# tim (@twocakeS__) on x

- id: koinon:creator:x_twocakes__
- url: https://koinonlink.com/kol/x/twocakeS__
- schema_version: 1.4

## Identity
- platform: x
- handle: twocakeS__
- platform_url: https://twitter.com/twocakeS__
- website: http://timothyali.com
- country: Argentina
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1308
- following: 789
- posts_total: 5319
- posts_observed: 12
- posts_per_day: 2.976
- account_age_days: 1787
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00841
- best_post_interactions: 11
- 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: devtools
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: XRPL ledger data, blockchain history storage, non-technical ledger access
- bio: 🇦🇷🇸🇾tim • designer • cofounder https://t.co/fN66oIPDzv

## Audience (inferred)
- status: present
- description: XRPL/blockchain ledger data enthusiasts and early users of querying tools
- roles: none
- posts_analysed: 3
- 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: 47
- authenticity_basis: engagement_observed
- credibility_score: 47
- 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_twocakes__#c4778bfc] why this guy built like @apeXRPL https://t.co/xm5jhXJv46 (https://twitter.com/twocakeS__/status/2046816362807644641)
- [x_twocakes__#cf1abb28] only ~400gb for 11 months of history. pretty cool me thinks. https://t.co/N2Kqoj2Nf6
- [x_twocakes__#3bbc8d77] /asktheledger is a big step towards the end goal for sonde. should make it much easier for non technical people to interact with ledger data, as well as make it faster for those who are more technical to find whatever they’re looking for. some people might have noticed that conne
- [x_twocakes__#1297fe53] got a pu

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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: 76

## AI retrieval
- indexing_requests: 6
- 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_twocakes__
- Request removal: https://koinonlink.com/claim?k=x_twocakes__
- Terms: https://koinonlink.com/for-ai