# saska 🐨 (@saskasandholm) on x

- id: koinon:creator:x_saskasandholm
- url: https://koinonlink.com/kol/x/saskasandholm
- schema_version: 1.4

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

## Reach
- followers: 9102
- following: 3494
- posts_total: 5326
- posts_observed: 1
- posts_per_day: 1.648
- account_age_days: 3232
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00011
- best_post_interactions: 1
- 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: fintech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Solana Mobile distribution, Web3 app building and shipping, Hackathons and builder communities, Crypto project launches and TGEs, Consumer-facing crypto experiences

## Audience (inferred)
- status: present
- description: Solana/web3 builders and app developers focused on mobile consumer apps and ecosystem projects
- roles: dev
- seniority: practitioner
- pain_points: Getting real user distribution on mobile for web3 apps, Fighting fake reviews and building trust systems, Shipping fast in hackathons and staying competitive, Reaching everyday non-crypto users with daily-use products
- posts_analysed: 21
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.7
- 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: 69
- 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_saskasandholm#cafd4fbf] day 1 of teaching claude how to round trip genny wealth (https://twitter.com/saskasandholm/status/2069189322268356623)
- [x_saskasandholm#31880b20] aight that’s my cue it’s time + it’s over for europoors https://t.co/rz8j9hv4jR
- [x_saskasandholm#e0883727] @solanamobile is the cheat code for hockey stick graphs
- [x_saskasandholm#c829e365] Some extra perks live for @solanamobile 📲 Teddy looks locked in here https://t.co/sn4wQJavNz
- [x_saskasandholm#936db9ea] 19 week streak 🔥 https://t.co/ZRq8H8KVmJ 4 days left in our first weekly prize pool! https://t.co/jGGK8bDsia
- [x_saskasandholm#59c7f8a0] Big week to be shipping on @solanamobile Succesfull TGE done, Seeker Season 2 live, @weRate_Official published on Seeker, and now 50% off the phone with SKR. Stars aligning. Balls tingling. Phones ringing?
- [x_saskasandholm#17a933f9] We are officially coming out of beta today and at the same time launching on @solanamobile 📲 Download the app from https://t.co/ZRq8H8KVmJ or by searching "weRate" on the Seeker dapp store
- [x_saskasandholm#5f151040] me and @yuki__app https://t.co/0zvQMrQXuj https://t.co/ziUD9XzAl1

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=121, 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=76, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- 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_saskasandholm
- Request removal: https://koinonlink.com/claim?k=x_saskasandholm
- Terms: https://koinonlink.com/for-ai