# George Hanu ⚡ Dev. Educator + Builder (@georgehanu) on x

- id: koinon:creator:x_georgehanu
- url: https://koinonlink.com/kol/x/georgehanu
- schema_version: 1.4

## Identity
- platform: x
- handle: georgehanu
- platform_url: https://twitter.com/georgehanu
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1183
- following: 2256
- posts_total: 3451
- posts_observed: 2
- posts_per_day: 0.535
- account_age_days: 6447
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00254
- best_post_interactions: 3
- 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 tools and model routing, AI agents with real-world execution capabilities, Developer directories and community building, SaaS and indie hacker product building, Web development combined with AI

## Audience (inferred)
- status: present
- description: AI-focused developers, indie hackers, freelancers, and early-stage SaaS builders who actively experiment with coding tools and agents
- roles: dev
- seniority: practitioner
- pain_points: Choosing the right AI model for each specific coding or debugging task, Getting AI agents to safely handle real actions like payments, domain purchases, or service upgrades, Discovering and connecting with other relevant developers and builders in a fragmented space, Staying updated on rapidly evolving AI dev tools without wasting time on irrelevant options
- posts_analysed: 4
- 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: 50
- authenticity_basis: engagement_observed
- credibility_score: 50
- 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_georgehanu#a594a3b5] Cursor just launched a router that picks the AI model for each coding task. Finally. Choosing a model before fixing a bug was starting to feel like picking a Netflix show. 10 minutes later, nothing shipped. Would you trust Auto, or still choose the model yourself? (https://twitter.com/georgehanu/status/2069141231020478591)
- [x_georgehanu#5b723ccd] AI agents can now spend money. Vercel MCP can buy domains, add credits, and upgrade plans after you confirm. We went from: “AI, fix this bug” to: “AI, here’s the company card.” What’s the first purchase you’d trust an AI agent to make?
- [x_georgehanu#f329a421] Let’s turn this comment section into a useful dev directory 👋 If you’re a developer, indie hacker, freelancer, AI builder, or SaaS founder, reply with: 1. What you’re building 2. Your stack 3. Who you want to meet Then connect with 3 people whose work genuinely interests you. No
- [x_georgehanu#e40dad83] If you’re building something with AI, SaaS, web dev, or i

## 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=122, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 80
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 7
- 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_georgehanu
- Request removal: https://koinonlink.com/claim?k=x_georgehanu
- Terms: https://koinonlink.com/for-ai