# Harness (@Harnessio) on youtube

- id: koinon:creator:youtube_harnessio
- url: https://koinonlink.com/kol/youtube/Harnessio
- schema_version: 1.4

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

## Reach
- followers: 5470
- posts_observed: 1
- 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: Chaos Engineering principles and tools, Load testing, stress testing, and performance metrics, Disaster recovery and resilience testing, AI cost management and token optimization, DORA metrics and DevSecOps practices
- bio: Robust, scalable and intelligent platform that supports the development, deployment, and operation of software applications.

## Audience (inferred)
- status: present
- description: DevOps engineers, SREs, and software developers focused on resilience, testing, and AI cost management in enterprise software delivery
- roles: dev
- seniority: practitioner
- pain_points: Unpredictable and high AI infrastructure spend with unclear ROI, Difficulty validating system resilience before production failures, Choosing and executing the right load, stress, or chaos tests, Aligning disaster recovery plans with actual RTO/RPO requirements
- 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: 41
- authenticity_basis: profile_shape_only
- credibility_score: 41
- 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_harnessio#7efbe8d4] Anthropic's Mythos 5 Fakes Identities Hacking Britain's Government AI Challenge (https://www.youtube.com/@Harnessio)
- [youtube_harnessio#8906dece] AI Models ESCAPE OpenAI, Target Internet! SCARY
- [youtube_harnessio#b9e9b3d5] AI's BIGGEST Problem, They're Losing Money!
- [youtube_harnessio#23941f40] The AI Hack Nobody Told You About
- [youtube_harnessio#b9a66d00] Elon Musk's Tesla AI Mandate Grok vs Claude for Engineers
- [youtube_harnessio#16298b77] Microsoft's 570 Patches Just Armed Every Attacker
- [youtube_harnessio#5a6afc68] You're already using AI without realizing it
- [youtube_harnessio#967eba03] From a $28,000 AI Bill to $0.60 Per Ticket

## 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=68, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=68, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=68, 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=68, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=68, 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=68, 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=68, 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=68, method=platform_profile

## Freshness
- profile_checked_days_ago: 68
- content_analysed_days_ago: 68
- audience_updated_days_ago: 68

## AI retrieval
- indexing_requests: 9
- 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_harnessio
- Request removal: https://koinonlink.com/claim?k=youtube_harnessio
- Terms: https://koinonlink.com/for-ai