# Sam (@flimflamsammy) on threads

- id: koinon:creator:threads_flimflamsammy
- url: https://koinonlink.com/kol/threads/flimflamsammy
- schema_version: 1.4

## Identity
- platform: threads
- handle: flimflamsammy
- platform_url: https://www.threads.net/@flimflamsammy
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1042
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 1.12188
- best_post_interactions: 1169
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: comedy
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: absurd humor, daily life observations, light political anecdotes, AI and meme culture, self-deprecating takes
- bio: You meet saints everywhere. They can be anywhere. They are people behaving decently in an indecent society.
- Kurt Vonnegut

## Audience (inferred)
- status: present
- description: Casual social media users who follow for short, absurd, observational humor and light personal takes on daily life
- roles: consumer
- seniority: consumer
- pain_points: Overthinking and stress before sleep, Absurdity and frustration of everyday online/offline interactions, Finding relatable wit in mundane or chaotic situations
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 40
- authenticity_basis: engagement_observed
- credibility_score: 40
- 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
- [threads_flimflamsammy#47750501] *Lies down to go to sleep* Brain: Oh hey, just real quick, I made a list of everything that’s stressing you out right now, every mistake you made in the past, and everything that might go wrong in the future. Just… so that way you have it. (https://www.threads.com/@flimflamsammy/post/DAOhQmmOmfQ)
- [threads_flimflamsammy#249864a7] Before year’s end I will use PoopAI to generate a biologically accurate Duck Tales series in which no ducks speak or wear clothes.
- [threads_flimflamsammy#7ec35dcb] Me in the Door Dasher’s dropoff confirmation photo
- [threads_flimflamsammy#60982862] Cyclospora would be a killer band name if it wasn’t associated with diarrhea.
- [threads_flimflamsammy#8187da85] I love how someone called him Jimothy and the rest of us were like “Yep, perfect.” Sometimes there is beauty in the world.
- [threads_flimflamsammy#bc760dc7] I just spoke to Mitch McConnell for about 20 minutes. He said "It's cold outside" and he hands me my raincoat. He's always worried about things like that.
- [threads_flimflamsammy#17fc0bc3] Logging on
- [threads_flimflamsammy#5e9387cf] TFW you’re a whiny, entitled bitch and a woman calls you on your bullshit.

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, 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=78, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 13
- 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=threads_flimflamsammy
- Request removal: https://koinonlink.com/claim?k=threads_flimflamsammy
- Terms: https://koinonlink.com/for-ai