# Evil Cass (@evilcassieroll) on x

- id: koinon:creator:x_evilcassieroll
- url: https://koinonlink.com/kol/x/evilcassieroll
- schema_version: 1.4

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

## Reach
- followers: 984
- following: 598
- posts_total: 8092
- posts_observed: 7
- posts_per_day: 30.652
- account_age_days: 264
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00508
- best_post_interactions: 5
- 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: 0.85
- category_source: derived_from_recent_content
- topics: AI公司收购媒体控制叙事, AI引发的科技大裁员, CEO对AI失业的态度, AI数据中心 vs 人力成本
- bio: AI is eating the world and I'm here for the chaos 😈 unhinged takes on tech, politics & the algorithm | your favorite bad influence

## Audience (inferred)
- status: present
- description: tech professionals and concerned netizens who are skeptical about AI's negative impacts, mainly worried about job replacement
- roles: none
- seniority: consumer
- pain_points: AI leads to mass layoffs and job insecurity, Big tech CEOs use AI to justify layoffs without caring for employees, AI narratives are controlled by big companies, leaving little room for genuine public discussion
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- 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
- [x_evilcassieroll#40153932] openai bought a tech podcast. apparently controlling the AI narrative was not enough. now they literally own the conversation. (https://twitter.com/evilcassieroll/status/2020660933413257596)
- [x_evilcassieroll#9013045d] perplexity CEO on AI layoffs: "most people don't enjoy their jobs anyway." cool justification for mass unemployment, bro.
- [x_evilcassieroll#e0a86715] oracle cut 30,000 jobs yesterday to pay for AI data centers. not over months. one day. the biggest tech layoff in history just happened and nobody's talking about what comes next.
- [x_evilcassieroll#60980b39] oracle fired 30,000 people today to pay for AI data centers. largest tech layoff in history. larry ellison chose GPUs over humans at a scale nobody's ever seen.
- [x_evilcassieroll#43198b2a] oracle laid off 30,000 people to fund AI data centers. 18% of their workforce gone. largest layoff in company history. when CEOs say AI won't impact employment, they mean it won't impact theirs.
- [x_evilcassieroll#1a783ce2] this is the account where I say what I actually think about AI, tech, and the internet. no sponsors. no

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 9
- 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_evilcassieroll
- Request removal: https://koinonlink.com/claim?k=x_evilcassieroll
- Terms: https://koinonlink.com/for-ai