# DaShaun (@dashaun) on youtube

- id: koinon:creator:youtube_dashaun
- url: https://koinonlink.com/kol/youtube/dashaun
- schema_version: 1.3

## Identity
- platform: youtube
- handle: dashaun
- platform_url: https://www.youtube.com/@dashaun
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1160
- posts_observed: 47
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.9
- category_source: derived_from_recent_content
- topics: Local AI with Ollama/OpenWebUI on Raspberry Pi, Spring Boot and Java development, GraalVM/Spring Native, Tech conferences and user groups, Docker and container tools
- bio: ... Testcontainer Champion, former professional cheerleader, keynote speaker, and Spring Developer Advocate at Broadcom.

## Audience (inferred)
- status: present
- description: Java/Spring developers interested in local/private AI setups and open-source tools
- roles: dev
- seniority: practitioner
- pain_points: Setting up and running private local LLMs without relying on cloud services, Integrating AI capabilities into existing Spring Boot applications, Staying current with Java 21, GraalVM, and Spring framework changes, Finding practical, hands-on demos for tools like Ollama, OpenWebUI, and Docker
- posts_analysed: 26
- confidence: 0.6

## 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: 32
- authenticity_basis: profile_shape_only
- credibility_score: 32
- flagged_for_review: false
- koinon_bd_grade: C — 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
- [youtube_dashaun#c2e759ee] #TravelBag (https://www.youtube.com/@dashaun)
- [youtube_dashaun#d6c3ce9a] Don’t do these 5 things as a #softwaredeveloper
- [youtube_dashaun#a402bd85] #Docker Model Runner + #OpenCoder, & #qwen3 coder - live stream recap
- [youtube_dashaun#b7e5a0b5] Your Own private #AI running Locally on #RaspberryPi !
- [youtube_dashaun#bddc0e13] OpenWebUI & Ollama, ChatGPT Alternative, Stay Private
- [youtube_dashaun#4fdf7998] Use #Ollama and #openwebui locally for private #ai
- [youtube_dashaun#d781d812] Kansas City Java User Group - January 2026 #ai #embabel #java #springai #springboot
- [youtube_dashaun#3d052674] #DayInTheLife #OffstageAdvocacy Spring Application Advisor

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=4, 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=0.25, freshness_days=0, 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=4, 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=4, method=platform_profile

## Freshness
- profile_checked_days_ago: 4
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 1
- 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=youtube_dashaun
- Request removal: https://koinonlink.com/claim?k=youtube_dashaun
- Terms: https://koinonlink.com/for-ai