# David Ondrej (@DavidOndrej) on youtube

- id: koinon:creator:youtube_davidondrej
- url: https://koinonlink.com/kol/youtube/DavidOndrej
- schema_version: 1.0

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

## Reach
- followers: 408000
- posts_observed: 4
- verified: false
- size_tier: kol

## Engagement
- unit_note: engagement_rate is a ratio (0-1); the interaction fields are absolute counts.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.98
- category_source: derived_from_recent_content
- topics: AI coding agents and workflows, Open-source model comparisons, AI productivity hacks and pitfalls, Model rankings and new releases, Entrepreneurship and personal mindset
- bio: "The greatest danger is not that our aim is too high and we miss it, but that it is too low and we reach it." - Michelangelo.

## Audience (inferred)
- status: present
- description: AI developers and engineers actively building with coding agents, open-source models, and automation tools
- roles: dev
- seniority: practitioner
- pain_points: AI coding bottlenecks that slow down real projects, Picking the right models, harnesses, and agents for specific tasks, Bad habits and limitations when using tools like Claude or ChatGPT for code/automation, Wasted time from inefficient AI workflows and remote work setups
- posts_analysed: 40
- confidence: 0.75

## 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: 58
- credibility_score: 58
- grade: B
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_davidondrej#p0] Does harness matter more than the model? (https://www.youtube.com/@DavidOndrej)
- [youtube_davidondrej#p1] Open-source is not what you think...
- [youtube_davidondrej#p2] Zuck is finally back...
- [youtube_davidondrej#p3] My double DGX Spark setup
- [youtube_davidondrej#p4] GUIs are not dead
- [youtube_davidondrej#p5] Let agents write your tests
- [youtube_davidondrej#p6] DeepSeek V4 Flash is INSANE
- [youtube_davidondrej#p7] The Most Important Paper in AI History

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, 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=25, method=follower_growth_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=25, method=platform_profile

## Freshness
- profile_checked_days_ago: 25
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

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