Axiom Decision Systems
Work With Us
THAILAND
AUTO TOUR
PROJECT SCOPE THAILAND
National coverage · THB
SYSTEMS IN VIEW · 4
Public project catalogue

The flood arrives at 2 a.m. The dashboard arrives next fiscal year.

Decision systems, built by the founders. A working proof with your team in two weeks.

85 Catalogue systems
73 Labelled Live
5 Countries
Drag map · Tap a theatre
73 Labelled Live
6 Domains shown
12 Other statuses
DISASTER & FLOOD · 22
Rainfall, river levels and flood context

FloodDash and NST-01 bring rainfall, water levels and flood context into a shared view.

AIR QUALITY & SMOKE · 14
Air-quality readings and smoke context

AirDash brings air-quality readings and smoke context together. Source times are shown in the system.

SEAPORTS & LOGISTICS · 9
Port-area traffic and city operations

Laem Chabang Operations brings city and port-area information into an operations view.

TRANSIT & MOBILITY
Bus routes and city mobility

Phuket Smart Bus connects route and mobility information for a coastal city.

MUNICIPAL & CULTURE
Municipal operations and cultural context

Sikhio Operations and BKKx Culture organise municipal information around local decisions.

SOVEREIGN & INTEL · 8
Regional watch from open sources

Middle East Monitor and World Console organise open-source regional information.

DECISION SYSTEMS CONSOLE
ACTIVE THEATRE: THAILAND WATCH Reference data

Geographic scope · national and regional anchors are not installation sites.

The problem we solve
For governors · mayors · agency heads · operators

Rain, traffic, air, complaints, satellites — scattered across a dozen agencies. Crisis hits, you have no picture. We build the picture. One screen. One decision. Two weeks.

Sound familiar?
01

The data exists, but it is split across agencies, PDFs and spreadsheets. Nobody sees the whole city on one screen.

02

The vendor quote takes a year and a budget cycle — and delivers a slide deck, not a working system.

03

When something goes wrong, the first hour goes to phone calls about what is happening, not decisions about what to do.

Boutique vs big firm.
The big firm

A senior partner sells you the project. A junior team you never met builds it. You get slides, delays, and a vendor to manage.

Axiom

The people you meet are the people who build. No salespeople. No hand-offs. You judge a working system, not a promise.

Bring the problem. We design, build, run it.

How it works · three steps
01
Week 1 — Name the decision.
We sit with the person who decides — a governor, a flood desk, a port authority — and agree on one decision to speed up, who owns it, and what data exists.
02
Week 2 — Put a working screen in the room.
Built on the data you already have plus free public sources. No new hardware. You judge a live system, not a mock-up.
03
From day one — Measure, then scale.
Every screen logs who uses it, and for which decision. You scale only what is proven to be used.
What changes · measured on live systems, not promised
30 sec
Phuket Ops
77
FloodDash
45 min
SLIC Index · Taipei
14 days
Field note 01
Before you ask
Q1
Is it expensive?
No hardware. Step one is a two-week proof on data you already own. Anything bigger waits until you've seen it work.
Q2
Will it work with our data?
Yes. Every system on this page already runs on Thai public data — TMD, GISTDA, the Pollution Control Department, OpenStreetMap. Messy data is normal; it is where we start.
Q3
Is our data safe?
Yes. The first step uses only public data, so sensitive records never leave your hands. Delivery follows PDPA, GDPR-informed principles and ISO/IEC frameworks — by practice, not certification (see Credentials).
Q4
You're a small team. Can you deliver?
Yes. You deal directly with the builders — Dr Non Arkaraprasertkul and Dr Poon Thiengburanathum. Specialists join per mission.
Q5
Will it still run after launch?
Yes. Most systems on this page have run long past their launch. Each is documented and instrumented so your team can keep it going.

Open a live system first

Live in production
85 systems · 5 countries

Each system below started as one decision someone couldn't make fast enough. Live today. Open. Use. Judge.

Sandbox // Live

These aren't demos. They're working systems in a sandbox — built to scale, not to impress. NDA-protected deployments run larger; what you see here behaves like them, with advanced modules withheld.

Verified2026-09-28
Systems—
Live—
Countries5
Public sources247+
Followers112K
Stages 20265
Last deploy~5 min ago
In the field · Ground Truth
Dr Non Arkaraprasertkul standing in shin-deep floodwaters during monsoon peak
CANONICAL FIELD BRIEFING · CRISIS GROUND TRUTH Dr. Non standing in floodwaters · Bangkok Soi Monsoon Peak

Recorded standing in shin-deep floodwaters during the monsoon peak. Innovation-as-a-Service is built where the question gets asked, with the people who must act. What the field changes in the build:

01
Zero-Latency Ingestion Beats Fiscal-Year Inertia

Official vendor quotes take a budget year and deliver static PDFs. We stream 9 public agencies (C-band rain radar, water telemetry, river basin gauges) every 3–60 minutes directly into client-side browser memory.

02
Calibrated Against Physical Ground Reality

Operators and residents test thresholds and alerts in the flooded soi. The people making the decision can check the same evidence.

03
Radical Public Inclusion Without License Tolls

112,000+ daily citizens, governors, and emergency responders read the exact same unified situation picture simultaneously — breaking information asymmetry with $0 proprietary licensing fees.

City Dashboards
Real-time city operations rooms & environmental watch · 26
23Live
FLOODDASH — Thailand Flood Watch
FLOODDASH (Thailand Flood Watch)
National Programme
A real-time, openly-sourced flood watch built so every Thai province can read the same situation picture from official public data. Streams 9 public sources every 3–60 minutes.
Open live system ▸
58Live
FloodDash Facebook community — 112K followers, collaboration SLIC · depa · RCAD
FloodDash Community
Open Intelligence
The public-facing channel for FloodDash — 112K followers, 37K likes on Facebook. Daily flood briefings in Thai, with SLIC · depa · RCAD. Data today. Safer tomorrow.
Follow on Facebook ▸
32Live
Sikhio Town Municipality Operations
Sikhio Town Operations
City Pulse
A live command surface tracking the Sikhio Town Municipality — integrating AQI, weather, traffic patterns, and live city data to aid municipal decision-making.
Open live system ▸
37Live
NST-01 · Nakhon Si Thammarat City Municipality
NST-01 · Nakhon Si Thammarat
City Pulse
Real-time civic intelligence for Nakhon Si Thammarat City Municipality — 3D city, satellite, flood watch, Khao Luang & Pak Phanang basin. 30+ live data feeds.
Open live system ▸
22Live
Laem Chabang City — LCB Map (33 km · 4 communities · 17 routes)
Laem Chabang Operations
Traffic Regulation
Port truck traffic and regulatory compliance on one Laem Chabang screen. Coordinates traffic, cuts congestion, urban safety.
Open live system ▸
01Live
Phuket operations dashboard
Phuket Ops
Regional Operations
Phuket's transit, safety, and environment on one screen a governor reads in 30 seconds. Built in weeks, not procurement cycles.
Open live system ▸
21Live
HCMCx Super Dashboard
HCMCx Super Dashboard
Metropolitan Operations
A massive-scale command surface for Ho Chi Minh City. Integrates live traffic, flood monitoring, air quality, and dynamic routing into a single high-performance map for urban decision-makers.
Open live system ▸
55Live
Lopburi Operations War Room — real-time FloodDash basin telemetry (ThaiWater/HII), Pa Sak Jolasid reservoir status, social listening, CCTV slot grid, and satellite layers for Lopburi province.
Lopburi Operations
Intelligent Operations
Lopburi Operations War Room — real-time FloodDash basin telemetry (ThaiWater/HII), Pa Sak Jolasid reservoir status, social listening, CCTV slot grid, and satellite layers for Lopburi province. One screen, four data streams, the dispatchable read.
Open the war room ▸
33Live
Muang Thong Thani Super Dashboard — IMPACT Arena digital twin
MTT Super Dashboard
District Operations
Command surface for Muang Thong Thani — IMPACT Arena, Challenger halls, flood watch, traffic, AQI, and event load on one 3D district map. Built for operators running Thailand's densest mixed-use complex.
Open live system ▸
05Live
Greater Kuching IOC
Kuching IOC
Intelligent Operations
A full-spectrum IOC for Greater Kuching, Sarawak. Foreign exchange, flights, satellite imagery, and environmental signals — unified for the operators who run Southeast Asia's fastest-growing smart city.
Open live system ▸
56Live
Malaysia · God Mode — JPS river gauges, MET Malaysia warnings, transit and aviation signals on one map
Malaysia · God Mode
Intelligent Operations
JPS river gauges on every basin, MET Malaysia warnings, buses and trains, ships and aircraft, air and fire, plus a citizen index that shows who lives far from help. One map, EN · BM · 中文.
Open the live map ▸
13Live
Chula Control Tower
Chula Control Tower
Campus Intelligence
Chula Control Tower is a real-time operations dashboard for Chulalongkorn University — 47 live data feeds across traffic, incidents, air quality, satellite imagery, CU Shuttle, news, and emergency events for Bangkok's Siam–Samyan district.
Open live system ▸
16Live
Chonburi Control Tower
Chonburi Control Tower
Coastal Intelligence
Chonburi Control Tower is a 3D command surface for the Eastern Seaboard: 42 live sources, coastal weather and marine state, market and tourism signals, mayoral incident feeds, EEC trends, and building-scale overlays in one operational lens.
Open control tower ▸
18Live
KMITL Control Tower
KMITL Control Tower
Campus Intelligence
KMITL Control Tower is a real-time operations dashboard for King Mongkut's Institute of Technology Ladkrabang — 56 live data feeds across traffic, incidents, air quality, satellite imagery, campus shuttles, news, and emergency events for Bangkok's Lat Krabang district.
Open live system ▸
19Live
Yala Control Tower
Yala Control Tower
Civic Intelligence
Yala Control Tower provides real-time civic intelligence for Yala City Municipality in Thailand's Deep South. A 3D city model, satellite layers, flood watch, Deep South security incidents, and over 30 live data feeds.
Open live system ▸
15Live
City Hub
City Hub
City Intelligence
Give it a city. It maps it with satellite and base layers, absorbs whatever data you have, starts synthesizing. v.5 — five cities live.
Open live platform ▸
27Live
AirDash — Thailand Air Quality & Dust Watch
AirDash
Environmental Watch
24/7 Thailand air quality and dust watch. Province ranking, 3-day CAMS-minus-rain forecast, top-5 at-risk and PM2.5 provinces, washout logic, national pattern donut — one surface. Every province reads the same air picture from the same public data.
Open live system ▸
36Live
BKKx 3D Atlas — Bangkok block by block
BKKx 3D Atlas
3D Urban Atlas
A 3D browser atlas of Bangkok — 432,077 real OSM buildings, terrain, air quality, rain radar, Treasury land prices, BTS/MRT lines, and canals. Walk the city block by block.
Open live system ▸
43Live
BKKx Culture — Bangkok heritage atlas, nine quarters
BKKx Culture
Heritage Atlas
Bangkok's heritage, block by block — nine quarters from the royal island to Bang Krachao, 571 registered monuments, seven documented walks. The culture half of the BKKx pair, beside the operational twin at atlas.nonarkara.org.
Open live system ▸
64Live
Jakarta 3D City Atlas — Pantauan Kota, BMKG bulletins, CRM civic feeds and flood risk
Jakarta 3D Atlas
3D Urban Atlas
A 3D city atlas and operations surface for DKI Jakarta — building massing, BMKG weather bulletins, citizen service CRM reports, and flood risk desks on one interactive screen. Bahasa Indonesia · EN.
Open live system ▸
67Preview
simsmartcity — a district of Bangkok on OpenStreetMap, a road grid drawn and 12 jobs on the site
simsmartcity
City Economics
Build a city on a real OpenStreetMap site and watch its economy grow. Inspired by SimCity 2000; 2026 urban-planning rules.
Open the demo ▸
69Live
Thailand Digital Valley — the campus as a 3D digital twin, a cluster of buildings on a surveyed base with roads and green
TDV · Thailand Digital Valley
Campus Intelligence
A full-campus digital twin of Thailand Digital Valley in Si Racha — 5 buildings, 86,000 m², sourced building information, 25 published floor plans, animated chibi visitors and IoT 1 CAD.
Enter the campus ▸
72Live
Bangkok IOC, Places — a Leaflet map of Bangkok with numbered BTS station areas beside a brief for Ari: your limits, the tradeoff, shortlist this area
Bangkok IOC
Place Fit
The Governor's operations centre for Bangkok now carries a place-fit pilot: pick a BTS station area, test it against your own rent and travel limits, and read what is reported around it — civic complaints, public places, the real walk to the platform. Desk research, not a property listing.
Open Bangkok IOC ▸
76Live
DHKx 3D Atlas — Dhaka block by block 3D spatial intelligence
DHKx 3D Atlas · Dhaka
Metropolitan 3D Atlas
Block-by-block 3D spatial intelligence for Dhaka, Bangladesh. Reads building height, terrain slope, monsoon flood dynamics, and high-density urban morphology across 129 wards.
Open Dhaka Atlas ▸
82Live
Chiang Mai IOC — operational dashboard for Chiang Mai with Leaflet map of the city and 850 hPa forecast
Chiang Mai IOC
Place Fit
Chiang Mai's operations centre — a live Leaflet map of the city with weather, traffic and fire hotspots, plus an 850 hPa forecast layer. Desk research, not a property listing.
Open Chiang Mai IOC ▸
85Live
KLx 3D Atlas — Kuala Lumpur 3D atlas
KLx 3D Atlas
City Dashboards
KLx 3D Atlas of Kuala Lumpur — public 3D atlas, buildings streamed as PMTiles.
Open KLx ▸
Intelligence
Signal & analysis · 10
04Live
SLIC Index
SLIC Index
City Benchmarking
SLIC doesn't rank cities for you. Five pillars. Mayors decide what livability means. The math follows.
Open SLIC v3 ▸
24Live
Global Political Dashboard — live aircraft and ships over the Gulf, multi-front status, GPD Oracle forecast, market radar
Global Monitor
Strategic Intelligence
Four theaters: Middle East, Indo-Pacific, Thailand, Global. Aircraft, ships, conflict, fires, markets, 8-week escalation forecast. Open data.
Open live system ▸
44Live
AsiaWatch · Pan-Asian Sentinel — five Asian theaters, five strategic chokepoints, live air and sea traffic
AsiaWatch · Pan-Asian Sentinel
Strategic Intelligence
Five Asian theaters and five strategic chokepoints — Malacca, Hormuz, Bab-el-Mandeb, Taiwan, Sunda — on one live map: conflict frontiers, fires, air and maritime corridors, regional news and TV, from open data.
Open live system ▸
45Live
Global Political Dashboard world console — planet-scale live traffic, conflict hotspots, intel column and market strip
World Console
Strategic Intelligence
The whole planet on one screen: live aircraft and ships worldwide, conflict and fire hotspots, the intel column and market strip docked open. Same open-data engine, world scope.
Open live system ▸
06Live
Middle East Monitor by NON — live conflict surface, multi-source news, market impact
Middle East Monitor
Open Intelligence
MEM is the fastest open-source news surface for Middle Eastern conflict coverage. Live multi-source feeds, no editorial delay, no filter bubble. The signal before the cycle.
Open live system ▸
14Live
DayTraders — SET correlation map linking Thai equities to global macro, FX, rates, and sentiment
DayTraders
Market Intelligence
DayTraders is a personalized Thai market intelligence platform — Bloomberg-style signals applied to SET, MAI, mutual funds, RMF, and Thai ESG instruments. Graham, Buffett, and Munger frameworks built in; you set the KPIs that matter to your portfolio.
Open live platform ▸
41Live
DAY 2 — market intelligence built to change one decision this week
DAY 2
Working Instrument
Useful, not impressive. World, lens, map, FX, capitol, odds, plan. Every screen changes one decision you can make this week. Research preview, not advice. Every number carries its age.
Open live system ▸
70Live
FormHypes · SHDT — a tall tower on a 3D Bangkok block, compared against an alternative form on gross area and rentable area
FormHypes · SHDT
Working Instrument
Architectural intelligence — 11 form profiles (rectilinear to pinwheel), 9 form-performance metrics: rent, area, sky reach, daylight, form distinctiveness. A 20-year reunion with a 2006 MIT thesis. Live scenario recalc on every edit. Inspired by SHDT.
Design the form ▸
42Live
Geopolitical Watch — Thailand tri-border command dashboard
Geopolitical Watch
Border Intelligence
Tri-border command dashboard for Thailand's Myanmar, Cambodia, and southern frontier theatres — live operations, historical playback, and executive-grade intelligence design on one map.
Open live system ▸
83Live
The Anchor Console — four-futures stress grid with Archipelago Order selected
The Anchor Console
Strategic Intelligence
Dr Poon Thiengburanathum's Anchor Strategy v1.1 and Thailand's Economic Clusters V2, made interactive through Dr Non's analysis and console. Compare four scenarios, eleven clusters and what-if review thresholds, with source tiers attached. Published evidence and analytical judgments, not live data or predictions.
Open The Anchor Console ▸
Civic
National platforms & citizen infrastructure · 10
03Live
Smart City Thailand Index (SCITI)
Smart City Thailand Index (SCITI)
National Programme
The official Smart City Thailand Index (SCITI) evaluating the progress and impact of 174 urban areas across the country based on the 7 Smart City pillars.
Open live system ▸
07Live
Phuket Smart Bus
Phuket Smart Bus
Transit Intelligence
Real-time GPS tracking and passenger telemetry for Phuket's smart bus network. Designed for the rider's phone first — not a control room screen. Works on the road, in the heat, with one thumb.
Open live system ▸
08Live
SCTH City Data Platform
SCTH City Data Platform
Civic Intelligence
SCTH V2 is a Smart City Thailand city data platform that absorbs civic reports from Telegram and LINE, analyzes problems with AI, and overlays near-real-time satellite and map layers for city builders, city developers, and city managers.
Open live system ▸
12Live
National Streaming Platform — Thai broadcaster prototype V2.1
NSP
National Broadcast
NSP is Thailand's national streaming platform — all 21 NBTC-licensed digital TV channels, free, full HD, on any device. Live EPG, per-channel viewership telemetry, AI content guide, and CAP v1.2 emergency alert integration in one interface.
Open live platform ▸
57Live
Forest Carbon Thailand — satellite-based carbon stock, forest removals, fire and fossil CO₂, plus T-VER project assessment workbench
Forest Carbon Thailand
Environmental Watch
Forest Carbon Thailand — tap a province or draw a box for satellite-based carbon stock, forest removals and emissions, fire and fossil CO₂, with sources and uncertainty. Plus a T-VER project assessment workbench. ไทย · EN.
Open the assessment ▸
65Live
รัฐธรรมนูญ — the Thai Constitution reader: read the 2017 constitution section by section, slowly, with a crayon illustration of a woman reading at a desk
Thai Constitution Reader
Civic Intelligence
Read, highlight, listen to and practise the 2017 Thai Constitution across all 279 sections in Thai, English, and Chinese. Study cards, search, audio, and civic understanding. ไทย · EN · 中文.
Open reading room ▸
71Live
Smart City Thailand TechHunt — The verified technology stockmarket for Thai cities
Smart City Thailand TechHunt
National Programme
The verified technology stockmarket for Thai cities: 125 verified startups across 7 smart-city domains, ranked by live signal strength for procurement officers and urban planners. A collaborative initiative by depa, SLIC, and UWN.
Open TechHunt ▸
74Live
Pirchchat — A-Lin-Ein · Burmese-language community platform with persistent public rooms and daily digest
Pirchchat · A-Lin-Ein
Community Platform
A Burmese-language community platform with persistent public rooms and a daily digest. Old-school Win95 chrome, built for the GovTech Youth Initiative.
Open Pirchchat ▸
77Live
Soonami — Coastal Tsunami Defense Platform
Soonami · Tsunami Defense
Disaster Preparedness
Coastal tsunami defense and early warning intelligence platform for the Andaman rim. Live buoy telemetry, seismic sensor networks, run-up modeling, and coastal evacuation vectors.
Open Soonami ▸
84Live
co.nonarkara.org — Community places directory
co
Community
Community places directory — map of places with categories and details.
Open co ▸
Emerging
Research-grade & new operating models · 13
38Emerging
20 Minutes with Dr Non podcast banner
20 Minutes with Dr Non
Podcast
Emerging podcast — ideas, agents, geopolitics, and the next twenty minutes. Live on Spotify; more episodes shipping.
Open on Spotify ▸
09Preview
Dr Non's AI Council
Dr Non's AI Council
Agentic Intelligence
Dr Non's AI Council is a personal multi-agent deliberation system: 11 AI justices with palindromic names (Tenet, Radar, Otto, Hannah, Ada…) running continuously on a local Mac, arguing through a shared transcript log, for around $3 a month. Trained on personal journals, decisions, and voice — proprietary by design, not by accident.
v1 · DIY Protocol ▸
10Coming soon
TKCX — game-based talent operating system (under development)
TKCX
Talent Intelligence
Talent Knowledge Collaborative Explorers (TKCX) is a game-based talent operating system that treats employees as party members, projects as quests, and team assembly as strategy. It makes every decision about people visible, measurable, and connected to outcomes — replacing org-chart politics with capability intelligence.
GitHub repo — coming soon ▸
11Preview
Second Brain OS
Second Brain OS
Knowledge Intelligence
Second Brain OS: your Obsidian vault wired to every AI coding platform via MCP. Brain-anatomy folders. 19 server configs. Agents in your voice, with your decision history. Years of knowledge, finally working.
Explore the architecture ▸
20Live
Horizon 45
Horizon 45
Capability Lab
Horizon 45: a field instrument for AI judgment. Deepfake detection to prompt engineering. Real-world signals, capability portrait, learning roadmap.
Open live system ▸
46Live
ASCN Smart Cities Network - Director's Cut
ASCN Performance Review (Director's Cut)
Network Evaluation
A comprehensive insights dashboard into the ASEAN Smart Cities Network's performance across 134 projects and 38 cities — examining portfolio momentum and focus area shifts over four M&E cycles.
Open live system ▸
26In Development
Ikigai Finance Engine — SME finance intelligence dashboard
Ikigai Finance Engine
Finance Intelligence
SME finance intelligence — balance sheet as signal, cash runway, bank scorecard, and composite finance indices (Ikigai, Lean, Zero, Default, Solvency). Development-stage research prototype; screenshots only — ABC Company Limited is fictitious mock data. No live deployment yet.
View research repo ▸
28Preview
FloodDash Blueprint — data-driven AI dashboard and analytics for effective flood prevention
FloodDash Blueprint
Open Blueprint
The FloodDash Blueprint is the open research companion to the live Thailand Flood Watch — sensor network, drainage logic, AI flood prediction, response playbooks, and the full data-to-decision pipeline laid out for any city to read, fork, and adapt. The blueprint that makes the system replicable, not a one-off.
View on GitHub ▸
66Sign-in required
Ladder VC Console — venture diligence and scorecard companion to Ikigai
Ladder · Ikigai
Finance Intelligence
The venture diligence and scorecard companion to Ikigai. Deal review, financial diligence checklist, thesis matching, and portfolio risk evaluation in one private workspace.
Open Ladder ▸
73Sign-in required
Life — an isometric Thai town at age 15, with a choice after school: make time for a new friend, or go home and finish your project
Life
Life Simulation
A world grows around you: a fictional life in an isometric Thai town, played at 2× to 20×. At every turn in the path you choose, and every choice has a cost. Saved in your browser. A placeholder host for now; it moves to life.nonarkara.org.
Open Life ▸
78Live
Universe 69: Beta — Two sealed procedural worlds observed continuously
Universe 69: Beta
Autonomous Simulation
Two sealed procedural worlds observed continuously, governed by deterministic mechanics and emergent agent behavior — observed, never helped.
Observe Universe 69 ▸
80Live
The Pavilion · Spatial World — browser-native spatial metaverse built from scratch with modern architecture materials
The Pavilion · Spatial World
Spatial Metaverse
A sustainable, zero-cost, browser-native spatial metaverse built from scratch with modern architecture materials. An open alternative to hyperscaler virtual platforms, eliminating proprietary data monopolies, gated access, and rent extraction.
Enter the Pavilion ▸
Lab
Side tools · in the open · 26
39Live
Non-Gaming System — 16-bit practice floor
OmniArcade
Brain Practice
A 16-bit browser arcade with a Brain Briefing on every cartridge — what skill it trains, how long a round takes, and the limit of the claim. No ads. Scores stay on this device.
Open live system ▸
17Live
Ekkasarn AI
Ekkasarn AI
Document Intelligence
Ekkasarn AI is a Thai document intelligence engine for tax invoices, receipts, and withholding tax certificates. Upload a real document or pick a sample; the system runs OCR, classifies the document, and extracts usable fields without mock data or a required login.
Open live system ▸
29Live
The Non-Writer — your text, rewritten the way Dr Non would have written it
The Non-Writer
Writing Intelligence
Paste a draft. The Non-Writer runs it through a chain of proxies and boxes, and comes out the other side as the sentence you meant to write — in the voice Dr Non would have used. Now also translates into any language you ask for.
Open live system ▸
30Live
Dr Non's Digests — the desk, by the numbers
Dr Non's Digests
News Intelligence
The desk, by the numbers. A daily intelligence brief on the AI frontier — what's actually shipping, what is hot air, and what to read tonight. Sector watch, manual picks, and an archive that compounds.
Open live system ▸
31Live
Non-Scrape — scraping as a service, no code
Non-Scrape
Scraping Service
Scraping as a service — no code. Hand it a URL and a question; it goes out, reads the page in the source language, and comes back with the answer in yours, with citations and structured JSON you can pipe downstream.
Open live system ▸
34Live
Time Pop — a free, evidence-first register of 261 luxury and collectible watch references
Time Pop
Watch Intelligence
A free, evidence-first register of 261 luxury and collectible watch references. Cited comps, sourced provenance, credited on-screen stills — and the honesty ladder that shows where the data refuses to estimate.
Open live system ▸
35Live
Luma/house — decision-sequence house design with live solar and living checks
Luma/house
Architectural Intelligence
Design a house by deciding — draw or AI-trace the plan, watch sunlit floor and solar heat live, then run living checks, systems, and cost before you generate a picture.
Open live system ▸
40Live
Dr Non's OpenClaw Set-Up — agent-executable local AI gateway guide
OpenClaw Set-Up
Agent Gateway
Hand this URL to Claude and it sets up OpenClaw for you — safely. Agent-executable setup, deep security model, local-LLM picks that fit your RAM, and risk-tiered tool calls. Docs only, no private data.
View on GitHub ▸
47Live
Shophouse Metropolis — Bangkok's 400,000 shophouses mapped against Treasury land value and setback pressure
Shophouse Metropolis
Urban Research
Bangkok has roughly 400,000 shophouses and no inventory of them. A long-form essay on reuse and embodied carbon, with the 2,311-building survey, the Treasury land-value pressure map, and the four-colour answer. Published in Shophouse Metropolis, Harvard GSD.
Read the essay ▸
48Live
Locating Shanghai — 20 years of fieldwork on globalization, heritage industry, and the economy of urban space
Locating Shanghai
Fieldwork Book
Twenty years of fieldwork on globalization, heritage industry, and the economy of urban space. 15 chapters, 76,312 words, 134 images, 5 hours of audio, 475 citations — read, listened to, and looked at on the site. v3 reading edition, 2026.
Open the book ▸
49Coming soon
RAG.nonarkara — retrieval-augmented generation over your PDFs and links. Cites the document every time, says 'I don't know' when the corpus is silent. 100 MB free per workspace, served through Telegram and LINE. Hosted on one Mac in Bangkok, with local embeddings and a local model — your documents never leave.
RAG.NONARKARA
Document Intelligence
Upload PDFs and links. The system cites the document every time — and when the documents are silent, the bot says "I don't know". 100 MB free per workspace, served through Telegram and LINE. Local embeddings, local model, on one Mac in Bangkok — your documents never leave.
Open the workspace ▸
60Live
SCD — โต๊ะโค้ชฟุตบอล / Soccer Coach Desk: Thailand to World Cup Tactical Lab
SCD · Soccer Coach Desk
Tactical Simulation
Sideline coaching console and tactical lab for Thailand's Road to the World Cup. Ride the plans, adjust pressing detents, and switch shape in real time.
Open the coaching desk ▸
61Preview
Soccer tactics desk — NSP research prototype and broadcast-rights notice
Soccer · NSP
Football Research
A football tactics desk inside the NSP research prototype. Thai public-TV sources and official viewing destinations, with a rights notice before entry.
Open the research desk ▸
62Live
Vision — computer-vision classroom with picture, numbers, edges, motion and objects lenses
Vision
Computer-Vision Classroom
How a picture becomes numbers, edges, motion, and a guess. Learn on public cameras, train a model, and test it in your browser without uploading your own images.
Open the classroom ▸
63Sign-in required
EACH finance workspace — ABC Company example data, cash runway, expenses and loan installments
EACH
Business Operations
ERP, ACT, CRM, and HR in one Thai/English workspace. Cash runway, expenses, and loan installments on the finance screen. The thumbnail shows ABC Company example data.
Open EACH ▸
59Live
Palette — plate 126: Ivory Buff, Yellow Ocher, and Deep Lyons Blue
Palette
Colour Exhibition
348 colour combinations. Search a relationship, study it in grayscale, copy its values. Dr Non's colour exhibition, inspired by Sanzo Wada.
Explore the palettes ▸
50Live
Axiom Design Core — Dr Non's operating standard for decision systems. Tokens, components, the 5-line DNA, and AGENTS.md for any AI agent. MIT licensed. Drop into Claude Code, Cursor, Cline, or any other agent to produce correct Axiom-style work on the first pass.
Axiom Design Core
Open Source Kit
The operating standard behind Axiom — tokens, components, the 5-line DNA, and AGENTS.md for any AI agent. Function first, then subtract. Drop into Claude Code, Cursor, Cline, Aider, or any other agent and the agent produces correct Axiom-style work on the first pass. MIT licensed — clone, fork, ship.
Open the repo ▸
02Live
Rams × NYCTA Design Core — Dr Non's reproduction-grade interface standard. Warm-grey field, hairline grid, closed colour palette, and the NYCTA wayfinding layer. AGENTS.md for any AI agent. MIT licensed for original work.
Rams × NYCTA Design Core
Open Source Kit
Dr Non's reproduction-grade interface standard. Two layers: Rams silence (warm-grey field, hairline grid, one accent) for single views; the NYCTA wayfinding layer (closed trunk palette, disc, station plate, solid arrow) for multi-board systems. AGENTS.md for any AI agent. MIT licensed for original work; see NOTICE.md for what is not relicensed.
Open the repo ▸
51Live
Dr Non's Luggage Tag Aesthetic — every zone has a job: loop, perforation, context line, fallback name, destination code, barcode + stable ID, claim stubs. Anatomy of the tag.
Luggage Tag Aesthetic
Open Source Kit
Functional-minimalist white baggage-tag principles for websites, systems, docs, and AI agents. Design tokens (ground, ink, four ranks, spacing, mono, optional domain colours), a printed-stock B, an ephemera skin, six components, before/after examples, an agent-invocable skill, and a runnable tag-audit PO gate. MIT licensed.
Open the repo ▸
52Live
Dr Non's MoMA rules — 'Curate to fit the grid.' If N ÷ C ≠ 0, the grid is not finished. Four legal responsive densities (192/296/400/608px at 1280).
MoMA Rules
Open Source Kit
Ten enforceable layout laws, with the static lint and the runtime audit that fail the build. The package: a single source of numeric truth (scale.mjs), a ratchet (moma-lint.mjs), a self-check that proves the published arithmetic (self-check.mjs), and a browser console for catching what only exists after layout (near-miss, ragged-row, orphan-grid). Demonstration page obeys its own laws.
Open the repo ▸
53Live
O3 — Power of the Third. Thailand's OTOP registry read as data — 154,078 records across 77 provinces, every one carrying source, completeness, and age.
O3
Strategic Intelligence
O3 — Power of the Third. Thailand's OTOP registry, read as data. 154,078 records, 77 provinces. Every cell carries source, completeness, age. The registry is the registry — no scraping, no hallucination, provenance on every cell.
Open the registry ▸
54Live
Super League — turn-based tactical soccer for one player or two sharing a pad. Twenty-six clubs, real squads, straight-line passing, one decision at a time.
Super League
Brain Practice
The Super League that never launched. Twenty-six clubs, real squads, straight-line passing — one decision at a time. Turn-based tactical soccer for one player or two sharing a pad. Press start, believe the next match matters, and read the pitch before you pass into it.
Press start ▸
68Live
淼燊的上海 · Shanghai, Still Water Running — an old woman selling peas in a lane while a girl greets her
淼燊的上海
Fieldwork Book
A three-day Shanghai guide in Thai, English and Chinese, written as letters. Still water running — the city read by someone standing in it.
Open the book ▸
75Live
LLM Lab — a field lab for training small language models on private corporate data
LLM Lab
Model Training
A field lab for training small, organization-specific language models on private corporate data. From raw tokens to a portable model file you can hold and run anywhere.
Open LLM Lab ▸
79Live
CANINE // DOG.NONARKARA.ORG — Thai Bangkaew 3D procedural studio
CANINE // Bangkaew
Procedural 3D Canine Studio
A 3D anatomical and procedural simulation studio modeling the structure, gait, and alert posture of Thailand's native Bangkaew dog breed.
Open Canine Studio ▸
81Live
Hikaru Non Go: a Go board with move comparison, liberties and territory estimates
Hikaru Non Go
Go Study House
A Go study house that makes territory, liberties and the next move inspectable. Play on the board, follow lessons and read game records. Score estimates stay estimates, not life-and-death proof.
Play and study Go ▸
Pro bono · Institutional work
5 projects · institutional partners

These are live, working platforms — not decks or reports. Each one was built with real institutional partners, deployed publicly, and is still in use. Click through and see what the work actually looks like when it ships.

Five stages · 2026
5Stops
5Cities
13Stage shots
1Thesis

Built once. Proven in public.

Five stages across Asia in 2026, each with the system running live in the room — SLIC Index in Taipei, FloodDash in Singapore, Shanghai and Hong Kong, DEPA in Osaka. Everything below is public record. The next one is a conversation.

  1. 2026.10.08
    Osaka
    Dr. Non speaking at the Osaka Asia Roundtable 2026
    Osaka Metropolitan University · Morinomiya What happens after the pilot works — and why the constraint is institutional, not technical. What happens after the pilot works — and why the constraint is institutional, not technical.
    3Sessions 7minOn record 4Delegations
  2. 2026.09.22
    Shanghai
    Tomorrow.City Shanghai — FloodDash running live on the cube screen
    Tomorrow.City Shanghai 2026 · Zhangjiang Science Hall Stop calling it a digital twin — call it God Mode. Raw speed to cubic metres to freeboard to whether the water fits. Stop calling it a digital twin — call it God Mode. Raw speed to cubic metres to freeboard to whether the water fits.
    4thOn this stage 9Data sources 4PTakeaways
  3. 2026.07.10
    Hong Kong
    Dr. Non on the Orbital Stage panel at LEAP East 2026, Hong Kong
    LEAP East 2026 · Orbital Stage · HKCEC From Congestion to Connection. FloodDash launched live — Thailand flood watch, 24/7, nine public sources. From Congestion to Connection. FloodDash launched live — Thailand flood watch, 24/7, nine public sources.
    OrbitalStage tier 4Speakers 9Live sources
  4. 2026.04
    Singapore
    Dr. Non at the lectern, GITEX AI Asia 2026, Singapore
    GITEX AI Asia · Marina Bay Sands · Main Stage Main-stage keynote, then a workshop that hit capacity in minutes. Hallway full, every face on the demo. Main-stage keynote, then a workshop that hit capacity in minutes. Hallway full, every face on the demo.
    1K+Main stage 23K+Attendees FullWorkshop
  5. 2026.03.18
    Taipei
    Dr. Non on the City Vision stage in Taipei
    Smart City Summit & Expo · City Vision stage A working surface built in the room, not concept art. 174 cities, 53 nations, adjustable ranking logic. A working surface built in the room, not concept art. 174 cities, 53 nations, adjustable ranking logic.
    174Cities 53Nations 45mTo build

Every stop carries a date from the organiser's own agenda or programme. Nothing here is asserted without one behind it.

Field notes · 6 patterns · how we ship
How it gets built
Field notes

Things learned by actually shipping.

Twenty systems. Two people. Twelve months. These are the patterns that held — and the ones that didn't. Published here because the gap between what governments need and what the market supplies only closes if people share what they've figured out.

01
The vendor said no. We shipped in fourteen days.
Every system on this page started because a procurement cycle, a vendor quote, or a committee said the problem was too complex or too expensive. The answer was never to argue — it was to build a rough working version and put it in the room. A live surface changes the conversation faster than any proposal.
02
AI-native is not AI-assisted.
Every line of code across these systems was written by Claude Code, directed by Dr Non. The AI is the engineer. The human is the architect. This isn't a shortcut — it's a different model of who does what. Knowing how to direct AI precisely is the skill that compounds. The code is not the hard part.
03
The problem is never the data. It's always the decision behind the data.
Clients ask for dashboards. What they need is clarity on one decision that must get faster or better. Find that decision first. Everything else — the feeds, the stack, the interface — flows from it. Skip this step and you build a beautiful dashboard nobody checks after the launch week.
04
An org chart tells you who reports to whom. It tells you nothing about who should build what with whom.
TKCX was built on this gap. Game archetypes, readiness scores, and a Moneyball salary cap exposed what the org chart hid: the right people for a given project, the chemistry between them, and the skill gaps that will surface midway through. Treat talent like a portfolio, not a headcount.
05
A single AI answers. A council deliberates.
For decisions that matter, a single model gives you one framing — the one baked into its training. The AI Council runs eleven justices with different priors, explicit moves, and a shared transcript everyone reads before speaking. The disagreement is the product. You leave with a more defensible position than you started with.
06
Instrument from day one. Not after.
Every Axiom system ships with a data trail: pageviews, usage signals, decision logs. Not because we need the analytics on day one — but because retrofitting measurement onto a live system is nearly impossible, and the next version is always built from what the first version taught you. Leave a record.
Built with
114 tools · 9 layers

cloud// local

GitHub Pages React Claude Code Opus 4.8 Deck.gl Python GISTDA Telegram M5 Max · 128GB

9 layers. 117 tools. One desk in Bangkok. Click below for the full list.

Full technology stack
Cloud Infrastructurewhere it runs14
DockerGitHub PagesVercelCloudflare PagesCloudflare WorkersWranglerCloudflare DNSCloudflare R2NetlifySupabaseRenderRailwayFly.ioHetzner VPS
Framework & Connectorswhat wires it10
ReactNode.jsNext.jsTailwind CSSViteExpressGitHub ActionsngrokFastifyCloudflare Tunnel
Platform & Build Toolswhere we build16
VS CodeGitHubCursorClaude CodeOpenAI CodexTerminalWarpObsidianClineWispr FlowKilocodeGoogle AntigravityGoogle StitchClaude DesignPlaywrightBlip
AI Models & Enginesthe intelligence18
OpenAI GPTGoogle GeminiGrokPerplexityDeepSeekOpus 4.8OllamaKimi 2.7Kimi 2.6GLM 5.2Qwen3-Coder 30BQwen2.5-Coder 32BQwen2.5-Coder 7BGemma 4 12BFable 5OpenRouterlitellmnomic-embed
Software & Librariesthe working parts19
RedisSQLiteD3OpenCVLeafletMapbox GLChart.jsPostGISYOLODeck.glMapLibrepgvectorgrammYvis-networkLINE SDKFirebaseReact RouterTelegram Bot APIXiaohei illustration
Languagesthe source9
JavaScriptPythonHTMLCSSTypeScriptSQLPHPBashGo
Live Data Sourcesthe inputs15
NASA FIRMSNASA GIBSWorld BankCopernicus SentinelFREDOpen-MeteoOpenSkyOpenAQGDELTEIAACLEDBank of ThailandGISTDAAISStreamCelesTrak
Channelsthe outputs7
WhatsAppTelegramSlackDiscordLINEFeishuWarp
Local Runtimethe desk6
M5 Max · 128GBM3 MacBook AirChrome Remote DesktopGitPostgreSQLDocker Desktop

cloud// local

Local-first. No build team. No vendor lock-in. The M5 Max runs inference, builds, and deploys from one desk in Bangkok.

Who builds it
Bangkok

Two founders. No handlers.

You talk to the people who write the code and decide the architecture. When the work needs UAV operators or traffic engineers or policy translators, we pull them in for that mission only — never as a standing bench.

Dr. Non Arkaraprasertkul
Co-Founder · Systems & Story

Anthropologist, architect, builder. He watches how cities actually behave, then turns that mess into interfaces people use without a training manual.

PhD · HarvardMPhil · OxfordMSc · MITVisiting Lecturer · MIT
View CV ▾

Harvard PhD in Anthropology. MIT and Oxford alumnus. Former Visiting Lecturer at MIT, postdoctoral fellow at NYU. He designs from fieldwork first — because people aren't spreadsheets and cities aren't slides.

Current Role

Senior Expert in Smart City Promotion, Digital Economy Promotion Agency (depa), Bangkok — May 2019–present. Advisor to Thailand Media Fund, SLIC, NXPO, and the National Strategic Taskforce on Northern Economic Corridor (NeEC).

Education
  • PhD in Anthropology, Harvard University, 2016
  • MA in Anthropology, Harvard University, 2015
  • MPhil in Modern Chinese Studies, University of Oxford, 2010
  • MSc in Architecture Studies + Urban Design Certificate, MIT, 2007
  • BArch, First Class Honors / Summa Cum Laude, KMITL, 2004
Selected Roles
  • Visiting Lecturer, MIT — Architecture and Urban Design
  • Global Postdoctoral Fellow, New York University Shanghai
  • Expert-In-Residence (Urban Anthropology), IDEO Shanghai
  • Honorary Senior Lecturer, University of Sydney
  • Rectorial Visiting Professor, Jagiellonian University, Kraków
  • Expert (Product and Service Design), True Digital Group, Bangkok
  • Teaching Fellow, Harvard University
Scale of Work
  • 120+ technology and public-private projects across 77 Thai provinces
  • 5,000+ government officials trained in digital literacy and smart city
  • 300+ keynote appearances at global and domestic forums
  • 50+ publications in Urban Studies, Journal of Urban Design, and others
Selected Awards
  • Tomorrow City China Leaders' Award, 2025
  • ASOCIO Best Project (DX) Award, 2024
  • Smart City Expo World Congress — Global Leadership Award, 2024
  • Taiwan Presidential Hackathon — Excellent Team, International Track, 2023
  • Expo 2020 Dubai Future Water Hack — First Prize, 2022
ResearchGate ▸
Dr. Poon Thiengburanathum
Co-Founder · Infrastructure & Delivery

Engineer, strategist, operational anchor. He keeps ambition tied to working systems and makes sure the product survives contact with reality.

PhD · Civil EngineeringAssoc. Prof. · CMUSmart City Master Plan
View CV ▾

Associate Professor at Chiang Mai University. Co-author of Chiang Mai's Smart City Master Plan. Works on cities as complex adaptive systems — real-time bus prediction, transit decision support, sustainable infrastructure.

Current Roles

Deputy Director, Program Management Unit for Area-Based Development (PMU-A), Ministry of Higher Education, Science, Research and Innovation, Thailand; Director, Excellence Center for Urban Study and Public Policy (ECUP), Chiang Mai University.

Education
  • B.Eng. in Civil Engineering, Chiang Mai University, 1995
  • M.S. in Construction Management, University of Colorado at Boulder, 1997
  • Ph.D. in Construction Management, University of Colorado at Boulder, 2003
  • M.S. in Transportation Engineering, University of Colorado at Denver, 2003
Core Expertise

Civil engineering, construction management, sustainable infrastructure development, climate change, disaster management, logistics, urban planning, urban mobility, and transportation systems.

Selected Work
  • Head of Sustainable Infrastructure Development and Climate Change Research Unit, Chiang Mai University, 2010–present
  • Lead Coordinator, Research University Network (RUN) for Climate Change and Disaster Management, 2015–present
  • Bus rapid transit and mass transportation studies in Chiang Mai
  • Integrated land-use, logistics, and transport management with World Bank
  • Green logistics and renewable energy projects for agriculture and industry
  • Disaster management for critical infrastructure and supply chains
ResearchGate ▸
The collective, on call.

Researchers, traffic engineers, anthropologists, financiers, policy translators, media operators. They join by problem, not org chart. We pay for the brains we need, when we need them.

Traffic engineersUAV operatorsEconomistsFinanciersPolicy translatorsUrban researchersMedia operators
Press · 6 outlets · GovInsider, ASEAN, YouTube
Brand Kit · 8 sheets · download available

The map and filters require JavaScript. All papers and PDF links are available below.

Coverage, not fieldwork. Frames are approximate; dots are city references for provincial studies.
Map sources

Research

Preprints · Not peer-reviewed

Rain to Phone: What an open, end-to-end flood monitoring system shows about Thailand's coordination gap

Poon Thiengburanathum, Non Arkaraprasertkul · · FloodDash · v1

Thailand · National

Study details
Question
Can public flood feeds become a working rain-to-alert chain without waiting for agencies to merge?
Evidence
124 days of alert records; 44 feeds. Median gauge-to-alert lag was 6.7 minutes in 162 matched alerts. A retrospective watchlist reached 84.4% recall at 12.5% precision (pp. 3-5).
Limitations
The replay uses the same gauge network as its reference, not an independent flood record. Alert generation is not phone receipt or protective action; only 29 Telegram subscribers were recorded (pp. 3, 5).

Nobody owns the haze: An open, end-to-end warning system for Thailand, and its first 110 days

Pun Thiengburanathum, Non Arkaraprasertkul · · AirDash · v1

Thailand; mainland Southeast Asian fire context · National

Study details
Question
What can an open haze-warning chain deliver, and where do monitoring coverage and forecast skill still fall short?
Evidence
110 pre-burning-season days; 58,298 scheduled pulls across 23 logged sources. 98.7% were marked successful despite two token-gated feeds skipping without data. Persistence outperformed the corrected forecast (pp. 3-4).
Limitations
This is an early-season systems audit, not a multi-year trend or health-impact study. Telegram handoff to one or two chats does not establish population receipt or response (pp. 1, 3, 6).

From Gauge to Shelter: Why Thai Smart-City Programmes Stall Between Measurement and Action

Poon Thiengburanathum, Non Arkaraprasertkul · · CNX · v1.0

Chiang Mai province · Provincial

Study details
Question
Which links between measurement, warning and shelter can a provincial operations room assemble from public data?
Evidence
An audit of 311 datasets, 2,869 resources and 177 official shelter rows. The official shelter list contained no coordinates; the system records differing precision for subsequently located shelters (pp. 2-5).
Limitations
Catalogue absence means not found in the specified searches, not absent everywhere. This is a descriptive audit and feasibility study, not a test of institutional causes or warning outcomes (pp. 1-3).

Seeing a War Without Standing in It: What open ships, planes, satellites and markets reveal about the 2026 Gulf conflict, and where they go blind

Poon Thiengburanathum, Non Arkaraprasertkul · · GlobalWatch / GlobalMonitor · v1.0

Middle East and Gulf; global comparison areas · Regional

Study details
Question
What can ships, aircraft, thermal satellites, markets and regulators reveal from outside a conflict zone?
Evidence
Five observation channels, with control ports and explicit coverage checks. Gulf port calls fell to 28% of their earlier rate; only 17.5% of 68,680 vessel positions were under six hours old (pp. 1-4).
Limitations
One-event descriptive comparisons do not identify causes. Sparse receivers, stale positions and industrial heat cannot establish absent activity, weapons attribution or human impact (pp. 2, 5-6).

The Last Mile Is Institutional: Why Thailand's Smart Cities Stall Between Monitoring and Action, and What One City Built to Cross It

Poon Thiengburanathum, Non Arkaraprasertkul · · NST Control Tower · v1

Nakhon Si Thammarat city and province · Provincial

Study details
Question
What can a city control-tower prototype connect, and which institutional links remain outside its authority?
Evidence
A participant case combining 216 catalogue datasets, dated provincial station snapshots and an operational audit. Its 47 adapters support source-labelled briefings and human verification (pp. 3-5).
Limitations
Two checks 145 minutes apart do not measure warning delay. Hydraulic and camera calibration, official receipt, adoption and public-safety outcomes remain unestablished (pp. 4-6).

From Strategic Foresight to Inspectable Decisions: A Provenance-Aware Scenario Console for Thailand's Economic Clusters

Poon Thiengburanathum, Non Arkaraprasertkul · · The Anchor Console · v1

Thailand; national economic clusters and regional analytical overlays · National

Study details
Question
How can a scenario console keep source claims, strategic judgments and executable conventions distinguishable?
Evidence
A pinned-code audit of eleven economic clusters and four conditional switches. Exhaustive enumeration produces 16 configurations and 176 cluster-state rows: 32 changed, 144 unchanged. A downloadable source supplement reproduces the results.
Limitations
A methods preprint draft, not a forecast or policy-impact evaluation. Complete underlying reports were unavailable for independent reading. Scores are judgments; one-step upgrades are conventions. Later statistical discrepancies do not prove original-vintage errors.

Four Gaps and One Chain: Where Thailand's Smart-City and Digital-Government Promotion Stops Short of Action

Poon Thiengburanathum, Non Arkaraprasertkul · · SCITI · v1

Thailand · National

Study details
Question
Do four common explanations for stalled Thai smart-city promotion survive contact with national data?
Evidence
Of 20 environment and safety headline projects in 21 endorsed city records, 15 stop at sensing and 2 name an alert (pp. 4-5). Certified provinces were not detectably more haze-exposed (delta -0.32, CI -0.61 to +0.01) (p. 5).
Limitations
Single-coder one-line titles, one-province audits, no outcome series, and authors who built the systems and work for the studied agency; procurement is untestable (pp. 7-8).

Democratizing Effective Decision-Making through Dashboard Building

Non Arkaraprasertkul · · Five city boards · v1

Five cities in Southeast and South Asia · Geography not established

Study details
Question
When AI agents make city dashboards cheap to build, what does it take for a public board to be fit to inform a decision?
Evidence
A comparison of five boards (six public surfaces) from their own rulebooks, dated records and tests. Five principles recur in all five; Table 3 lists 22 dated failures, seven of them invented content, each with the rule it produced (pp. 3, 6, 8-9).
Limitations
No repository records usage, adoption or any decision informed; all five boards are self-declared demonstrations. The author built the boards, the cases share code and rules, and four repositories were read from shallow clones (pp. 5, 10).

Preprints · Not peer-reviewed

Axiom X Co., Ltd. · Reg. 0105569099335 · Thailand · DBD registered

Operates as Axiom. Registered entity: Axiom X Co., Ltd. (Thailand).

Registered entity
Company name บริษัท แอคเซี่ยม เอ็กซ์ จำกัด
English name Axiom X Co., Ltd.
Registration no. 0105569099335
Registered 28 May 2026 (28 พ.ค. 2569)
Jurisdiction Kingdom of Thailand
Registered address 16 Soi Phahonyothin 59 Yaek 1, Anusawari, Bang Khen, Bangkok
Issuing authority Department of Business Development, Ministry of Commerce
Registered capital THB 1,000,000
Core business scope Technology, AI, digital systems, smart-city consulting, innovation services
Standards alignment
4 tiers · practice-based

We design and deliver against these frameworks. This is operational alignment — not a claim of formal ISO certification unless independently audited and stated.

Governance standards
Legal frameworks
  • PDPA — Thailand Personal Data Protection Act
  • GDPR — advisory alignment for EU-facing work
  • Sectoral privacy & trust guidelines
Ethics frameworks
Stack

Recommended reference stack: ISO/IEC 30173 + ISO 23247 + ISO/IEC 42001 + ISO/IEC 23894 + PDPA + GDPR

Alignment means we design and operate to these frameworks in our delivery practice. It does not imply formal certification, accreditation, or third-party audit unless explicitly stated and evidenced.

Work With Us
Bangkok · SE Asia

Tell us the decision. We'll show it working in two weeks.

Write one paragraph: the decision you need to make faster, who makes it, and where the data sits today. You'll get a clear yes, a clear no, or one sharper question back. No sales deck. No procurement warm-up.

01

Week 1 — the decision, the people and the data agreed on one page.

02

Week 2 — a working pilot on your existing and free public data. No new hardware to start.

03

From day one — every use and decision logged, so you scale only what is proven.