# J. Tuld (@TuldSaysBeFirst) on x

- id: koinon:creator:x_tuldsaysbefirst
- url: https://koinonlink.com/kol/x/TuldSaysBeFirst
- schema_version: 1.4

## Identity
- platform: x
- handle: TuldSaysBeFirst
- platform_url: https://twitter.com/TuldSaysBeFirst
- website: https://www.webull.com/s/Yu0ywxmpDatvpZYdWl
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1317
- following: 98
- posts_total: 16771
- posts_observed: 2
- posts_per_day: 32.628
- account_age_days: 514
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0038
- 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: software
- category_confidence: 0.3
- category_source: derived_from_discovery_path
- topics: Stock market momentum, Cryptocurrency trading, Market sentiment analysis, Short-term trading strategies, Economic recession concerns, Financial market volatility
- bio: Cheat, which I don’t do, be smarter (which I’m certainly not)…or be first. GL💙

## Audience (inferred)
- status: present
- description: Stock and crypto traders, mainly retail investors focused on short-term momentum and market sentiment
- roles: ads
- seniority: practitioner
- pain_points: Struggling to time market entries and exits accurately, Frustrated by lack of clear signals in volatile markets, Overwhelmed by noise and misinformation in crypto and stock discussions
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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_tuldsaysbefirst#6212c593] Stopped out today. Too early I guess. $AAPL (https://twitter.com/TuldSaysBeFirst/status/2072898728701145099)
- [x_tuldsaysbefirst#39d526a1] Congrats bulls!! bitcoin:native
- [x_tuldsaysbefirst#08d4e5e2] Full story. $BTC #Crypto
- [x_tuldsaysbefirst#97c5081e] $AAPL https://t.co/jxQD6cEdGF
- [x_tuldsaysbefirst#1f5fb880] Spot on 👌
- [x_tuldsaysbefirst#e25552e7] $SPY $QQQ Not that it’s a surprise, but let’s go ahead and add money laundering to the list…
- [x_tuldsaysbefirst#201c2a98] $AAPL
- [x_tuldsaysbefirst#fb46b08b] $SPY $QQQ #Recession #SorryBears https://t.co/BIYPaYYF0G

## 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=28, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=28, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=28, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=88, 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=88, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=118, 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=88, 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=118, 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=118, method=platform_profile

## Freshness
- profile_checked_days_ago: 118
- content_analysed_days_ago: 88
- audience_updated_days_ago: 28

## AI retrieval
- indexing_requests: 7
- 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_tuldsaysbefirst
- Request removal: https://koinonlink.com/claim?k=x_tuldsaysbefirst
- Terms: https://koinonlink.com/for-ai