# Sam 💀 (@samtechcoded) on x

- id: koinon:creator:x_samtechcoded
- url: https://koinonlink.com/kol/x/samtechcoded
- schema_version: 1.4

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

## Reach
- followers: 1184
- following: 1458
- posts_total: 3659
- posts_observed: 3
- posts_per_day: 0.574
- account_age_days: 6377
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00338
- best_post_interactions: 4
- 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: gaming
- subcategory: indie
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Pixel art tools development, Indie game demo releases, Online creative software updates, Game development workflow optimization, Digital asset creation for games, Platform algorithm behavior observation

## Audience (inferred)
- status: present
- description: Indie game developers and digital artists, primarily focused on pixel art creation and game prototyping
- roles: content
- seniority: practitioner
- pain_points: Struggling to find free, no-watermark pixel art tools with essential features like layers and autosave, Frustrated by unreliable or inconsistent platform algorithms affecting content visibility, Need efficient tools for creating icons and assets without heavy software overhead
- posts_analysed: 7
- 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: 51
- authenticity_basis: engagement_observed
- credibility_score: 51
- 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_samtechcoded#333f171e] Well, have you? https://t.co/9CqOv9RExt (https://twitter.com/samtechcoded/status/2067420450981122157)
- [x_samtechcoded#5b23e6bf] GM @TheGrottoL1 Looking for Corporate Survival Horror? I've released the demo of Void Inc, get it for Windows 10/11 right now! https://t.co/XI1dCjsckM https://t.co/vD6GzPMqDe
- [x_samtechcoded#d052a277] Almost ready to release the demo! https://t.co/4cLYgLpaZ1
- [x_samtechcoded#eda9b2ef] Eddy McPixel is a free online pixel art editor with layers, tilesheets, autosave and no watermarks. https://t.co/6mmVNKlHr2 I use it to built all my icons and steam achievements in the upcoming corporate surival horror game: Void Inc
- [x_samtechcoded#de7cc09a] 86/118 Abyss Eye (JP Pitch Black) 168/194 Pitch Black https://t.co/9lpVGixBcR
- [x_samtechcoded#13f9a16e] Is it just me or was the x algo different for about 2 weeks and now it's back like it was before?
- [x_samtechcoded#998bed1f] Updates for Eddy McPixel - New splash page to get an idea of what it does (skippable once seen once) - Added gradient tool with dithering option - Pixel perfect pencil tool instead of getting weird jagge

## 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=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=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=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: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 11
- 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_samtechcoded
- Request removal: https://koinonlink.com/claim?k=x_samtechcoded
- Terms: https://koinonlink.com/for-ai