# Shaz (@shazcodes) on x

- id: koinon:creator:x_shazcodes
- url: https://koinonlink.com/kol/x/shazcodes
- schema_version: 1.4

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

## Reach
- followers: 2490
- following: 767
- posts_total: 19182
- posts_observed: 3
- posts_per_day: 8.077
- account_age_days: 2375
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00161
- best_post_interactions: 4
- 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: Tech interview practices, Product quality in tech, AI hallucinations, Developer experience, Work-life balance in tech, Human interactions in urban environments
- bio: Dev by day, thief by night, believe my tweets at your own risk

## Audience (inferred)
- status: present
- description: Software developers and tech enthusiasts who are critical of current tech industry practices, especially in hiring and product design
- roles: dev
- seniority: practitioner
- pain_points: Frustration with algorithm-heavy tech interviews that prioritize memorization over real-world problem-solving, Disillusionment with poor product quality and rushed deployments in tech platforms, Annoyance with lack of transparency and honesty in AI systems, especially hallucinations, Feeling disconnected from human elements in daily life due to impersonal tech environments
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 65
- authenticity_basis: engagement_observed
- credibility_score: 65
- 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_shazcodes#0918f24d] The undisputed king of budget protein. https://t.co/2czIWCIBXU (https://twitter.com/shazcodes/status/2041754554535145869)
- [x_shazcodes#b49c1b3b] should I shave my head?
- [x_shazcodes#ff717aa7] Tech interviews test your memory. Not your logic. Not your skills. They ask algorithm questions from college. They never ask real world problems. You memorize everything for 3 months. You forget everything in 3 days. You get the job anyway. You learn everything on the job. The sy
- [x_shazcodes#383128b8] Twitter ui devs shipping straight to production again https://t.co/aLhi3DPGzx
- [x_shazcodes#b03fc523] The security guard in my building waves at me every morning. I never wave back. Today he was not there. Replaced by someone new. I asked where he went. They said he went back to his village. I never said thank you. I never waved back. Regret is heavy. 😭
- [x_shazcodes#c71373bc] do barbers cut their hair themselves ?
- [x_shazcodes#511bf707] i have a question..
- [x_shazcodes#d90ac3e2] before I die, I want to see an LLM that actually admits it doesn't know instead of hallucinatin

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, 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=80, 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: 80
- audience_updated_days_ago: 20

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