# AdaMMiQ (@sobadubdub) on x

- id: koinon:creator:x_sobadubdub
- url: https://koinonlink.com/kol/x/sobadubdub
- schema_version: 1.4

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

## Reach
- followers: 1086
- following: 749
- posts_total: 6898
- posts_observed: 3
- posts_per_day: 4.45
- account_age_days: 1550
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0046
- best_post_interactions: 5
- 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: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Algorithmic trading signals, Market anomaly detection, Fractal phase space modeling, Proprietary trading strategy development, Quantitative finance with AI, Real-time market data analysis
- bio: BioMed + E Engineer | GenCon | FinTech, Ai & Analytical Alchemy. MMAiQCEO

## Audience (inferred)
- status: present
- description: Quantitative traders and algorithmic finance enthusiasts, primarily developers and quant researchers in FinTech who build or test trading strategies using market data and AI models
- roles: data
- seniority: practitioner
- pain_points: Struggling to align model predictions with real market reversals due to divergence in signal timing, Having difficulty identifying reliable, proprietary market patterns that outperform standard technical indicators, Frustrated by the lack of transparent, working tools for testing fractal-based trading hypotheses, Spending too much time debugging and fixing model misalignments without clear feedback loops
- posts_analysed: 7
- 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: 54
- authenticity_basis: engagement_observed
- credibility_score: 54
- 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_sobadubdub#eb2c7443] Do u see what I see? vVvVvVMMMMMMMVMVMVMVMMVMVM $ym $es $nq $dxy $gc $spy $iwm $xauusd $sl $xagusd https://t.co/sHPhdIGNvI (https://twitter.com/sobadubdub/status/2031066196703920527)
- [x_sobadubdub#d97d2a4a] Flippity do dat, fixed the damn divergence to line up peeeerfectly. Got damn. $ym $nq $es $spy $iwm compared to past pick with the physics arrows for reversal tips and accums. Eat , whatever , I am the best on tradingview and in markets, but I’m not even paying attention cuz big 
- [x_sobadubdub#ebbae535] @ycombinator new :fork idea for YC 📈
- [x_sobadubdub#bfdb5619] #Ifyoudontknowthenyourelying MMiQ #1 Just fun option physics fractal phase space based toys and my proprietary real market enigma behind iQMaps seen again in a dif form .. but hey I’m just An engineer $iwm
- [x_sobadubdub#eb7a795b] PLEASE ILL BE A JUDGE AND SOME
- [x_sobadubdub#59146242] Claude xxxx *cook*ed
- [x_sobadubdub#cc42c0dc] $iwm $spy $ym $nq $es $nvda $tsla Another day done on 9 min

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