# Filipe Névola (@FilipeNevola) on x

- id: koinon:creator:x_filipenevola
- url: https://koinonlink.com/kol/x/FilipeNevola
- schema_version: 1.4

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

## Reach
- followers: 2435
- following: 80
- posts_total: 5502
- posts_observed: 8
- posts_per_day: 0.874
- account_age_days: 6297
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00246
- best_post_interactions: 6
- 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: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Leadership and team culture in startups, Technical debt and product quality, AI's role in shaping work and decision-making, Hiring and talent curation, Product-market fit and user input design, Founder mindset and personal accountability
- bio: Quave Holdings CEO @quaveDev - Book 👇

## Audience (inferred)
- status: present
- description: Founders and tech leaders building startups, especially those focused on product, team culture, and technical execution
- roles: general_ai
- seniority: decision_maker
- pain_points: Struggling to align team performance with long-term vision, Facing technical debt that slows down product iteration, Finding it hard to hire and retain truly high-caliber talent, Losing focus on meaningful work due to constant operational noise
- posts_analysed: 8
- 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: 73
- authenticity_basis: engagement_observed
- credibility_score: 73
- 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_filipenevola#48c5ce42] AI did not remove the need to understand the work. It compressed the boring parts and made the dangerous parts more visible. (https://twitter.com/FilipeNevola/status/2067992710909473263)
- [x_filipenevola#df1c929e] Curate people without mercy. Almost good enough attracts worse later. Great people attract more great people.
- [x_filipenevola#5b307ecd] If today was your last day, would you work on this? Would you answer your friend saying you are busy? Would you miss dinner with your wife?
- [x_filipenevola#7d695baa] If you do not write the rules down, AI follows the internet's average. And the internet's average is usually loose strings and wishful thinking.
- [x_filipenevola#b8adcd2d] There is no such thing as micromanaging when skill or trust is missing. That is just leadership getting close enough to make the outcome happen.
- [x_filipenevola#e3049ea8] Having the app vs web app out of sync is a sign of technical debt in 2026 https://t.co/wQm1U4J0b9
- [x_filipenevola#5156bcb4] If a market failed because users would not fill forms, look again. Natural language changed the input layer.
- [x_filipenevola#b2b27ebd] Most compani

## 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=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=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=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=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: 80
- audience_updated_days_ago: 20

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