# Adam Livingston (@AdamBLiv) on x

- id: koinon:creator:x_adambliv
- url: https://koinonlink.com/kol/x/AdamBLiv
- schema_version: 1.4

## Identity
- platform: x
- handle: AdamBLiv
- platform_url: https://twitter.com/AdamBLiv
- website: https://www.youtube.com/channel/UCJ6hZheeyfeNctyByhEBdNw?sub_confirmation=1
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 84315
- following: 275
- posts_total: 29434
- posts_observed: 2
- posts_per_day: 45.919
- account_age_days: 641
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00283
- best_post_interactions: 239
- 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: Bitcoin as a macro hedge, Long-term Bitcoin hodling strategy, MSTR stock performance and correlation with Bitcoin, Critique of traditional financial systems, Bitcoin price analysis using gold as a benchmark
- bio: The Bitcoin Wizard | Author of The Great Harvest | @BitcoinForCorps | Analysis @Swan | Advisor @saturn_credit | MSTR + MTPLF + ASST HODLER |

## Audience (inferred)
- status: present
- description: Bitcoin investors and long-term hodlers, primarily individuals focused on macroeconomic resilience and decentralized finance, with interest in Bitcoin as a store of value and hedge against inflation
- roles: general_ai
- seniority: decision_maker
- pain_points: Struggling to trust traditional retirement systems like target-date funds due to perceived systemic failure, Feeling financially squeezed by high living costs (e.g., rent, car payments, student debt) despite income, Concerned about the devaluation of fiat currency and lack of real assets in personal portfolios, Anxious about missing out on the next major Bitcoin rally due to market timing uncertainty
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 88
- authenticity_basis: engagement_observed
- credibility_score: 88
- 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_adambliv#7156136e] Washington: “The consumer remains strong.” The consumer: $63,000 student loans $517 car payment $2,300 rent $11.84 for ground beef and deodorant Dating profile says “homeowner someday” like it’s an exotic sexual fantasy Then some 74-year-old economist with a pension, two houses a (https://twitter.com/AdamBLiv/status/2072716103659208782)
- [x_adambliv#0908d0fa] My retirement plan is Bitcoin. Apparently the normal retirement plan is putting 6% of your paycheck into a target-date fund and praying Vanguard can outrun healthcare, property taxes, and the fact that a cheeseburger will cost $31 when you’re 67. Seems more unhinged.
- [x_adambliv#82b08803] I PRICED BITCOIN IN GOLD AND MEASURED WHAT CAME NEXT. AN MSTR EXPLOSION NOBODY SEES COMING: https://t.co/DR0Hw1u2HY
- [x_adambliv#910f9704] 🔥THE BITCOIN / MSTR EXPLOSION NOBODY IS READY FOR🔥 The Bitcoin bear market is now so old that its children have begun asking why Dad liv

## 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=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=110, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 77
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 14
- 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_adambliv
- Request removal: https://koinonlink.com/claim?k=x_adambliv
- Terms: https://koinonlink.com/for-ai