# Umair (@developedbyumair) on threads

- id: koinon:creator:threads_developedbyumair
- url: https://koinonlink.com/kol/threads/developedbyumair
- schema_version: 1.4

## Identity
- platform: threads
- handle: developedbyumair
- platform_url: https://www.threads.net/@developedbyumair
- website: http://klyph.ai
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 8169
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03195
- best_post_interactions: 261
- 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: 0.9
- category_source: derived_from_recent_content
- topics: building AI agents for marketing, remote work lifestyle, SaaS product development, building in public, founder networking
- bio: learn how to build AI agents that do marketing to grow your business while traveling the world
↪ 100K users, 3x exits
↪ Join me to learn more👇

## Audience (inferred)
- status: present
- description: Aspiring indie hackers and solopreneurs building AI-powered SaaS products, especially those focused on automation and remote work lifestyle
- roles: automation
- seniority: practitioner
- pain_points: Struggling to build a scalable SaaS product with limited technical resources, Finding it hard to gain visibility and traction without a big marketing budget, Facing physical or mental burnout from long hours of solo development, Lacking access to experienced founders or mentors for guidance
- posts_analysed: 5
- 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: 55
- authenticity_basis: engagement_observed
- credibility_score: 55
- 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
- [threads_developedbyumair#98728c3b] Hye Threads Connections!! My goal is to create a 𝗦𝗮𝗮𝗦 product that can make a difference in the 𝘄𝗼𝗿𝗹𝗱. I don't have unrealistic 𝗲𝘅𝗽𝗲𝗰𝘁𝗮𝘁𝗶𝗼𝗻𝘀. I don't aim for 𝗳𝗮𝗺𝗲 or 𝙛𝙤𝙧𝙩𝙪𝙣𝙚. I just want to create something 𝘂𝘀𝗲𝗳𝘂𝗹 and have real 𝗽𝗲𝗼𝗽𝗹𝗲 b (https://www.threads.com/@developedbyumair/post/DVlRwdICHqj)
- [threads_developedbyumair#cecd6ca0] I REVERSE ENGINEERED apple’s bluetooth packets so linux can read AIRPODS cs battery.
- [threads_developedbyumair#7a4212d8] Life update Shoulder and neck injury It’s so painful tbh I never thought I’d be on medication taking 5 medicines a day
- [threads_developedbyumair#1e65df64] me looking at pics of people working on the beach: this looks amazing me after doing it: never again
- [threads_developedbyumair#7eceb880] Building in public has helped me more than I expected. Not just with visibility. It connected me with founders who s

## 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=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=79, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

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