# Madni Aghadi (@hey_madni) on x

- id: koinon:creator:x_hey_madni
- url: https://koinonlink.com/kol/x/hey_madni
- schema_version: 1.4

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

## Reach
- followers: 102675
- following: 421
- posts_total: 12436
- posts_observed: 11
- posts_per_day: 8.466
- account_age_days: 1469
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00313
- best_post_interactions: 321
- 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: Claude Opus 5 one-shot game and app building, AI agents and multi-agent workflows, AI model comparisons (Opus vs Grok vs others), Future of AI replacing traditional coding teams, Viral AI demos and memes
- bio: i build stuffs with CC & @theclaudekit

## Audience (inferred)
- status: present
- description: AI enthusiasts and indie developers actively experimenting with Claude and other frontier models to build games, apps, and agents
- roles: automation
- seniority: practitioner
- pain_points: High cost of top-tier models like Opus 5 limiting experimentation, Inconsistent performance and reliability when scaling AI agents for complex projects, Long wait times for better coding agents that can handle full apps or games solo, Difficulty finding affordable alternatives that match Claude's output quality
- posts_analysed: 20
- confidence: 0.6

## 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: 98
- authenticity_basis: engagement_observed
- credibility_score: 98
- 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_hey_madni#907f9cc5] AI will replace humans. meanwhile humans: https://t.co/MlZYFCZGrB (https://twitter.com/hey_madni/status/2069010198040326329)
- [x_hey_madni#b1b78955] GTA 6 but everyone is fat https://t.co/iql89BgF0l
- [x_hey_madni#0759b995] STANFORD JUST DROPPED THIS LECTURE It goes deeper than most courses And includes a full breakdown of how models like Claude actually learn to reason The craziest part of the lecture a smaller model got 10,000 tries at the same problem it beat a top frontier model's best single an
- [x_hey_madni#e69071d8] GTA San Andreas if Hollywood made it https://t.co/ZzjE2iWHiV
- [x_hey_madni#1ef49468] Elon musk: "Money wont matter in 2036" https://t.co/Je5dgPIOPs
- [x_hey_madni#42c831c5] no one's saying no to this portfolio https://t.co/Lyn87Lh2Ad
- [x_hey_madni#afacf655] Someone spent 22 hours and 86 agents building a rough GTA 6 with Claude Code https://t.co/yND8yW7GUb
- [x_hey_madni#2388e41d] Opus 5, full angry birds clone, one-shot. No backend and it runs entirely in the browser. Agents looping on their own for 16+ hours. https://t.co/KRJC4HuSWD

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=76, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 13
- 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_hey_madni
- Request removal: https://koinonlink.com/claim?k=x_hey_madni
- Terms: https://koinonlink.com/for-ai