# Modular Cloud (@modularcloud1) on x

- id: koinon:creator:x_modularcloud1
- url: https://koinonlink.com/kol/x/modularcloud1
- schema_version: 1.4

## Identity
- platform: x
- handle: modularcloud1
- platform_url: https://twitter.com/modularcloud1
- website: https://modular.cloud
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1551
- following: 14
- posts_total: 255
- posts_observed: 1
- posts_per_day: 0.188
- account_age_days: 1354
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02515
- best_post_interactions: 39
- 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_discovery_path
- topics: AI and blockchain integration, Decentralized AI frameworks, Chopin Framework development, Embedded wallets in dApps, Crypto developer tooling, Developer tutorials for AI/crypto platforms
- bio: A Software 2.0 Company
Creators of @chopinframework

## Audience (inferred)
- status: present
- description: Developers and crypto builders focused on AI and blockchain integration, especially those exploring decentralized AI frameworks
- roles: dev
- seniority: practitioner
- pain_points: Struggling to integrate AI models with blockchain infrastructure due to lack of clear tooling, Finding it hard to build decentralized applications (dApps) with embedded wallet functionality, Need guidance on adopting new frameworks like Chopin that combine AI and crypto but lack comprehensive documentation
- 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: 71
- authenticity_basis: engagement_observed
- credibility_score: 71
- 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_modularcloud1#19f64e07] https://t.co/JLNMK8Iasv (https://twitter.com/modularcloud1/status/2052079475006063086)
- [x_modularcloud1#68d657fb] https://t.co/nIWMAylq5m
- [x_modularcloud1#686d6a85] Back in 2022, our founder @lzrscg gave a talk at the Modular Summit by @celestia. Today, these ideas are underpinning our mission to develop AI and crypto developer tools in tandem. https://t.co/VKuk0zmWkB
- [x_modularcloud1#f98886c6] In-depth video tutorial about how to get started with @chopinframework. By @lzrscg and @JoshCStein https://t.co/clJ7sM7miz
- [x_modularcloud1#ef38635e] 🎥 WATCH: @upnodeIntern asks @lzrscg to explain @chopinframework https://t.co/GmWY5TsyXI
- [x_modularcloud1#8d60d1df] 🎥 WATCH: @_nityas explains to @dabit3 how @chopinframework utilizes @usecapsule's embedded wallets https://t.co/sBfQoDStaX
- [x_modularcloud1#8aad397d] Awesome newsletter covering @chopinframework and all the most important news in the crypto industry
- [x_modularcloud1#cc532123] Great landscape overview by @0xshakib_eth

## 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=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=89, 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=89, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, 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=89, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 89
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 6
- 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_modularcloud1
- Request removal: https://koinonlink.com/claim?k=x_modularcloud1
- Terms: https://koinonlink.com/for-ai