# IA IRL (@ia_irl) on tiktok

- id: koinon:creator:tiktok_ia_irl
- url: https://koinonlink.com/kol/tiktok/ia_irl
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: ia_irl
- platform_url: https://www.tiktok.com/@ia_irl
- website: beacons.ai/ia.irl
- country: France
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31622
- following: 213
- posts_observed: 2
- 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: Claude Code prompts, skills and slash commands, Anthropic model updates and comparisons (Fable 5, Opus), AI agent building and vibe coding workflows, Token optimization and productivity tools integration, Practical AI news and debunking hype

## Audience (inferred)
- status: present
- description: French-speaking developers and AI practitioners actively using Claude Code for coding, agent building and daily productivity
- roles: dev
- seniority: practitioner
- pain_points: Claude Code quota and tokens burning too fast on inefficient workflows, Prompts producing mediocre or bloated code that requires heavy manual fixes, Struggling to keep up with rapid Anthropic/OpenAI model changes and real usage differences, AI agents losing context or failing on larger projects without proper setup
- posts_analysed: 72
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- 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_ia_irl#aeed5472] Top 5 skills Claude code  #claudecode #ia #fr  #intelligenceartificielle #skills (https://www.tiktok.com/@ia_irl)
- [tiktok_ia_irl#26f4c1d2] original sound - ia_irl
- [tiktok_ia_irl#261db7f5] It is a becoming a big trend on TikTok now! Click here: claudecode
- [tiktok_ia_irl#f92825c9] Check out IA IRL’s video! #TikTok >
- [tiktok_ia_irl#3f35cc41] Tu n’as jamais entendu parler de ces IA… et pourtant elles vont remplacer tes outils actuels. 🤯 La n°4 tue littéralement PowerPoint, et la n°1 permet de créer des apps sans écrire une seule ligne de code. J’ai volontairement zappé la n°2 car elle est presque trop puissante pour 
- [tiktok_ia_irl#b774e5e9] Claude Fable 5.1 : ce

## 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=35, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=35, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=35, 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=22, 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=22, 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=22, method=platform_profile

## Freshness
- profile_checked_days_ago: 22
- content_analysed_days_ago: 0
- audience_updated_days_ago: 35

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