# Ronin (@DeRonin_) on x

- id: koinon:creator:x_deronin_
- url: https://koinonlink.com/kol/x/DeRonin_
- schema_version: 1.4

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

## Reach
- followers: 109202
- following: 1946
- posts_total: 63648
- posts_observed: 54
- posts_per_day: 33.012
- account_age_days: 1928
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02255
- best_post_interactions: 2462
- 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: Multi-model LLM orchestration, Cost optimization with cheap models, Long-context model usage for dev work
- bio: scale AI products | building @CloseAI_hq

## Audience (inferred)
- status: present
- description: AI product builders and developers optimizing LLM workflows for coding and scaling
- roles: dev
- seniority: practitioner
- pain_points: Expensive premium models for repetitive coding tasks, Context window limits when processing large codebases or files, Manual effort on boilerplate, tests, and data prep
- posts_analysed: 3
- confidence: 0.4

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

## Quality signals
- authenticity_score: 99
- authenticity_basis: engagement_observed
- credibility_score: 99
- flagged_for_review: false
- koinon_bd_grade: C — 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_deronin_#0861f43e] i ran Fable 5 the whole day and still haven't touched my limits why? i stopped paying surgeon rates for small talk here's how i actually run it: 1. i don't small-talk it every "thanks!" makes it re-read the whole conversation at its price point it's an architect, not a roommate.  (https://twitter.com/DeRonin_)
- [x_deronin_#04e38690] Codex → implementation labor - DeepSeek + GLM + Qwen (dirt cheap) → bulk grunt work: boilerplate, test writing, data cleaning, translations, first-draft docs - Kimi
- [x_deronin_#f41199e8] long-context models → reading huge fil

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=111, 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=111, 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=111, 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: 111
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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_deronin_
- Request removal: https://koinonlink.com/claim?k=x_deronin_
- Terms: https://koinonlink.com/for-ai