# István Pató (@patoistvan) on x

- id: koinon:creator:x_patoistvan
- url: https://koinonlink.com/kol/x/patoistvan
- schema_version: 1.4

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

## Reach
- followers: 621
- following: 1083
- posts_total: 19090
- posts_observed: 1
- posts_per_day: 3.261
- account_age_days: 5854
- verified: true
- 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: saas
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI-powered SaaS development, Autonomous AI workflows, Exit-ready SaaS infrastructure, Developer autonomy and system design, AI copilots for coding, SaaS operational resilience
- bio: Full-stack Developer | AI Engineer | TypeScript, NodeJS, Svelte, TailwindCSS

## Audience (inferred)
- status: present
- description: Full-stack developers and AI engineers building SaaS products, especially those focused on autonomous AI workflows and exit-ready infrastructure
- roles: dev
- seniority: practitioner
- pain_points: Struggling to maintain SaaS operations when the founder is unavailable, Finding it hard to scale AI-assisted development beyond basic code generation, Lacking a clear, repeatable system to build and manage secure, maintainable SaaS infrastructure
- posts_analysed: 6
- 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: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- 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
- [x_patoistvan#3d9e0713] Founder absence 🌴 Imagine you are unavailable for two weeks. Can someone trusted keep the SaaS operating? Can they access the right services, understand the dependencies, rotate credentials, handle billing, and recover accounts? If the answer is no, the risk exists even without  (https://twitter.com/patoistvan/status/2073342302962209187)
- [x_patoistvan#c9708f3d] I don't ask AI to write code anymore. I build the rules, specs, skills, and workflows that let AI write the code on its own. 🤯 That's a different way of building software.
- [x_patoistvan#692a0f9e] 🤖 AI Copilot Bundle 📘 Book + AI Skill + Ready-to-use Prompts Learn how to build an exit-ready SaaS infrastructure that is secure, easy to manage, and simple to transfer. Plus, discover which services you should reserve your brand on before someone else does. A practical handboo
- [x_patoistvan#fbbf55f0] This is as fundamental as E=mc²
- [x_patoistvan#cf9c225b] https://t.co/qs0yOcz1GG
- [x_patoistvan#982829ef] Claude had a busy weekend. A lot of planning, code review, and

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=78, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 6
- 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_patoistvan
- Request removal: https://koinonlink.com/claim?k=x_patoistvan
- Terms: https://koinonlink.com/for-ai