# akash · vellum.ai (@asharma_53) on x

- id: koinon:creator:x_asharma_53
- url: https://koinonlink.com/kol/x/asharma_53
- schema_version: 1.4

## Identity
- platform: x
- handle: asharma_53
- platform_url: https://twitter.com/asharma_53
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2102
- following: 102
- posts_total: 664
- posts_observed: 3
- posts_per_day: 0.363
- account_age_days: 1831
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01189
- best_post_interactions: 25
- 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: Agentic AI and agent memory, Open-source LLMs and model transparency, AI automation in personal workflows, Data privacy and model deployment risks, Chinese AI models and geopolitical compliance, AI tools for inbox and task management

## Audience (inferred)
- status: present
- description: AI developers and technical early adopters building agentic systems, primarily focused on open-source LLMs, agent memory, and AI automation tools
- roles: dev
- seniority: practitioner
- pain_points: Struggling with data privacy when using Chinese LLMs due to unclear model weights and potential data routing to China, Frustrated by the lack of open weights for popular models like Kimi K3, limiting their ability to audit or deploy secure, Overwhelmed by the rapid influx of new Chinese AI models with unclear licensing and compliance status, Limited by current fitness tracking apps that don't integrate with AI agents or offer intelligent automation
- posts_analysed: 7
- confidence: 0.4

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

## Quality signals
- authenticity_score: 75
- authenticity_basis: engagement_observed
- credibility_score: 75
- 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_asharma_53#7e5f08c0] we've been so excited to launch voice mode, this makes your assistant feel alive and the promise of personal intelligence real. watch alex's video and let me know what you think! (https://twitter.com/asharma_53/status/2051793266136518836)
- [x_asharma_53#858b775f] watch out, if you're using Kimi K3 on Hermes or your data is going to China. open weights haven't been released yet
- [x_asharma_53#2e40f007] my AI assistant runs my inbox now a plugin i built, admin-copilot filters everything, and only acts on what i approve. one morning brief instead of 200+ unread emails. its set up in minutes and very token efficient plugin hub is live today -- https://t.co/k2z9HCUM5V https://t.co/
- [x_asharma_53#ce4ecb9d] it's so over for fitness tracking apps
- [x_asharma_53#08c4ef64] @tricalt is one of the few people who really gets agentic memory, i'm so excited about this!
- [x_asharma_53#96a192ec] lmao in the last few days we have 3 new Chinese models: Minimax M3, Kimi K2.7 and GLM 5.2 and the US is censoring models who would've thought
- [x_asharma_53#b1400d30] https://t.co/owHWeMQ2hC

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=121, 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=80, 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=121, 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=121, method=platform_profile

## Freshness
- profile_checked_days_ago: 121
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## 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_asharma_53
- Request removal: https://koinonlink.com/claim?k=x_asharma_53
- Terms: https://koinonlink.com/for-ai