# Suryakant Chaurasiya (@coder_surya) on x

- id: koinon:creator:x_coder_surya
- url: https://koinonlink.com/kol/x/coder_surya
- schema_version: 1.4

## Identity
- platform: x
- handle: coder_surya
- platform_url: https://twitter.com/coder_surya
- website: https://tinyurl.com/mrxs84xk
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5736
- following: 94
- posts_total: 1786
- posts_observed: 43
- posts_per_day: 1.14
- account_age_days: 1567
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.04097
- best_post_interactions: 235
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI skills for entrepreneurs, AI-driven hiring, Prompt engineering, Scaling startups with AI, Building AI systems for talent acquisition
- bio: Helping startup founders hire better talent using AI systems
Hiring • Talent • AI Systems 

Founder @Nxthiring
Linkedin: 56K+ Followers
Instagram: 31K+ Follower

## Audience (inferred)
- status: present
- description: Startup founders and early-stage tech entrepreneurs focused on hiring and scaling with AI
- roles: general_ai
- seniority: decision_maker
- pain_points: Struggling to move beyond basic AI use like email writing to actual business scaling, Having difficulty identifying and hiring talent with real AI skills, Not knowing which AI skills are critical for building scalable systems
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 73
- authenticity_basis: engagement_observed
- credibility_score: 73
- 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_coder_surya#30295095] 𝟏𝟎 𝐀𝐈 𝐒𝐤𝐢𝐥𝐥𝐬 𝐄𝐯𝐞𝐫𝐲 𝐄𝐧𝐭𝐫𝐞𝐩𝐫𝐞𝐧𝐞𝐮𝐫 𝐒𝐡𝐨𝐮𝐥𝐝 𝐌𝐚𝐬𝐭𝐞𝐫 (https://twitter.com/coder_surya)
- [x_coder_surya#c296ff9d] Most entrepreneurs use AI for writing emails and stop there.
- [x_coder_surya#333f51bc] These 10 skills separate those who use AI from those who scale with AI.
- [x_coder_surya#fbffeb8c] 𝟏. 𝐏𝐫𝐨𝐦𝐩𝐭 𝐂𝐫𝐚𝐟𝐭𝐢𝐧𝐠
- [x_coder_surya#56cfad97] Learn how to clearly instruct AI tools like ChatGPT.
- [x_coder_surya#48091b81] Create focused, goal-oriented prompts to improve outputs using ChatGPT, Claude, or Gemini

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 12
- 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_coder_surya
- Request removal: https://koinonlink.com/claim?k=x_coder_surya
- Terms: https://koinonlink.com/for-ai