# Luke (@ldo_dev) on x

- id: koinon:creator:x_ldo_dev
- url: https://koinonlink.com/kol/x/ldo_dev
- schema_version: 1.4

## Identity
- platform: x
- handle: ldo_dev
- platform_url: https://twitter.com/ldo_dev
- website: http://ldo.dev
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2113
- following: 468
- posts_total: 7412
- posts_observed: 14
- posts_per_day: 1.277
- account_age_days: 5804
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00994
- best_post_interactions: 21
- 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: Logo Lattice launch and features, Remotion animation library extensions, Animated SVG outlines and title systems, Product launch video production
- bio: 🎨 @LogoLattice → logos, but editable
💰 @FlowInvoice → invoices without the headache
🪶 ?

## Audience (inferred)
- status: present
- description: Indie developers and designers building animated tools, launch videos, and SVG-based animations with Remotion
- roles: dev
- seniority: practitioner
- pain_points: Spending excessive time editing and animating launch videos, Explaining complex product features in under 30 seconds, Building custom animated title and SVG systems from scratch
- posts_analysed: 4
- 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: 70
- authenticity_basis: engagement_observed
- credibility_score: 70
- 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_ldo_dev#2e820d71] Today's the day. The official Logo Lattice launch video drops in a few hours. I've spent months obsessing over every pixel, interaction, animation, and export. Now it's your turn to judge it. Equal parts excited and terrified 💎 https://t.co/PL7AdVkAzT (https://twitter.com/ldo_dev/status/2061744449248485682)
- [x_ldo_dev#fc5a75c9] One more addition to the Remotion animation library. ✨ Animated SVG outlines. Drop in an SVG and animate it being drawn alongside the title. If you're making product launch videos, help yourself 😁 https://t.co/tJgEipFQLf https://t.co/kcopH1ezFv
- [x_ldo_dev#4a07410f] I've spent more time on the launch video than I expected. Partly because of the editing. Mostly because trying to explain what Logo Lattice is in under 30 seconds is surprisingly difficult. Every second has to earn its place. https://t.co/3YqF4NKUWH https://t.co/lVKIp4z96m
- [x_ldo_dev#9d7759f3] Building the launch video for Logo Lattice meant I needed a clean animated title system. So I built one in Remotion. Ra

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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: 76

## AI retrieval
- indexing_requests: 11
- 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_ldo_dev
- Request removal: https://koinonlink.com/claim?k=x_ldo_dev
- Terms: https://koinonlink.com/for-ai