# JeremiahBullfrog3 (@Ansgar_3) on x

- id: koinon:creator:x_ansgar_3
- url: https://koinonlink.com/kol/x/Ansgar_3
- schema_version: 1.4

## Identity
- platform: x
- handle: Ansgar_3
- platform_url: https://twitter.com/Ansgar_3
- website: https://17sog.substack.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3121
- following: 929
- posts_total: 10653
- posts_observed: 4
- posts_per_day: 20.138
- account_age_days: 529
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00128
- best_post_interactions: 4
- 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: entertainment
- subcategory: news_media
- category_confidence: 0.87
- category_source: derived_from_recent_content
- topics: Michael Flynn loyalty tests and betrayals, DC establishment as undead traitors, FARA and CUSEF foreign influence networks, Calls to support Project Milk Carton
- bio: If you find our content valuable and educational, please consider supporting Project Milk Carton https://t.co/W6KcqhSZJI

## Audience (inferred)
- status: present
- description: Small group of US politics enthusiasts focused on Michael Flynn narratives, DC conspiracy theories, and foreign influence claims
- roles: none
- seniority: consumer
- pain_points: Perceived betrayal by political figures turning on Flynn, Hidden foreign influence pipelines in DC not being exposed, Establishment politicians prioritizing procedure over accountability
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 55
- authenticity_basis: engagement_observed
- credibility_score: 55
- 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_ansgar_3#73afce28] Night of the Living Dead: DC Edition The undead have taken the Capitol. They stumble through the halls in expensive suits, murmuring about “procedure” and “bipartisanship” while the country burns. And somewhere in the fog… Where is Mitch McConnell? Last seen frozen mid-sentence l (https://twitter.com/Ansgar_3/status/2070273032493601149)
- [x_ansgar_3#046d32d0] .@nataliegwinters exposed the Sanya generals. Here's the K Street FARA pipeline underneath CUSEF she hasn't published yet. Every claim sourced. This is where influence becomes prosecutable. 🧵
- [x_ansgar_3#b57bb16b] This is what a traitor looks like, turn on Flynn and your Friends and we will support you! Careful folks…… it’s right in your face 🤷🏻‍♂️ https://t.co/rGMoZKh0KI
- [x_ansgar_3#4c4ffc52] @RealQLoungeLive "Flynn's Loyalty Test." Let's talk about loyalty — and who actually failed it. You've been running this anti-Flynn operation for over a year. I've read every word. Your crown jewel theory — the one you've been pushing since November 2025 — is this: "Flynn and Com

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, 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=118, 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=118, 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=118, method=platform_profile

## Freshness
- profile_checked_days_ago: 118
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## 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_ansgar_3
- Request removal: https://koinonlink.com/claim?k=x_ansgar_3
- Terms: https://koinonlink.com/for-ai