# Milk Road Macro (@MilkRoadMacro) on x

- id: koinon:creator:x_milkroadmacro
- url: https://koinonlink.com/kol/x/MilkRoadMacro
- schema_version: 1.4

## Identity
- platform: x
- handle: MilkRoadMacro
- platform_url: https://twitter.com/MilkRoadMacro
- website: https://link.milkroad.com/macro
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 18228
- following: 116
- posts_total: 8336
- posts_observed: 2
- posts_per_day: 6.788
- account_age_days: 1228
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00077
- best_post_interactions: 14
- 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: Macro investing trends, AI applications in biotech, Data-driven investment theses, Global market movements, AI infrastructure to application shift
- bio: Helping you get smarter about macro investing. 

Subscribe for free to learn how global markets move Bitcoin, stocks, gold and more. 

By @milkroaddaily

## Audience (inferred)
- status: present
- description: Investors and finance professionals interested in macro trends and AI-driven sector opportunities, especially in biotech and AI applications
- roles: ads
- seniority: practitioner
- pain_points: Struggling to identify high-growth macro investment themes in emerging tech sectors, Finding it hard to connect macroeconomic shifts to specific industry opportunities like AI in biotech, Lacking a clear framework to evaluate AI's real-world impact across capital-intensive industries
- posts_analysed: 5
- confidence: 0.4

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

## Quality signals
- authenticity_score: 67
- authenticity_basis: engagement_observed
- credibility_score: 82
- 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_milkroadmacro#4620ad0c] Money will start to flow from AI infra to AI apps. (https://twitter.com/MilkRoadMacro/status/2070576583472222584)
- [x_milkroadmacro#a58ade75] And one of the biggest application layers for AI is biotech.
- [x_milkroadmacro#bf7da91c] The thesis is simple:
- [x_milkroadmacro#156391d9] Almost everything pharma and biotech does is just data processing at massive scale and AI is the best data processing tool ever built.
- [x_milkroadmacro#51607076] Research that used to take years can now be done in months. Diagnostic pattern recognition that took a team of specialists can

## 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=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 10
- 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_milkroadmacro
- Request removal: https://koinonlink.com/claim?k=x_milkroadmacro
- Terms: https://koinonlink.com/for-ai