# Deepak Sharma (@Deepak_Sharma) on x

- id: koinon:creator:x_deepak_sharma
- url: https://koinonlink.com/kol/x/Deepak_Sharma
- schema_version: 1.4

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

## Reach
- followers: 523
- following: 498
- posts_total: 4071
- posts_observed: 11
- posts_per_day: 0.591
- account_age_days: 6883
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00765
- best_post_interactions: 4
- 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: 0.3
- category_source: derived_from_discovery_path
- topics: Generative AI and cloud, Business/investing insights, Remote work humor, Crypto and markets
- bio: Technologist, Early Adopter, Information Seeker, Idea Man. Dad. 🏈 All opinions mine.

## Audience (inferred)
- status: present
- description: Struggling to accurately identify the target audience, with content topics being too scattered and insufficient in quantity
- roles: none
- seniority: practitioner
- posts_analysed: 7
- confidence: 0.4

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

## Quality signals
- authenticity_score: 47
- authenticity_basis: engagement_observed
- credibility_score: 47
- flagged_for_review: false
- koinon_bd_grade: B — 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_deepak_sharma#abbe561d] https://t.co/WBze6JuoTM (https://twitter.com/Deepak_Sharma/status/2073606778344874328)
- [x_deepak_sharma#bf54e3a9] RIP Charlie Munger. I got to really know Charlie when I chanced upon @trengriffin writings on him at internal Microsoft discussion forums some 17-18 yrs ago. Charlie's wisdom, wit & rational thinking has left an indelible mark for generations to learn from & emulate.
- [x_deepak_sharma#2b45bbfe] In the race of Generative AI, “By not being tied to any one AI startup, AWS is marketing itself as the Switzerland of the cloud giants.” https://t.co/yzfFnWvInA https://t.co/pv89YVmyAj
- [x_deepak_sharma#5454bb9c] Three letters: RRR 🥇#GoldenGlobes2023
- [x_deepak_sharma#37c19cbe] Ignorance is bliss when it comes to Crypto*.*
- [x_deepak_sharma#0832a490] Apart from the business's performance, valuation is a factor of market euphoria. Example below.
- [x_deepak_sharma#42dcc670] Time to add Call Hopping into Urban dictionary. What you do when you have multiple overlapping Teams/Zoom/Webex etc calls. Involves jumping from one call to another mostly with trying to go first with your updates.
- [x_deepak_sharma#a1d71ca2] Inf

## 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=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, 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=78, 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: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 7
- 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_deepak_sharma
- Request removal: https://koinonlink.com/claim?k=x_deepak_sharma
- Terms: https://koinonlink.com/for-ai