# Brad Groux (@BradGroux) on x

- id: koinon:creator:x_bradgroux
- url: https://koinonlink.com/kol/x/BradGroux
- schema_version: 1.4

## Identity
- platform: x
- handle: BradGroux
- platform_url: https://twitter.com/BradGroux
- website: https://discord.gg/Gmfkm7QVSF
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6056
- following: 699
- posts_total: 33345
- posts_observed: 1
- posts_per_day: 4.95
- account_age_days: 6736
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00083
- best_post_interactions: 5
- 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
- category_confidence: 0.3
- category_source: derived_from_discovery_path
- topics: agentic AI, AI automation, AI tooling, AI development, OpenClaw AI platform, AI for productivity
- bio: CEO @DigitalMeld, agentic AI educator, AI "expert," and evangelist. Diehard @Astros, @HoustonTexans, @ChelseaFC, @HoustonRockets, @TexasFootball, and @F1 fan.

## Audience (inferred)
- status: present
- description: AI enthusiasts and early adopters interested in agentic AI, particularly developers and tech professionals exploring AI automation tools
- roles: automation
- seniority: practitioner
- pain_points: Struggling to implement practical agentic AI workflows in real projects, Finding it hard to keep up with rapidly evolving AI tools and frameworks, Lacking clear guidance on how to build and deploy AI agents for production use
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 63
- authenticity_basis: engagement_observed
- credibility_score: 78
- flagged_for_review: false
- koinon_bd_grade: C — 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_bradgroux#99482ef0] https://t.co/3NEPIXU4c4 (https://twitter.com/BradGroux/status/2074144220068114778)
- [x_bradgroux#91dbdbfa] Russell Crowe is the best coach. USA! USA! USA! 🦅🇺🇸 https://t.co/hMOJPKwlO2
- [x_bradgroux#4ed9555b] https://t.co/8dbDMWgZQt
- [x_bradgroux#e662ffe1] Today I learned, Europe has four-times as many heat related deaths each year (175,000 according to @WHO), than the US has gun deaths. That is wild... The US has fewer than 2,500 related heat related deaths a year. Can we get the EU some air conditioners, please?
- [x_bradgroux#1b1af832] Many on the OpenClaw team have been working hard for months to bring OpenClaw to iOS and Android. Give it a whirl!
- [x_bradgroux#6fa00d68] https://t.co/sNTzFOxLCa
- [x_bradgroux#360a091b] https://t.co/5WOM79DAxu
- [x_bradgroux#781317e0] https://t.co/fiiIxBpHgu

## 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=27, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=27, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=27, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=115, 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=115, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=115, 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=115, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 115
- audience_updated_days_ago: 27

## AI retrieval
- indexing_requests: 3
- 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_bradgroux
- Request removal: https://koinonlink.com/claim?k=x_bradgroux
- Terms: https://koinonlink.com/for-ai