Wijak Manoprang

Senior project · KMUTT2025–26

Agentic CRM copilot with MCP

An LLM copilot that performs CRM actions through MCP tools, with tool validation and controlled execution added to stop wasted calls.

Task accuracy, 71.54% → 83.85%

+12.31 pp

Retries

−72%

Tool queries

−35%

SELECT channel, COUNT(*) AS leads
FROM leads
WHERE created_at >= date_trunc('month', now())
GROUP BY channel;

Brandthink · via DriveD2025–26

LINE OA sales agent and CRM Text-to-SQL

A LINE Official Account agent that answers FAQs, scores lead intent and alerts sales when a lead is ready to close, plus a real-time CRM dashboard with a Text-to-SQL chatbot that saves executives hours of update meetings each week.

• LINE OA
• Lead scoring
• Text-to-SQL
• Dashboards

Project2024–25

Autonomous browser agent

A dual-agent LLM system that runs web tasks on its own: a Planner breaks the goal into steps and a Browser Navigator carries them out on live pages, from data extraction to form filling.

• Dual-agent
• Planner + Navigator
• Browser automation
• Data extraction

Betimes Solutions2025

On-prem RAG for a government UAT system

A full-stack MVP RAG chatbot with pgvector semantic search, running a self-hosted Typhoon LLM for Thai-language testing with no external API dependency.

• pgvector
• Typhoon LLM
• FastAPI