# Thariq (@trq212) on x

- id: koinon:creator:x_trq212
- url: https://koinonlink.com/kol/x/trq212
- schema_version: 1.4

## Identity
- platform: x
- handle: trq212
- platform_url: https://twitter.com/trq212
- website: http://thariq.io
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 298915
- following: 1857
- posts_total: 5691
- posts_observed: 1
- posts_per_day: 1.025
- account_age_days: 5552
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.06378
- best_post_interactions: 19066
- 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: 0.98
- category_source: derived_from_recent_content
- topics: Prompt engineering for AI models like Fable, Claude AI feature updates and roadmap, Technical workflows with Anthropic's tools, AI engineering best practices in real-world use
- bio: Claude Code @anthropicai.   prev YC W20, @southpkcommons, @medialab

## Audience (inferred)
- status: present
- description: AI engineers and technical practitioners working with Claude and Fable, primarily from YC alumni and tech communities
- roles: dev
- seniority: practitioner
- pain_points: Struggling to effectively prompt AI models due to unclear understanding of their own knowledge gaps, Frustrated by changing availability of tools like Fable on subscription plans, Confused about the timing and rollout of new Claude features and updates
- posts_analysed: 8
- confidence: 0.4

## 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: 100
- authenticity_basis: engagement_observed
- credibility_score: 100
- 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_trq212#1dbea6cb] I’ve found the most important part of working with Fable is discovering my own unknowns so I can prompt it better, heres how I do that. (https://twitter.com/trq212/status/2033949937936085378)
- [x_trq212#4e8cdae0] https://t.co/hPiZr1kG7r
- [x_trq212#5dd50a42] I've heard a lot of questions about Fable's availability on subscription plans. While it will come off subscriptions after July 7th, we aim to restore Fable as a standard part of our subscriptions as soon as capacity allows, as we mentioned in our original blog post.
- [x_trq212#c52f4f94] HTML mentioned
- [x_trq212#2623f46d] hello from AI engineer! https://t.co/J8sFn5pbyC
- [x_trq212#3de9b359] @_catwu @simonw and I will be doing a fireside chat about "This year in Claude" from 12:30pm-1:30pm at AIE in Expo Stage 2. We'll be covering a really wide range of topics and I think it will be really fun, hope to see you there! https://t.co/vk7gr5az89
- [x_trq212#85dce8f3] making some last minute changes to my deck- see you tomorrow at AIE! https://t.co/rhxcTGRnTh
- [x_trq212#9e016041] Have seen some questions about the updated cla

## 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=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=112, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 111
- audience_updated_days_ago: 21

## 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_trq212
- Request removal: https://koinonlink.com/claim?k=x_trq212
- Terms: https://koinonlink.com/for-ai