# DeltaV (scaling arc) (@DeltaV_xyz) on x

- id: koinon:creator:x_deltav_xyz
- url: https://koinonlink.com/kol/x/DeltaV_xyz
- schema_version: 1.4

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

## Reach
- followers: 2756
- following: 6
- posts_total: 1141
- posts_observed: 3
- posts_per_day: 2.082
- account_age_days: 548
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.04064
- best_post_interactions: 112
- 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: 0.8
- category_source: derived_from_recent_content
- topics: Product-led growth and retention, Startup decision-making under uncertainty, Enterprise adoption of new tech, Founder mindset and execution speed, Crypto and blockchain startup dynamics

## Audience (inferred)
- status: present
- description: Growth-focused founders and early-stage startup operators, primarily in tech and crypto, interested in product-led growth, decision-making under uncertainty, and enterprise adoption
- roles: ads
- seniority: practitioner
- pain_points: Struggling to prioritize between competing growth strategies in early-stage startups, Failing to retain users due to weak product-market fit or unclear value proposition, Hesitating on key strategic decisions that stall progress, Facing skepticism from enterprises or institutions when pitching new tech solutions
- posts_analysed: 5
- 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: 67
- authenticity_basis: engagement_observed
- credibility_score: 67
- 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_deltav_xyz#e9b0a5a7] Alex Schultz, CMO of Meta: "Retention is the single most important thing for growth." He walked the audience through it backwards. Great product leads to customers, customers spread the word, and none of it happens if they do not stay. https://t.co/vR8yU0cIZH (https://twitter.com/DeltaV_xyz/status/2046938944827461801)
- [x_deltav_xyz#89acd42e] What did you get done this week?
- [x_deltav_xyz#23e90bfa] Keone Hon, co-founder of @Monad: ""When we talk to enterprises, when we talk to banks, one consistent thing we hear is they care about not building in a walled garden."" https://t.co/63lrvSPisU
- [x_deltav_xyz#4fef71e7] Competitors rarely kill startups. Indecision does. A wrong decision gives you information. A postponed decision gives you nothing and costs the same month. Most calls are cheap to reverse. Make those today. https://t.co/dbhtnh9eHo
- [x_deltav_xyz#beb65951] MJ, co-founder of @joinCero on Monad: "There's a very strong feeling that the chain is gonna keep on growing and expanding. The guys there are taking it serious." https://t

## 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=121, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- 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_deltav_xyz
- Request removal: https://koinonlink.com/claim?k=x_deltav_xyz
- Terms: https://koinonlink.com/for-ai