# Swati Gupta (@hrswatigupta) on x

- id: koinon:creator:x_hrswatigupta
- url: https://koinonlink.com/kol/x/hrswatigupta
- schema_version: 1.4

## Identity
- platform: x
- handle: hrswatigupta
- platform_url: https://twitter.com/hrswatigupta
- website: https://bytebuilders.beehiiv.com/subscribe
- entity_type: creator
- person_id: koinon:person:threads_hrswatigupta_official

## Reach
- followers: 27770
- following: 164
- posts_total: 58211
- posts_observed: 5
- posts_per_day: 92.989
- account_age_days: 626
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00216
- best_post_interactions: 60
- 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: Claude prompting techniques, ChatGPT advanced usage and future direction, AI for rapid skill learning in 30 days, Building self-prompting AI systems
- bio: I help you grow online using AI, marketing & personal branding
Daily action | Resume Writer | DM for Collab : [contact removed]

## Audience (inferred)
- status: present
- description: AI enthusiasts and self-learners focused on mastering prompting for Claude and ChatGPT to acquire skills quickly and grow online via AI, marketing & personal branding
- roles: general_ai
- seniority: learner
- pain_points: Using ineffective basic prompts that waste time and give poor results, Paying for expensive degrees or courses when free AI alternatives exist, Missing the latest prompting techniques shared by Anthropic and OpenAI teams, Manually prompting instead of building automated self-prompting systems
- posts_analysed: 4
- confidence: 0.4

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

## Quality signals
- authenticity_score: 81
- authenticity_basis: engagement_observed
- credibility_score: 81
- 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_hrswatigupta#86fae19a] BREAKING: Claude can now replace your $20,000 degree. These 7 prompts can teach you ANY skill in 30 days , for free. Most people will scroll past this. The ones who save it will have an unfair advantage by next month. Bookmark this now: https://t.co/u2SNbzwuHT (https://twitter.com/hrswatigupta)
- [x_hrswatigupta#dfda7ea3] 🚨 IF YOU USE CLAUDE, WATCH THIS BEFORE WRITING ANOTHER PROMPT Anthropic's team reveals the prompting techniques they actually use. 27 minutes. Free. No registration. No paywall. Bookmark it and watch the session today. https://t.co/bvL2LhUPl3
- [x_hrswatigupta#f940bacf] 🚨 THE BEST 38 MINUTES YOU CAN SPEND LEARNING CHATGPT Stanford invited OpenAI CEO Sam Altman to explain where AI is heading. I came away realizing I'd been using ChatGPT completely differently than I should. Watch it first, then read the guide below. https://t.co/VcqjaFW1Sw
- [x_hrswatigupta#97b52f30] Anthropic engineer: "You're not supposed to prompt Claude. You're supposed to build a system that prompts itself

## 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=109, 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=109, 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=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 11
- 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_hrswatigupta
- Request removal: https://koinonlink.com/claim?k=x_hrswatigupta
- Terms: https://koinonlink.com/for-ai