# Siddhant Dubey (@sidcodes) on tiktok

- id: koinon:creator:tiktok_sidcodes
- url: https://koinonlink.com/kol/tiktok/sidcodes
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: sidcodes
- platform_url: https://www.tiktok.com/@sidcodes
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31901
- following: 893
- posts_observed: 12
- verified: false
- size_tier: koc

## 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: 0.92
- category_source: derived_from_recent_content
- topics: AI tools and coding agents for developers, software engineering career and daily grind, book recommendations and reading habits, personal productivity and avoiding founder/career larping, tech lifestyle and side experiments

## Audience (inferred)
- status: present
- description: CS students, junior software engineers and aspiring devs interested in AI coding tools, career growth and reading habits
- roles: dev
- seniority: learner
- pain_points: figuring out how to use AI coding agents without producing low-quality slop, navigating early career progression and promotion timelines in tech, balancing intense coding grind with reading, personal projects and avoiding burnout, finding practical, non-hype ways to improve coding skills and critical thinking
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 51
- authenticity_basis: profile_shape_only
- credibility_score: 51
- 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
- [tiktok_sidcodes#967c5810] the grind doesn’t stop for anything #coding #programming #compsci #csmajor #computerscience #techtok #softwareengineer #compscimajor #Tech #leetcode (https://www.tiktok.com/@sidcodes)
- [tiktok_sidcodes#25f14be1] original sound - sidcodes
- [tiktok_sidcodes#3b85e6e4] It is a becoming a big trend on TikTok now! Click here: coding
- [tiktok_sidcodes#6999e748] Check out Siddhant Dubey’s video! #TikTok >
- [tiktok_sidcodes#b10d4c87] This video is as much for me as it is for you. Hit the plus button to join me in actually writing some code! #coding #programming #computerscience #compsci #compscimajor #csmajor #softwareengineer #Tech #programmer
- [tiktok_sidcodes#c5c7258d] PG Wodehouse rocks. #books #softwareengineer #Tech #BookTok #reading
- [tiktok_sidcodes#4a43ec5f] Vaporwave Dreams (Lofi)
- [tiktok_sidcodes#f425f921] This is the most dudebro post I’ve ever made but I really do love Hemingway #books #softwareengineer #Tech

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=11, 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=0, 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=11, 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=11, method=platform_profile

## Freshness
- profile_checked_days_ago: 11
- content_analysed_days_ago: 0
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 1
- 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=tiktok_sidcodes
- Request removal: https://koinonlink.com/claim?k=tiktok_sidcodes
- Terms: https://koinonlink.com/for-ai