# Tuhin Srivastava (@tuhinone) on x

- id: koinon:creator:x_tuhinone
- url: https://koinonlink.com/kol/x/tuhinone
- schema_version: 1.4

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

## Reach
- followers: 4652
- following: 562
- posts_total: 697
- posts_observed: 19
- posts_per_day: 0.134
- account_age_days: 5188
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.13263
- best_post_interactions: 617
- 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: 0.93
- category_source: derived_from_recent_content
- topics: Open model weights and open-source AI, Model API launches and partnerships, NVIDIA/Jensen news, Baseten product updates and tier launches
- bio: Building @baseten.

## Audience (inferred)
- status: present
- description: AI/ML engineers and developers building production apps with open models and inference APIs
- roles: dev
- seniority: practitioner
- pain_points: Finding fast, reliable inference for real-time workloads, Access to open model weights without revocation risk, Integrating new model releases quickly into existing stacks
- posts_analysed: 6
- 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: 82
- authenticity_basis: engagement_observed
- credibility_score: 82
- 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_tuhinone#43d08c48] so hear me out … what if model weights were open??? (https://twitter.com/tuhinone)
- [x_tuhinone#09018745] the program and people here are awesome, we are excited to support this batch - apply!
- [x_tuhinone#7d05cbdf] We’re excited to be day 0 launch partners for the @Kimi_Moonshot team on the open release of Kimi K3. Kimi K3 is live on our Model APIs, try it out!
- [x_tuhinone#e2026c19] The last three decades of American technological leadership were built on open foundations with credible permanence, i.e. things that nobody could revoke (TCP/IP, Linux, etc.). Open models are the same bet; we should probably make it again. There's obviously a lot to figure out; 
- [x_tuhinone#48d47bb6] BABE WAKE UP, first jensen post just dropped
- [x_tuhinone#43e33e62] We just launched a new tier of Fast Model APIs, starting with GLM-5.2 Fast. Our customers run some of the most demanding, real-time workloads. Model APIs are the fast

## 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=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=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=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: 77
- audience_updated_days_ago: 77

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