Meta Muse Spark Open: 816B MoE & 1M Context Guide
Deep dive into Meta's Muse Spark Open: 816B MoE architecture with 42B active parameters, 1M context window, BF16 vs NVFP4, and deployment checklists.
Naruebet AungsirikulthumrongAI & Data Analytics Blog with iReadCustomer
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Naruebet Aungsirikulthumrong
LINE LIFF v2.31.2 Audit: Fix OA & E-Commerce Redirects
LINE deployed LIFF v2.31.2 altering secondary redirect query string parsing. Audit your LINE OA rich menus and e-commerce checkout flows to prevent broken links.
Naruebet Aungsirikulthumrong
What Is LINE OA? 2026 Pricing, Costs, and CRM Guide
Learn what LINE OA is, compare Basic vs. Pro plans for 2026, calculate broadcast break-even costs, and implement MyCustomer CRM to boost repeat sales.
Naruebet Aungsirikulthumrong
Build a No-Code AI Chatbot Online with RAG and Dify
A practical guide to building an AI chatbot online without code. Compare Dify and Custom GPTs, optimize Thai RAG chunking, and follow a 6-step deployment checklist.
Naruebet Aungsirikulthumrong
Liquid AI Open d1: Single-Pass Edge Inference Guide
Explore Liquid AI's open-weight d1-3B and d1-omni-600M decision models. Learn how single-pass edge inference works alongside a 5-step checklist for system migration.
Naruebet AungsirikulthumrongLatest articles
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Dashboard Design: 10 E-Commerce Metrics for Action
Design an actionable single-screen e-commerce dashboard capped at 10 vital metrics using a Z-pattern layout and operational alert thresholds.
Naruebet Aungsirikulthumrong
TikTok Shop Profit Shift: Unit Economics & LINE OA
TikTok Shop Thailand posted a 3,090M THB net profit in 2025. Here is a contribution margin model and a compliant post-purchase workflow to retain buyers via LINE OA.
Naruebet Aungsirikulthumrong
AI Chatbot on LINE OA: Architecture & Handoff Guide
A production-grade guide to architecting an AI chatbot on LINE OA for Thai ecommerce leaders: webhook validation, deterministic intent boundaries, and 1-click human handoff.
Naruebet Aungsirikulthumrong
TikTok Shopping Assistant & Buy Direct: Thai Checklist
TikTok introduced conversational AI Shopping Assistant and one-click Buy Direct checkout. Here is a 5-step operational checklist for Thai ecommerce leaders to safeguard data and inventory.
Naruebet Aungsirikulthumrong
Thai Q3 2026 Tech Index Rebounds: SME IT Budget Guide
Thailand's Q3 2026 digital sentiment index rose to 51.4 as software demand surged while hiring slowed. Here is how SMEs can audit licenses and negotiate year-end IT renewals.
Naruebet Aungsirikulthumrong
What Is n8n? Workflow Guide: Cloud vs Self-Hosted
Explore n8n, an automation platform saving SME costs with execution-based pricing. Compare it to Zapier and use our checklist to pick Cloud or Self-Hosted.
Naruebet Aungsirikulthumrong
SME AI Agent Playbook: OpenAI 2026 Benchmark
Key takeaways from OpenAI's September 2026 small business report, featuring a 4-area back-office checklist and ROI framework for SMEs.
Naruebet Aungsirikulthumrong
What Is Power BI: 2026 Costs & Excel Migration Guide
Discover what Power BI is, the actual 2026 licensing costs for both creators and report viewers, and a 5-point checklist for SMEs planning to transition from Excel.
Naruebet Aungsirikulthumrong
DBD Ends Walk-In Filing: 5-Step Online Checklist
The Department of Business Development terminates walk-in counter filings on November 1, 2026. Here is the operational impact and a 5-step checklist for business directors.
Naruebet Aungsirikulthumrong
ECOUNT ERP Review: Fixed Pricing & Inventory Fit
An in-depth review of ECOUNT ERP at 1,700 THB/month with unlimited users. Discover if it fits Thai trading and light manufacturing SMEs, with a 30-day migration blueprint.
Naruebet Aungsirikulthumrong
น้ำท่วม
Flood insurance claims in Bangkok: what to prepare before repairs
A practical checklist for reporting flood damage, gathering evidence, asking about coverage and following up with your insurer.
iReadCustomer Team
น้ำท่วม
Flood insurance claims: do’s and don’ts before cleanup or repair
What to check after water recedes: safe access, evidence, cleanup, vehicles and reopening, with lessons from the 2011 floods.
iReadCustomer Team
Logistics AI Training Curriculum for the 2026 Surge
With Thai exports surging 24.3% in September 2026, freight forwarders face historic port congestion. Learn how to choose a logistics AI training curriculum to upskill dispatch planners, cut deadhead mileage by 18%, and process shipping documents in minutes.
Naruebet Aungsirikulthumrong
AI Programming Chonburi: EEC Logistics Shift in 2026
Discover why EEC supply chain operators are sending internal teams to learn industrial AI programming in Chonburi to cut fleet deadhead miles by 22% and eliminate Laem Chabang port bottlenecks.
Naruebet Aungsirikulthumrong
Custom Hotel PMS and Kitchen System Development
Analyzing LINE MAN Wongnai Genie's AI launch reveals why independent hotels must build custom PMS-to-kitchen integrations to protect direct margins and guest data.
Naruebet Aungsirikulthumrong
Industrial Software Development: The Trane Case Study
Learn how Trane Technologies deployed an agentic machine telemetry system in 4 weeks with Bedrock AgentCore, collapsing 20-minute diagnostics into 20 seconds for modern factory floors.
Naruebet Aungsirikulthumrong
Software Development Services for 2026 Power Surges
With Thailand's industrial electricity demand hitting nine-year highs in 2026, factory operators turn to custom software development services linking legacy PLCs with peak-shaving telemetry.
Naruebet Aungsirikulthumrong
Software Development for Thai Clinics: AI Audits
Following Microsoft Thailand's 2026 Responsible AI report, private clinic directors must overhaul clinical software development to eliminate diagnostic liabilities and meet Ministry of Public Health audit standards.
Naruebet Aungsirikulthumrong
Automated FEFO Batch Tracking Cuts 400,000 Baht Monthly Loss
Discover how transitioning from manual FIFO to automated FEFO batch tracking eliminated 400,000 Baht in monthly ingredient waste for a Bangkok bakery commissary.
Naruebet Aungsirikulthumrong
Connecting Thai Clinic EMR with MOPH Network in 2026
An in-depth roadmap for private clinic operators in Thailand to legally and technically connect their EMR systems with the Ministry of Public Health's 2026 AI-assisted diagnostic and national referral networks.
Naruebet AungsirikulthumrongiReadCustomer
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View AllMeta Muse Spark Open: 816B MoE & 1M Context Guide
Deep dive into Meta's Muse Spark Open: 816B MoE architecture with 42B active parameters, 1M context window, BF16 vs NVFP4, and deployment checklists.
Naruebet AungsirikulthumrongBuild a No-Code AI Chatbot Online with RAG and Dify
A practical guide to building an AI chatbot online without code. Compare Dify and Custom GPTs, optimize Thai RAG chunking, and follow a 6-step deployment checklist.
Naruebet AungsirikulthumrongLiquid AI Open d1: Single-Pass Edge Inference Guide
Explore Liquid AI's open-weight d1-3B and d1-omni-600M decision models. Learn how single-pass edge inference works alongside a 5-step checklist for system migration.
Naruebet AungsirikulthumrongBusiness & strategy
View AllWhat Is LINE OA? 2026 Pricing, Costs, and CRM Guide
Learn what LINE OA is, compare Basic vs. Pro plans for 2026, calculate broadcast break-even costs, and implement MyCustomer CRM to boost repeat sales.
Naruebet AungsirikulthumrongTikTok Shop Profit Shift: Unit Economics & LINE OA
TikTok Shop Thailand posted a 3,090M THB net profit in 2025. Here is a contribution margin model and a compliant post-purchase workflow to retain buyers via LINE OA.
Naruebet AungsirikulthumrongThai Q3 2026 Tech Index Rebounds: SME IT Budget Guide
Thailand's Q3 2026 digital sentiment index rose to 51.4 as software demand surged while hiring slowed. Here is how SMEs can audit licenses and negotiate year-end IT renewals.
Naruebet AungsirikulthumrongAutomation
View AllThai Q3 2026 Tech Index Rebounds: SME IT Budget Guide
Thailand's Q3 2026 digital sentiment index rose to 51.4 as software demand surged while hiring slowed. Here is how SMEs can audit licenses and negotiate year-end IT renewals.
Naruebet AungsirikulthumrongWhat Is n8n? Workflow Guide: Cloud vs Self-Hosted
Explore n8n, an automation platform saving SME costs with execution-based pricing. Compare it to Zapier and use our checklist to pick Cloud or Self-Hosted.
Naruebet AungsirikulthumrongSME AI Agent Playbook: OpenAI 2026 Benchmark
Key takeaways from OpenAI's September 2026 small business report, featuring a 4-area back-office checklist and ROI framework for SMEs.
Naruebet Aungsirikulthumrong