# Andrew Darius (@andrewdariuscom) on x

- id: koinon:creator:x_andrewdariuscom
- url: https://koinonlink.com/kol/x/andrewdariuscom
- schema_version: 1.4

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

## Reach
- followers: 638
- following: 189
- posts_total: 2032
- posts_observed: 5
- posts_per_day: 1.086
- account_age_days: 1871
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00313
- best_post_interactions: 2
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI agent development, No-code/low-code automation, AI-generated software and apps, AI in code generation and debugging, Browser-based AI applications, AI security testing
- bio: Building AIgenteur. AI agents that do the work — so you can do the work that matters. Free community ↓

## Audience (inferred)
- status: present
- description: Developers and tech builders using AI to automate coding and system tasks, especially those exploring AI agents and no-code/low-code automation
- roles: dev
- seniority: practitioner
- pain_points: Struggling to keep up with rapid AI advancements in code generation and automation, Finding it hard to integrate AI tools into real-world development workflows, Wasting time on repetitive coding tasks that could be automated by AI, Lacking clear guidance on how to build AI agents that actually work in production
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 57
- authenticity_basis: engagement_observed
- credibility_score: 57
- flagged_for_review: false
- koinon_bd_grade: B — 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_andrewdariuscom#346134c2] ByteDance's Seedance 2.5 generates 30-second multi-shot videos in a single pass. Double the previous limit. Multiple shots, scene changes, complete stories — from one prompt. AI video just got real. Free community: https://t.co/iKyjMMGMjG https://t.co/EnjxEV03SH (https://twitter.com/andrewdariuscom/status/2072674260456247788)
- [x_andrewdariuscom#616a4646] One prompt. Claude Opus 5 built a Windows 11 replica in a browser — taskbar, Start Menu, Word, Excel, Discord, Spotify. Zero human code. 600K views in 5 days. The ceiling for what one person with AI can build keeps rising. Are you building at the frontier? Free community → https:
- [x_andrewdariuscom#f13c0128] Google's AI found 1,072 Chrome security bugs across 2 releases. One was a sandbox escape hiding in the code for 13 years. AI isn't just writing code. It's finding the breaks nobody knew existed. Run AI against your own stack. Free community → https://t.co/iKyjMMGMjG https://t.co/
- [x_andrewdariuscom#d9cfac04] Google's Chrome team fixed 1,072 securit

## 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=109, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 12
- 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_andrewdariuscom
- Request removal: https://koinonlink.com/claim?k=x_andrewdariuscom
- Terms: https://koinonlink.com/for-ai