# Invert Man (@lazereater) on x

- id: koinon:creator:x_lazereater
- url: https://koinonlink.com/kol/x/lazereater
- schema_version: 1.4

## Identity
- platform: x
- handle: lazereater
- platform_url: https://twitter.com/lazereater
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 680
- following: 483
- posts_total: 1291
- posts_observed: 4
- posts_per_day: 0.217
- account_age_days: 5950
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01471
- best_post_interactions: 10
- 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: investing
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: $TPB stock analysis, Nicotine product distribution and slotting fees, Regulatory updates (PMTA), Data scraping and parsing for retail intelligence, Earnings season tracking for $TPB, Institutional and quant trading behavior
- bio: INFORMATION ONLY - NOT INVESTMENT ADVICE - may be buying or selling any stock discussed at any time-Do your own homework

## Audience (inferred)
- status: present
- description: Stock investors and traders focused on tobacco and nicotine stocks, particularly $TPB, with interest in earnings, regulatory updates, and data-driven insights
- roles: ads
- seniority: practitioner
- pain_points: Struggling to get accurate and timely data on retail availability and distribution for nicotine products, Finding it hard to interpret market moves in $TPB due to lack of visibility into institutional or quant selling, Difficulty tracking PMTA (Product Modification) regulatory news that impacts $TPB's business, Lacking reliable third-party data scraping tools for real-time retail footprint analysis
- posts_analysed: 6
- confidence: 0.4

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

## Quality signals
- authenticity_score: 52
- authenticity_basis: engagement_observed
- credibility_score: 52
- 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_lazereater#028e44eb] Doing diligence on $tpb yesterday and had a few calls with sales reps from three different nicotine companies about slotting fees. There’s a lot of variation among chains but I was happy to learn that for most chains slotting fees are one time as long as the brand sells well. (https://twitter.com/lazereater/status/2065452939259310396)
- [x_lazereater#7447503f] I'm am looking forward to $TPB's earnings on Tuesday. https://t.co/gS3eXYBZaf
- [x_lazereater#ef8fda17] Oops! My buddy who runs my FRE scrape told me "I found a bug in my data parser, and it uncovered a couple thousand more locations". Here is an updated scrape. Don't know how reliable it is. After a big store jump from Feb to March 2025, a lot of the adds had no product. https://t
- [x_lazereater#9c8f2600] What do you guys think folks who are selling $TPB today are thinking? Maybe its degrossing from hedge funds. Maybe its quants. IDK. Any thoughts?
- [x_lazereater#c17a1b7a] More PMTA news $tpb …https://t.co/XIMbSJ7AYu
- [x_lazereater#30bfd58b] $tpb something new from FRE… https://t.co/sY5nD

## 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=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=80, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 6
- 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_lazereater
- Request removal: https://koinonlink.com/claim?k=x_lazereater
- Terms: https://koinonlink.com/for-ai