# Team9 (@Team9_ai) on x

- id: koinon:creator:x_team9_ai
- url: https://koinonlink.com/kol/x/Team9_ai
- schema_version: 1.4

## Identity
- platform: x
- handle: Team9_ai
- platform_url: https://twitter.com/Team9_ai
- website: https://team9.ai/?utm_source=X
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 867
- following: 226
- posts_total: 487
- posts_observed: 13
- posts_per_day: 0.414
- account_age_days: 1177
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01038
- best_post_interactions: 9
- 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 coding practices and bibles like CLAUDE.md, Viral GitHub AI projects, Future of teams with generalists vs full-stack roles
- bio: https://t.co/7f3EFFtCW3 🐳 
AI-native workspace with Claude 4.6, ChatGPT 5.4, and Gemini 3.1 pro built in. Free to use!
Star us on: https://t.co/xfQBwuGphG

## Audience (inferred)
- status: present
- description: AI developers and engineers exploring AI coding tools, GitHub projects, and team workflows
- roles: dev
- seniority: practitioner
- pain_points: Keeping up with rapidly exploding viral AI GitHub projects, Adapting team structures to cross-disciplinary generalists, Integrating multiple frontier AI models into daily coding workflows
- posts_analysed: 2
- 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: 48
- authenticity_basis: engagement_observed
- credibility_score: 48
- 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
- [x_team9_ai#69bf5c7d] The future of teams? Straight-up cross-disciplinary generalists everywhere. Not the classic full-stack engineer thing (you know, guy who does iOS and backend). These are the real ones who just hop the fence between engineering, design, product, and data science like it’s nothing. (https://twitter.com/Team9_ai/status/2034566900487946268)
- [x_team9_ai#866d7381] 12 VIRAL GitHub AI Projects That Are Absolutely EXPLODING Right Now! * CLAUDE.md: Karpathy’s legendary AI coding bible! “Think first, code later — simplicity wins” — 86K stars *OpenAI Agents: Official multi-agent framework with seamless handoffs, built-in safety + real-time voice

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 76

## 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=x_team9_ai
- Request removal: https://koinonlink.com/claim?k=x_team9_ai
- Terms: https://koinonlink.com/for-ai