# Luca (@luca.restagno.dev) on threads

- id: koinon:creator:threads_luca.restagno.dev
- url: https://koinonlink.com/kol/threads/luca.restagno.dev
- schema_version: 1.4

## Identity
- platform: threads
- handle: luca.restagno.dev
- platform_url: https://www.threads.net/@luca.restagno.dev
- website: https://blacktwist.app/
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2650
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0034
- best_post_interactions: 9
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: saas
- category_confidence: 0.65
- category_source: derived_from_recent_content
- topics: SaaS founding journey, product iteration and learning from failure, AI tool development, indie hacking, daily content creation for growth, bootstrapped startup building
- bio: Founder @blacktwistapp - schedule & analyze your Threads content ⬇️

## Audience (inferred)
- status: present
- description: early-stage founders and indie hackers building SaaS and AI tools, primarily in their late 30s with a history of launching and iterating on products
- roles: general_ai
- seniority: practitioner
- pain_points: fear of launching a product that fails, difficulty in validating product-market fit early, lack of clear feedback loops to measure progress, struggling to maintain momentum after setbacks
- 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: 36
- authenticity_basis: engagement_observed
- credibility_score: 36
- 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
- [threads_luca.restagno.dev#f9a93f1f] I'm 40. (https://www.threads.com/@luca.restagno.dev/post/DaFBzCBG703)
- [threads_luca.restagno.dev#2b8ff901] At 34 I launched my first SaaS. It flopped.
- [threads_luca.restagno.dev#fadaf2f4] At 36 I built for Twitter. Elon killed it.
- [threads_luca.restagno.dev#03ab9526] At 37 I launched an AI chatbot. Sold it.
- [threads_luca.restagno.dev#fcc8df19] At 38 I shipped a boilerplate. 330 copies sold.
- [threads_luca.restagno.dev#db469653] At 39 I co-founded BlackTwist.
- [threads_luca.restagno.dev#ce00acac] At 40 I'm posting on Threads every day.
- [threads_luca.restagno.dev#a6bcb49d] Every "failure" was just data.

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=116, 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=79, 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=116, 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=116, method=platform_profile

## Freshness
- profile_checked_days_ago: 116
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 3
- 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=threads_luca.restagno.dev
- Request removal: https://koinonlink.com/claim?k=threads_luca.restagno.dev
- Terms: https://koinonlink.com/for-ai