# NB🇵🇱 (@norbertbodziony) on x

- id: koinon:creator:x_norbertbodziony
- url: https://koinonlink.com/kol/x/norbertbodziony
- schema_version: 1.4

## Identity
- platform: x
- handle: norbertbodziony
- platform_url: https://twitter.com/norbertbodziony
- website: https://www.norbertbodziony.com/
- country: Poland
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 11250
- following: 2919
- posts_total: 24039
- posts_observed: 2
- posts_per_day: 5.855
- account_age_days: 4106
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00044
- best_post_interactions: 5
- 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: 0.7
- category_source: derived_from_recent_content
- topics: AI models, startup negotiations, tech infrastructure
- bio: Founder mode @nightly_app @neonyexchange

https://t.co/MaEr8X9u4V

## Audience (inferred)
- status: present
- description: tech founders and AI/startup enthusiasts (judgment uncertain due to sparse/miscellaneous content)
- roles: none
- seniority: practitioner
- posts_analysed: 7
- 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: 60
- authenticity_basis: engagement_observed
- credibility_score: 75
- flagged_for_review: false
- koinon_bd_grade: A — 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_norbertbodziony#f21e8d2e] unless its GPT 5.6 its gonna suck (https://twitter.com/norbertbodziony/status/2059976503786418446)
- [x_norbertbodziony#fc7913c1] why do people mention that prices are negotiable ? they are always negotiable
- [x_norbertbodziony#f08da946] we didn’t invent a new problem we just got tired of searching at 1am for a decision from 3 months ago
- [x_norbertbodziony#47d85384] 5 months
- [x_norbertbodziony#8dd2563c] grok build is actually good
- [x_norbertbodziony#3e4787eb] exit liquidity
- [x_norbertbodziony#de14af4b] SpaceX needs to buy Xcode
- [x_norbertbodziony#2684eacb] . @AM_Zukowska https://t.co/41gT5ZnyQl

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, 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=117, 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=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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 13
- 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_norbertbodziony
- Request removal: https://koinonlink.com/claim?k=x_norbertbodziony
- Terms: https://koinonlink.com/for-ai