# Prem (@premai_io) on x

- id: koinon:creator:x_premai_io
- url: https://koinonlink.com/kol/x/premai_io
- schema_version: 1.4

## Identity
- platform: x
- handle: premai_io
- platform_url: https://twitter.com/premai_io
- website: http://premai.io
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3264
- following: 75
- posts_total: 1322
- posts_observed: 1
- posts_per_day: 1.042
- account_age_days: 1269
- verified: true
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: 0.85
- category_source: derived_from_recent_content
- topics: Kimi K3 token volume and performance, Prem Router infrastructure metrics, Bitcoin team security audit partnerships, Surge in demand for private AI model access
- bio: Private Super Intelligence

## Audience (inferred)
- status: present
- description: AI developers and infrastructure teams focused on high-volume model inference, token routing, and private/super intelligence setups
- roles: dev
- seniority: practitioner
- pain_points: Gaining reliable high-scale access to frontier models like Kimi K3, Building or integrating efficient token routers for production workloads, Finding trustworthy security audit partners for crypto-AI projects
- posts_analysed: 3
- 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: 68
- authenticity_basis: profile_shape_only
- credibility_score: 68
- 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_premai_io#e373cfc8] Most of the attention over the last two days has been around Kimi K3. We’ve now processed close to 1.5B tokens through it in less than 36 hours!! It is very good on long code reviews, but it also burns through tokens quickly once you give it a large repo and let it keep reasoning (https://twitter.com/premai_io/status/2072996521100927066)
- [x_premai_io#6f3c8e44] Last 24 hours have been insane. 1. Prem Router has processed 1B+ tokens via Kimi K3 2. We’ve partnered with 27+ bitcoin teams to run security audits on their codebase 3. We've helped find 3 critical vulnerabilities that could have been catastrophic While we’re still catching up w
- [x_premai_io#30ff26e9] Over the last few days, we've received overwhelming demand for access to Kimi-K3

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, 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=112, 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=0.25, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 78
- audience_updated_days_ago: 67

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