# Vikram M (@Vvikramai) on x

- id: koinon:creator:x_vvikramai
- url: https://koinonlink.com/kol/x/Vvikramai
- schema_version: 1.4

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

## Reach
- followers: 2383
- following: 818
- posts_total: 24541
- posts_observed: 8
- posts_per_day: 29.747
- account_age_days: 825
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00084
- best_post_interactions: 2
- 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: AI video generation tools, LLM impact on software engineering, Superintelligence roadmaps from OpenAI/Anthropic
- bio: Trying to understand AI before it understands us.

## Audience (inferred)
- status: present
- description: AI enthusiasts, software developers, and tech professionals tracking model releases, capability jumps, and industry roadmaps
- roles: general_ai
- seniority: practitioner
- pain_points: Rapidly keeping up with new model releases and capabilities, Understanding how LLMs will affect their own engineering careers, Finding credible insider signals on AI company plans
- posts_analysed: 3
- confidence: 0.4

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

## Quality signals
- authenticity_score: 55
- authenticity_basis: engagement_observed
- credibility_score: 55
- 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_vvikramai#c2a4791e] ByteDance just dropped Dreamina Seedance 2.5, and holy shit, it's amazing. Seedance 2.5 generates 30 second videos with mutiple shots at the same time. You can upload 30 images, 10 video clips and 10 audio files at the same time. Also it has specific timestamp level editing Creat (https://twitter.com/Vvikramai)
- [x_vvikramai#0469c512] A software engineer with 15 years of experience said something that stuck with me. He spent decades becoming exceptionally good at writing software. Now an LLM can often do in minutes what took him years to master. It was about identity. If AI becomes better than you at the thing
- [x_vvikramai#48e4a8a0] Ex-OpenAI researcher Daniel Kokotajlo just exposed the exact roadmap AI companies are using to build Superintelligence. Daniel says Anthropic and OpenAI in particu

## 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=81, 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=81, 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=0.5, freshness_days=81, 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: 81
- audience_updated_days_ago: 67

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