ระบบเอเจนต์หลายตัวทำงานร่วมกัน
Multi-Agent AI
Protocol-level research on how heterogeneous AI models negotiate, delegate and verify work across a shared communication layer.
AI Model A
Universal AI Communication Protocol
AI Model B
AI Model C
Thai Open AI Project
Building Open Artificial Intelligence for Thailand
งานวิจัยและพัฒนา Artificial Intelligence ตั้งแต่ Foundation Models, AI Agents, Computer Vision, Robotics, AI for Education ไปจนถึงระบบ AI ที่สามารถนำไปใช้งานจริง
Thailand Open Artificial Intelligence Research Initiative — Research. Experiment. Build. Share.
Research led by
Dr. Kongkiat HirankerdORCHESTRATORLLMVISIONSPEECHAGENTROBOTDATASETKNOWLEDGEREASONING
ACTIVE RESEARCH
12
AI MODELS
18
EXPERIMENTS
47
DATASETS
8
AI AGENTS
14
RESEARCH PAPERS
6
LIVE SYSTEMS
9
Featured Research
Research programmes in progress
Selected projects spanning protocol research, dataset construction, applied vision and education technology.
Multi-Agent AI
UACP-HMA
Universal AI Communication Protocol for Heterogeneous Multi-Agent Systems — a transport-agnostic message contract that lets models from different vendors and runtimes cooperate on one task graph.
PythonFastAPIRedisPostgreSQL
RESEARCHUPDATED 2026-07-28
Multi-Agent AI
Thai Open AI Agent Lab
An observable environment where research agents run against real tasks with full logs of queue, latency, token usage and hand-off structure.
PythonReactTypeScriptSupabase
PROTOTYPEUPDATED 2026-08-04
Computer Vision
Drone Dataset TH
A dataset programme for detecting and classifying drones under Thai environmental conditions — tropical haze, monsoon light, dense urban clutter and long-range sky backgrounds.
PythonPyTorchYOLOSAM
EXPERIMENTUPDATED 2026-08-01
Computer Vision
Muay Thai Data & AI Platform
Fight analytics from video: fighter identification, pose estimation, strike detection, clinch analysis and multi-camera statistics for Muay Thai.
PythonPyTorchOpenCVMediaPipe
EXPERIMENTUPDATED 2026-07-19
AI for Safety
AI for EOR
Explosive Ordnance Reconnaissance decision support: visual identification, classification, hazard assessment and structured incident documentation for trained personnel.
PythonPyTorchPostgreSQLFastAPI
RESEARCHUPDATED 2026-07-30
Local & Sovereign AI
Local AI Research
Serving, routing and quantisation research for running Thai-capable models entirely on locally owned GPU infrastructure.
OllamaCUDADockerFastAPI
ACTIVEUPDATED 2026-08-08
AI for Education
Yenka AI Physics
AI-guided physics simulation and virtual laboratory with automatic experiment and question generation.
UnityBlenderPythonReact
BETAUPDATED 2026-06-22
AI for Education
Yenka AI Chemistry
Virtual chemistry laboratory with AI-generated experiments, safety-aware guidance and automated assessment.
UnityPythonReactTypeScript
PROTOTYPEUPDATED 2026-07-11
Research Areas
Research domains
Open research areas for experimenting with and developing open artificial intelligence technology, to build knowledge, technology and AI innovation that can be applied in Thailand.
ปัญญาประดิษฐ์แบบท้องถิ่นและอธิปไตยข้อมูล
Local & Sovereign AI
Running capable models on Thai-owned infrastructure: local LLM serving, routing, GPU scheduling and offline-first deployment.
User
AI Gateway
AI Router
Local Models
คอมพิวเตอร์วิทัศน์และการรับรู้อัจฉริยะ
Computer Vision & Intelligent Sensing
Detection, tracking, pose and segmentation research for real deployment conditions — multi-camera, 360°, low light and long range.
Capture
Preprocess
Detection
Tracking
เอไอเพื่อความปลอดภัยและงานข่าวกรองวัตถุระเบิด
AI for Safety & Explosive Ordnance Intelligence
Decision-support research for reconnaissance teams: visual identification, classification, hazard assessment and knowledge retrieval. The system supports search, verification, classification, assessment and documentation only.
Field Capture
Visual Identification
Classification
Hazard Assessment
ปัญญาประดิษฐ์เพื่อการศึกษา
AI for Education
Adaptive tutoring, automatic experiment generation and virtual laboratories for physics and chemistry learning.
Learner Model
Adaptive Planner
AI Tutor
Virtual Laboratory
หุ่นยนต์และปัญญาประดิษฐ์เชิงกายภาพ
Robotics & Embodied AI
Perception-to-actuation loops, sensor fusion and autonomous field platforms operating with intermittent connectivity.
Sensors
Perception
World Model
Planner
Inside the AI Lab
AI Agent Network
Agents coordinate through an orchestrator, exchange evidence and verify each other's output before a result is returned.
Coordinator Agent
thai-open-router-1
Assigning task to agents...
- QUEUE
- 3
- LATENCY
- 180 ms
- TOKENS
- 12.4k
- LAST
- now
Research Agent
local-8b
Searching research knowledge...
- QUEUE
- 2
- LATENCY
- 640 ms
- TOKENS
- 48.1k
- LAST
- 2s ago
Vision Agent
drone-detect-th
Analyzing frame 2,841...
- QUEUE
- 5
- LATENCY
- 31 ms
- TOKENS
- —
- LAST
- now
Data Agent
pipeline-runtime
Processing dataset shard 07...
- QUEUE
- 1
- LATENCY
- 1.2 s
- TOKENS
- —
- LAST
- 4s ago
Reasoning Agent
cloud-reasoning
Evaluating hypothesis...
- QUEUE
- 0
- LATENCY
- 2.4 s
- TOKENS
- 91.7k
- LAST
- 11s ago
Coding Agent
local-coder
Idle — awaiting task
- QUEUE
- 0
- LATENCY
- 410 ms
- TOKENS
- 22.0k
- LAST
- 1m ago
Simulation — agent activity shown here is demonstration data and is not connected to a live inference server.
Open Resources
Featured datasets & models
Versioned datasets and experimental models produced by the research programmes.
Drone Dataset TH
v0.4
Drone detection and classification imagery captured in Thai environmental conditions with weather, camera and drone-type metadata.
- IMAGES
- collection ongoing
- VIDEOS
- multi-site
- RECORDS
- versioned releases
- SIZE
- —
- LICENSE
- Research use
- UPDATED
- 2026-08-01
DetectionClassificationTrackingDrone typeEnvironmentWeatherCameraResolutionLabel confidence
Muay Thai Dataset
v0.2
Annotated Muay Thai bout footage for fighter identification, pose, strike and clinch analysis.
- IMAGES
- frame-level
- VIDEOS
- multi-camera
- RECORDS
- round-indexed
- SIZE
- —
- LICENSE
- Research use
- UPDATED
- 2026-07-19
Pose EstimationAction RecognitionTrackingFighter cornerStrike classClinch stateRound
drone-detect-th
EXPERIMENTDetection model trained on Drone Dataset TH for small, distant aerial targets under tropical sky conditions.
- BASE
- YOLO family
- PARAMS
- ~11M
- TASK
- Object Detection
- LANGUAGE
- —
- QUANTIZATION
- FP16 / INT8
- HARDWARE
- Single GPU or edge accelerator
- LICENSE
- Research use
- VERSION
- v0.4
Benchmark
- Evaluationper-weather split
- Target latencyreal-time edge
Limitations: Not validated for airspace-safety-critical decisions
thai-local-8b-q4
EXPERIMENTQuantised local deployment configuration studied for Thai-language quality per watt on commodity hardware.
- BASE
- Open-weight 8B LLM
- PARAMS
- 8B
- TASK
- Text generation
- LANGUAGE
- TH / EN
- QUANTIZATION
- Q4_K_M
- HARDWARE
- Consumer GPU, 8GB VRAM class
- LICENSE
- Depends on base model
- VERSION
- v0.2
Benchmark
- Thai language scoreunder evaluation
- Tokens/sechardware dependent
Limitations: Quantisation degrades long-form Thai reasoning; quantified in ongoing runs
Research Publications
Papers, reports and research notes
TECHNICAL REPORT2026toap-tr-2026-01
UACP-HMA: A Universal Communication Protocol for Heterogeneous Multi-Agent AI Systems
Kongkiat Hirankerd
We describe a transport-agnostic message contract enabling models from different vendors and runtimes to cooperate on a shared task graph, with capability negotiation and provenance preservation across hand-offs.
Multi-Agent AIProtocolInteroperability
Related project TECHNICAL REPORT2026toap-tr-2026-02
Drone Dataset TH: Data Collection Methodology for Tropical Aerial Detection
Kongkiat Hirankerd
A description of the capture protocol, AI-assisted labeling workflow and mandatory human verification stage used to build a versioned drone detection dataset for Thai conditions.
DatasetComputer VisionDrone Detection
Related project Research Timeline
How the work developed
2025-08 · Prototype
Agent Lab prototype
Instrumented multi-agent runtime with full execution traces.
2025-11 · Prototype
Yenka AI Physics beta
Virtual laboratory with simulation-grounded tutoring.
2026-03 · Experiment
Muay Thai pipeline validation
Pose-conditioned strike recognition experiments.
2026-06 · Research Started
AI for EOR decision-support study
Grounded retrieval architecture for reconnaissance support.
2026-08 · Deployment
Thai Open AI Project platform v1
Public research platform bringing projects, datasets and models together.
Research Collaboration
Work with the lab
We welcome collaboration with researchers, universities, government agencies, technology companies and open-source communities.
Research Updates
Latest from the laboratory
2026-08-08 · Experiment Result
Quantisation sweep completed for Thai-language tasks
Full per-configuration throughput and VRAM figures are being prepared for the Local AI benchmark page.
2026-08-04 · Technology Update
Agent trace store now records full hand-off graphs
Every task in the Agent Lab now produces a replayable execution trace.
2026-08-01 · Dataset Release
Drone Dataset TH v0.4 versioning workflow live
Immutable releases with YOLO and COCO exports and complete capture metadata.
2026-07-19 · Research Progress
Clinch occlusion identified as dominant Muay Thai error source
Failure analysis is guiding the next round of pose-conditioning experiments.
Researcher
Dr. Kongkiat Hirankerd
AI Researcher · Software Developer · Technology Researcher
Researcher profileArtificial IntelligenceMulti-Agent AILocal AIComputer VisionAI for EducationAI SimulationRoboticsIntelligent SystemsDigital InfrastructureEmerging Technology