# Jeff Lim (@jeffaloo) on threads

- id: koinon:creator:threads_jeffaloo
- url: https://koinonlink.com/kol/threads/jeffaloo
- schema_version: 1.4

## Identity
- platform: threads
- handle: jeffaloo
- platform_url: https://www.threads.net/@jeffaloo
- website: https://jeffaloo.kit.com/profile
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 28099
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00139
- best_post_interactions: 39
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: 0.8
- category_source: derived_from_discovery_path
- topics: Chaos To Clarity 体系, 主线任务与极性/敌人概念, 金钱是副产品而非主目标, 你是向导而非主角的故事框架
- bio: 🎯 Turn your scattered thoughts into meaningful work in 30 days.
👇 Join Chaos To Clarity Waitlist

## Audience (inferred)
- status: present
- description: Personal development enthusiasts who want to turn chaotic thoughts into meaningful actions or creations
- roles: none
- seniority: learner
- pain_points: Scattered thoughts making it hard to focus and produce, Lack of long-term inner motivation and sense of purpose, Don't know how to use storytelling frameworks to define their relationship with their audience
- posts_analysed: 4
- 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: 61
- authenticity_basis: engagement_observed
- credibility_score: 61
- 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
- [threads_jeffaloo#c159bde8] In 30 days, turn your inner chaos into a system your brain stops fighting. Join the waitlist for chaos to clarity cohort #4. Enrollment opens end of July: chaostoclarity.jeffaloo.com (https://www.threads.com/@jeffaloo/post/DaTnabljcMG)
- [threads_jeffaloo#8f35d1f5] Every great world needs an enemy. Without polarity, there's no purpose, no growth, no meaning. Katniss wouldn't have entered the Hunger Games without her sister being at risk. Frodo wouldn't have left the Shire without the Ring threatening everything. Pain creates the quest.
- [threads_jeffaloo#801ab017] Your main quest cannot be money. Money is the byproduct of your quests, not your master. Long-term energy and motivation come from a main quest that never ends and side quests that keep pulling you forward. If the quest is money, the drive dies the moment the money stops.
- [threads_jeffaloo#808c2f75] You are the guide, not the hero. Your audience is the hero. Their problem is the enemy. You help Katniss win the Hunger Games. You help Frodo destroy the Ring.

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, 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=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=78, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 78
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 10
- 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=threads_jeffaloo
- Request removal: https://koinonlink.com/claim?k=threads_jeffaloo
- Terms: https://koinonlink.com/for-ai