# Sharbel (@sharbel) on x

- id: koinon:creator:x_sharbel
- url: https://koinonlink.com/kol/x/sharbel
- schema_version: 1.4

## Identity
- platform: x
- handle: sharbel
- platform_url: https://twitter.com/sharbel
- website: http://youtube.com/@sharbelxyz
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 74400
- following: 2920
- posts_total: 90795
- posts_observed: 39
- posts_per_day: 46.371
- account_age_days: 1958
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00199
- best_post_interactions: 148
- 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: devtools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI agent development, LLM optimization, AI infrastructure tools, GitHub trending repos, real-time web data integration
- bio: Co-Founder https://t.co/G1eWKZtU7F. I help you build AI systems that work while you sleep.

## Audience (inferred)
- status: present
- description: Developers and technical builders focused on AI system development, especially those working on autonomous agents, LLM optimization, and scalable AI infrastructure
- roles: dev
- seniority: practitioner
- pain_points: Struggling with high token costs in LLM workflows, Difficulty in building AI agents that can autonomously access and process real-time web data, Lack of tools to efficiently compress and manage large-scale AI outputs and logs
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 97
- authenticity_basis: engagement_observed
- credibility_score: 97
- 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_sharbel#b90a9fe0] The 10 fastest growing GitHub repos this week: (https://twitter.com/sharbel/status/2068689182575198545)
- [x_sharbel#f543040d] 1. headroom (+15.0K stars)
- [x_sharbel#b2488bb6] Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, MCP server.
- [x_sharbel#933ea13e] https://t.co/pXgRjW9GJV
- [x_sharbel#e3e1b90d] 2. Agent-Reach (+8.5K stars)
- [x_sharbel#b0e56fef] Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CL

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, 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=79, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 14
- 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_sharbel
- Request removal: https://koinonlink.com/claim?k=x_sharbel
- Terms: https://koinonlink.com/for-ai