# Abu Bakar Halid (@scalewithabu) on threads

- id: koinon:creator:threads_scalewithabu
- url: https://koinonlink.com/kol/threads/scalewithabu
- schema_version: 1.4

## Identity
- platform: threads
- handle: scalewithabu
- platform_url: https://www.threads.net/@scalewithabu
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 601
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.21631
- best_post_interactions: 130
- 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: 0.85
- category_source: derived_from_recent_content
- topics: ROAS and ad performance tracking, AI-assisted MVP building and vibecoding, Work-life balance for remote marketers, Mindset and software in the brain for digital marketing
- bio: Mindfulness Digital Marketer - Skill Sama, Nasib Beda? Yang salah bukan skill Anda tapi software yang terinstall di otak Anda.

## Audience (inferred)
- status: present
- description: Digital marketers and small ad operators in Indonesia running paid ads and experimenting with AI tools
- roles: ads
- seniority: practitioner
- pain_points: ROAS fluctuating wildly day-to-day and forcing ad shutdowns, Building MVPs that end up with no users after heavy feature addition, Balancing remote work with family demands, Effectively integrating AI into daily marketing and coding workflows
- posts_analysed: 7
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 30
- authenticity_basis: engagement_observed
- credibility_score: 30
- flagged_for_review: false
- koinon_bd_grade: C — 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_scalewithabu#e393fe5c] Bikin MVP itu sulit loh, Sulit ngelawan ego sendiri, maunya feature seabrek langsung. Saat waktu dan token claude sudah habis, baru bingung gk ada yg pake tuh SaaS (https://www.threads.com/@scalewithabu/post/DWxpls1ka4O)
- [threads_scalewithabu#397ef51c] Dulu anak gk naik kelas, anaknya dimarahin, disuruhbelajar lagi. Sekarang? Sekolahnya dianggap tidak perhatian 🫠 Kypa pendapat warga Banjarmasin ?
- [threads_scalewithabu#bba5e18c] 1.000 order lagi gak kerasa 🫣
- [threads_scalewithabu#b132e7ab] Vibecoder minimal minimal kalian itu paham tentang Logika Algoritma Yaitu kemampuan berpikir terstruktur untuk memecahkan masalah melalui langkah-langkah sistematis.
- [threads_scalewithabu#f66a3ffd] Bisa Kerja Dimana Aja vs Dimana Aja Bisa Kerja Emang beda tipis guys 😅 POV Anak mau main, Istri mau ngemall, bapak mau kerja
- [threads_scalewithabu#89a48111] Fluktuasi yg agak-agak. Tgl 7 ROAS stay 3,xx Tgl 8 ROAS drop 0,90 Tgl 9 ROAS naik 9,54 Tgl 10 ROAS balik 3,xx Kyanya yg jantungan, tgl 8 langsung matikan iklan 😅
- [threads_scalewithabu#b01ff3b9] Semingguan pecut AI Langsung test drive, lumayan lah ya 2 akun sudah mulai jalan
- [threads_scalewithabu#30f8cf0c] Subsi

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=79, 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=122, 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=122, 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=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 79
- audience_updated_days_ago: 79

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