# Madison Mills (@MadisonMills22) on x

- id: koinon:creator:x_madisonmills22
- url: https://koinonlink.com/kol/x/MadisonMills22
- schema_version: 1.4

## Identity
- platform: x
- handle: MadisonMills22
- platform_url: https://twitter.com/MadisonMills22
- website: https://www.axios.com/signup/ai-plus
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 10683
- following: 4925
- posts_total: 9966
- posts_observed: 7
- posts_per_day: 1.869
- account_age_days: 5332
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0014
- best_post_interactions: 15
- 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: finance
- subcategory: crypto
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: OpenAI pricing and investments, DeepMind leadership and morale, Microsoft earnings tied to AI, AI industry financial scoops
- bio: Senior AI reporter @axios following the money driving AI
Find me on signal at madymills.21 
Formerly @business @nytimes and @yahoofinance

## Audience (inferred)
- status: present
- description: AI industry professionals, investors, and tech executives tracking funding, deals, and company developments
- roles: general_ai
- seniority: practitioner
- pain_points: Staying updated on fast-moving AI investment news and valuations, Understanding internal company dynamics at labs like DeepMind and OpenAI, Accessing reliable scoops on Microsoft/OpenAI financial impacts
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 72
- authenticity_basis: engagement_observed
- credibility_score: 72
- 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_madisonmills22#35b9b839] Hearing from some DeepMind folks that morale could worsen further without their own CEO. Koray will be an SVP rather than CEO. Some employees really trusted Demis and fear what will happen without him as a safeguard around the company's AI ambitions. More from @inafried and me he (https://twitter.com/MadisonMills22/status/2069907336731255127)
- [x_madisonmills22#c36e4260] Someone asked me how AI could physically hurt people last week when it’s trapped in a computer (for now.) The answer is it convinces a human to do something. We’re already seeing this.
- [x_madisonmills22#7b1e0559] Let’s goooooooo
- [x_madisonmills22#8304db78] Per me via @axios
- [x_madisonmills22#cf10bbc6] My scoop:
- [x_madisonmills22#e7f901c0] 👀
- [x_madisonmills22#53a1fe54] OpenAI slashes Luna pricing - via @inafried https://t.co/b59xDRtHgM
- [x_madisonmills22#682dd717] Microsoft's 4Q OpenAI investment dragged on earnings by 7 cents a share

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, 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=77, 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: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 9
- 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_madisonmills22
- Request removal: https://koinonlink.com/claim?k=x_madisonmills22
- Terms: https://koinonlink.com/for-ai