# JSmiling (@LittleDuke23) on x

- id: koinon:creator:x_littleduke23
- url: https://koinonlink.com/kol/x/LittleDuke23
- schema_version: 1.4

## Identity
- platform: x
- handle: LittleDuke23
- platform_url: https://twitter.com/LittleDuke23
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 596
- following: 689
- posts_total: 6729
- posts_observed: 1
- posts_per_day: 1.262
- account_age_days: 5334
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: Options trading and day trading QQQ, Retail trading Discords and signal groups, Small account growth journeys, Personal wins from executing trades independently

## Audience (inferred)
- status: present
- description: Retail options and day traders, mostly individual investors running small accounts and learning to trade profitably
- roles: consumer
- seniority: learner
- pain_points: Inconsistent results and difficulty nailing trades consistently on their own, Finding trustworthy trading education and Discord communities that actually deliver, Growing a tiny account ($1k range) fast enough to hit big personal goals like buying a house, Dealing with the emotional side of live trading without blowing up
- posts_analysed: 6
- 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: 34
- authenticity_basis: profile_shape_only
- credibility_score: 34
- flagged_for_review: false
- koinon_bd_grade: C — 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_littleduke23#3fe935c6] $QQQ @TheRealDrip2Rip QQQ 5 Minute from the Spaces training. Thoughts? https://t.co/9RSkI9HbDC (https://twitter.com/LittleDuke23/status/2072830050097823798)
- [x_littleduke23#12e35ed6] Shoutout @PeloSwing @PeloSwingP A guess .13 off from exact closing price ain’t bad..🤪 https://t.co/bjQTPJyaZv
- [x_littleduke23#845225e3] Liberals have ruined Minneapolis.. just like every other major city.
- [x_littleduke23#9ee58d01] @MoneyBeeOptions is LEGIT. Day one in the discord and @_Dodge_This and @KeanuTrades WENT HAM. Super educational. A different style then I am used to as they don’t just call out the exact strike and entry. But help the members use their skills! BRAVO!
- [x_littleduke23#ca6d51af] Truly a one of kind feeling nailing a trade on your own for the first few times!! Thank you @BrettSimba @PBInvesting @RakeTrades @Jduntrades @manztrades @Oculustrade Y’all have been instrumental in my trading journey so far!!🥺 https://t.co/ZwZdvjMebw
- [x_littleduke23#f934120e] Starting a new trading account with $1000 with the goal to buy my first house in 2023!! This would be a big bl

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, 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=0.25, freshness_days=78, 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: 78
- audience_updated_days_ago: 78

## 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_littleduke23
- Request removal: https://koinonlink.com/claim?k=x_littleduke23
- Terms: https://koinonlink.com/for-ai