# Tech Guy Ver 1.0 (@techguyver) on tiktok

- id: koinon:creator:tiktok_techguyver
- url: https://koinonlink.com/kol/tiktok/techguyver
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: techguyver
- platform_url: https://www.tiktok.com/@techguyver
- website: https://share.techguyverlabs.org/?utm_source=tiktok&utm_medium=social&utm_campaign=bio
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 37289
- following: 3
- posts_observed: 1
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI agents and automation (OpenClaw, Claude agents, AdsInAgen, AI video generation and character swaps (Sora, Kling, Gemini, Local Mac control and phone-based tools (MightyMouse), Claude Code workflows and prompting techniques, New model releases and practical breakdowns
- bio: 👨‍🎨 creative technologist (w/e that memes)
👀 share.techguyverlabs.org

## Audience (inferred)
- status: present
- description: AI builders and tinkerers experimenting with agents, local tools, and AI video workflows, mostly practitioners and enthusiasts
- roles: automation
- seniority: practitioner
- pain_points: Deploying autonomous AI agents without heavy coding or cloud setup, Keeping AI workflows fully local and private on personal machines, Achieving consistent character and motion quality in AI video generation, Quickly learning new model features and prompting techniques to stay current
- posts_analysed: 39
- confidence: 0.75

## 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: 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_techguyver#57a52ff3] 2 WEEKS that file had been gone. my agent told me it was still there. dead certain. completely wrong i went looking for why. it's a FOLDER thats claude "memory" - markdown files. rows of text. thats the whole magic solution comment MEMORY and i'll send you the exact cleanup check (https://www.tiktok.com/@techguyver)

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=55, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=55, 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=55, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=85, 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=55, 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=85, 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=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- content_analysed_days_ago: 55
- audience_updated_days_ago: 55

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