# vic. (@codingvic) on x

- id: koinon:creator:x_codingvic
- url: https://koinonlink.com/kol/x/codingvic
- schema_version: 1.4

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

## Reach
- followers: 139083
- following: 681
- posts_total: 689
- posts_observed: 12
- posts_per_day: 0.198
- account_age_days: 3477
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00079
- best_post_interactions: 110
- 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: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI integration in marketing workflows, Frontend engineering with design sensitivity, AI tools for brand-aligned content generation, Claude MCP and Creatify workflows, Seamless AI-platform integration
- bio: frontend engineer with an eye for design | @humalikeai | @aiscwork

## Audience (inferred)
- status: present
- description: Frontend engineers and product builders who care about design and AI integration in marketing workflows
- roles: dev
- seniority: practitioner
- pain_points: Struggling to integrate AI tools with existing product and brand assets, Finding it hard to maintain consistent brand voice across AI-generated marketing content, Wasting time switching between multiple platforms for ad creation and content generation
- 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: 85
- authenticity_basis: engagement_observed
- credibility_score: 100
- flagged_for_review: false
- koinon_bd_grade: A — 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_codingvic#e463e528] The biggest shift in AI marketing isn’t better models. (https://twitter.com/codingvic/status/2074059124204089521)
- [x_codingvic#700f9bfe] It’s AI that actually understands your business.
- [x_codingvic#9147b47b] When your AI has access to your products, brand assets, campaigns, and workflow, the experience changes completely.
- [x_codingvic#7e78ba37] That’s what makes tools like Creatify + Claude MCP interesting.
- [x_codingvic#fb6f5652] Instead of constantly switching between platforms, you can:
- [x_codingvic#466896c2] Create ads inside Claude
- [x_codingvic#9ffa876d] Pull in product and cr

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 21

## 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_codingvic
- Request removal: https://koinonlink.com/claim?k=x_codingvic
- Terms: https://koinonlink.com/for-ai