# 1DC (@1DigitalC) on x

- id: koinon:creator:x_1digitalc
- url: https://koinonlink.com/kol/x/1DigitalC
- schema_version: 1.4

## Identity
- platform: x
- handle: 1DigitalC
- platform_url: https://twitter.com/1DigitalC
- website: https://linktr.ee/1digitalc
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 23522
- following: 2304
- posts_total: 12238
- posts_observed: 21
- posts_per_day: 3.583
- account_age_days: 3416
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00013
- best_post_interactions: 3
- 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: 0.88
- category_source: derived_from_recent_content
- topics: AI-assisted game development, AI agents and operators for creative work, World/lore bible integration with AI, Indie game production cadence and inspiration
- bio: 放浪の機械術師 AI Operator🔻AI Agent Builder🔻Creator of @Meta_Machina//@MetaMachina_RW🔺Developer🔻 Marketing & Business Development Strategist🔻Consultant

## Audience (inferred)
- status: present
- description: Indie game developers and AI builders using tools for rapid prototyping, agents, and lore/world creation
- roles: automation
- seniority: practitioner
- pain_points: AI generation speed still lags behind desired iteration pace for games, Maintaining consistency across multiple games and shared lore bibles, Balancing AI output with personal creative control and vision
- posts_analysed: 4
- 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: 50
- authenticity_basis: engagement_observed
- credibility_score: 85
- 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_1digitalc#26ef9d48] AI is fast at building what I need, but too slow for the speed I need it to build at, but it's still faster than if I were to build it myself, and we are both caught in this never ending dance of compacting conversations. https://t.co/Yd8q7CQCWt (https://twitter.com/1DigitalC/status/2069854050313732196)
- [x_1digitalc#8070a8c1] Aiming for 1 game every 2 months. After Starfall, I think it’s time to be inspired by a classic. Hasn’t been an RPG like SOA in a long time… Or maybe it’s time someone finished the Shenmue series… Lots of AI game tech demos out there, but haven’t seen a full storylines build yet.
- [x_1digitalc#9f708bf4] “AI isn’t there yet.” There’s literally a 30 second clip of Sho'nuff fighting Darryl inside a McDowell's with no mistakes.
- [x_1digitalc#e30dcf25] There's honestly just something so amazing working with AI and it reading back parts of your world and lore bible you made, as you build multiple games that all loop back into each other and create one massive story across several different g

## 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
- audience.seniority: 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=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=77, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 77
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 10
- 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_1digitalc
- Request removal: https://koinonlink.com/claim?k=x_1digitalc
- Terms: https://koinonlink.com/for-ai