)
- status: present
- description: Web3 and AI enthusiasts, mainly developers and tech early adopters interested in cryptocurrency mining, AI model capabilities, and decentralized technologies
- roles: dev
- seniority: practitioner
- pain_points: Struggling to find reliable, real-time updates on emerging crypto and AI developments, Finding it hard to assess the practical performance and scalability of new large AI models, Lacking clear benchmarks for evaluating the economic viability of solo mining in competitive blockchain environments
- posts_analysed: 3
- 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: 62
- authenticity_basis: engagement_observed
- credibility_score: 62
- 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_riabcevv#4de49f94] and you will meet it when you are not waiting for it, and you will find it where you were not looking. (https://twitter.com/riabcevv/status/2026707766048379034)
- [x_riabcevv#0e288af7] a solo bitcoin:native miner earned $199,000 today by mining block #960804 to get a sense of how much this is pure lottery: the odds of this happening are under 0.05%. the other 99.95%+ are mined by big pools. and yet, surprisingly, this still happens fairly regularly — about 20–2
- [x_riabcevv#7fa0bc23] alibaba just dropped their new flagship: qwen 3.8 max. built for long autonomous grinds. 2.4t params. alibaba claims it can run non-stop for 10 days straight on massive projects without you babysitting it. they even say it handles actual engineering, like chip design. beats claud

## 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=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=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=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: 80
- audience_updated_days_ago: 20

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