# AI Native Dev (@tessl-ai) on youtube

- id: koinon:creator:youtube_tessl-ai
- url: https://koinonlink.com/kol/youtube/tessl-ai
- schema_version: 1.3

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

## Reach
- followers: 52900
- posts_observed: 142
- verified: false
- size_tier: koc

## 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI Agents 与 Software Factory, Context 管理与 RAG 替代方案, AI 安全与 Agentic 防护, 工程指标（PR 效率、Agent Turns）, Claude 等模型的实际落地模式
- bio: Conference Talks & Highlights – Sessions from AI Native Dev Con, bringing cutting-edge insights from leading AI developers and ...

## Audience (inferred)
- status: present
- description: AI-native software developers and engineering teams, practitioners building and operating AI Agents to write code and automate workflows
- roles: dev
- seniority: practitioner
- pain_points: AI Agents become uncontrollable at scale (e.g., 4-Agent Ceiling), Trust issues around hallucinations, security risks, and high-risk operations like Bash commands, Uncontrolled token consumption and challenges in cost optimization, Traditional development workflows and code reviews can't keep up with AI-native velocity
- posts_analysed: 48
- 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: 53
- authenticity_basis: profile_shape_only
- credibility_score: 53
- 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
- [youtube_tessl-ai#a24183a6] You Tried to Get Big Muscles Without Working Out (https://www.youtube.com/@tessl-ai)
- [youtube_tessl-ai#c222837e] 850 PRs a Week: How Tessl Runs a Software Factory
- [youtube_tessl-ai#438159cf] You own the standard of review — it's a file in your repo
- [youtube_tessl-ai#a05d938c] People say TDD doesn't work with AI. It does.
- [youtube_tessl-ai#9f44ccfc] Writing code stopped being the bottleneck — review is where accountability sits
- [youtube_tessl-ai#0eda2a0f] I trust my tests even less than my code
- [youtube_tessl-ai#43b05385] I don't know how people aren't drowning in garbage
- [youtube_tessl-ai#d57939c7] Lada Kesseler: I Trust AI Tests Less Than AI Code

## 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=34, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=34, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=34, 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=1, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 0
- audience_updated_days_ago: 34

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