# Rishabh (@Rixhabh__) on x

- id: koinon:creator:x_rixhabh__
- url: https://koinonlink.com/kol/x/Rixhabh__
- schema_version: 1.4

## Identity
- platform: x
- handle: Rixhabh__
- platform_url: https://twitter.com/Rixhabh__
- website: https://bit.ly/AI_Insights
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 109636
- following: 481
- posts_total: 44461
- posts_observed: 4
- posts_per_day: 31.267
- account_age_days: 1422
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00146
- best_post_interactions: 160
- 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: 0.95
- category_source: derived_from_recent_content
- topics: Hidden gem AI tools and alternatives, Claude model features and examples, AI agent building and architecture, Limited-time AI tool discounts and promotions
- bio: Breaking down AI & tech—daily | Follow me to learn and master AI, Tech tools | DM for collaboration | [contact removed] 📤

## Audience (inferred)
- status: present
- description: AI enthusiasts and learners who want to discover hidden AI tools, models like Claude, and practical ways to build agents
- roles: general_ai
- seniority: learner
- pain_points: Only knowing mainstream tools like ChatGPT and Claude while missing better alternatives, Building AI agents with incorrect architecture or approach, Missing limited-time discounts or new releases on useful AI tools, Struggling to keep up with rapid updates in models like Claude Fable or Code
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: true
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 98
- authenticity_basis: engagement_observed
- credibility_score: 98
- 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_rixhabh__#140bb4a5] The limited-time 4K discount on Buzzy is live right now. If you've been waiting to test Seedance 2.0 native 4K for real work, this is your window. Experiment at production quality without the full cost. (https://twitter.com/Rixhabh__)
- [x_rixhabh__#0e081c64] I don't understand why so few people use AI tools. Most people only know about ChatGPT, and Claude. Here are 12 hidden gems you need to know: https://t.co/yYq5wUtzF7
- [x_rixhabh__#0bbda6ca] Claude Fable 5 is back. And people are already losing their minds over what it can do. Here are 15 wild examples that show why everyone is going crazy right now: ↓
- [x_rixhabh__#2f4cbdfa] 🚨 You’re probably building AI agents the wrong way. Anthropic engineers just spent 40 minutes explaining the architecture behind Claude Code. Three agents. One feedback loop. The agent keeps planning, building, judging, and improving until it gets the job done. Once you understa

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, 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=111, 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: 111
- audience_updated_days_ago: 76

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