# anu (@anuatluru) on x

- id: koinon:creator:x_anuatluru
- url: https://koinonlink.com/kol/x/anuatluru
- schema_version: 1.4

## Identity
- platform: x
- handle: anuatluru
- platform_url: https://twitter.com/anuatluru
- website: https://www.workingtheorys.com
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 45940
- following: 2956
- posts_total: 12087
- posts_observed: 7
- posts_per_day: 2.665
- account_age_days: 4535
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00148
- best_post_interactions: 68
- 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: software
- subcategory: ai_tools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: AI and technology philosophy, Jevons paradox and human behavior, Startup/VC podcast highlights, Business culture critique, Cross-domain writing and ideas
- bio: online/offline, DM me // https://t.co/3uLARGPvIF

## Audience (inferred)
- status: present
- description: Tech founders, investors and AI-adjacent thinkers interested in technology philosophy and business commentary
- roles: general_ai
- seniority: practitioner
- pain_points: Separating meaningful tech signals from hype cycles, Understanding second-order effects of AI and automation on work, Finding authentic inspiration beyond copying competitors, Connecting ideas across art, business and technology worlds
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 94
- authenticity_basis: engagement_observed
- credibility_score: 94
- flagged_for_review: false
- koinon_bd_grade: A — 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_anuatluru#72388270] The simplest explanation for the human Jevons paradox might be that people like to work to the extent their body lets them, and new technology lets the body do more with less - and when the technology makes work feel like play, the appetite is unlimited. (https://twitter.com/anuatluru/status/2026394396388684138)
- [x_anuatluru#74ea34a4] self-recommending
- [x_anuatluru#debec2a8] technology used to be a niche https://t.co/JUhJLPSZ32
- [x_anuatluru#15d98602] Facts have been solved. Everything else hasn’t.
- [x_anuatluru#5dbadb65] https://t.co/rSf84CVNGx
- [x_anuatluru#ef8b1089] Congrats to my friend @Jack_Raines on his first book, Young Money! We need more writing from people moving between the worlds of art and business while living a big life and still zooming out to make sense of it all. Excited to see this be a hit with ambitious young people! https
- [x_anuatluru#54d0a52c] Travis Kalanick on The a16z Show + TBPN Sam Altman on Invest Like the Best + Relentless The Insider Media aura tour
- [x_anuatluru#b3836c3f] there’s an epidemic of companies making their competition their muse i

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