KT.
Let's talk

Building at the edge of reality, software and AI

I build systems that make ambitious ideas real.

Developer, builder, and AI experimenter working across applications, large language models, vision models, and agentic workflows.

Explore my work Meet my hermes agents
KT / command-centerLIVE

$ hermes agents status

defaultOrchestratoronline
codySoftware engineeronline
aivoryAI researcheronline
alpha_sageFinancial, quant & macro analystonline

$

A personal AI team designed around how I work.

01 / ABOUT

Curious by default.
Practical by design.

I enjoy turning fuzzy, ambitious ideas into systems people can actually use. My work moves between product engineering, AI research, and hands-on experimentation.

This page is my discovery space as a problem-solver: a running log of what I’m building, what I’m learning, and the tools I’m shaping along the way.

02 / SELECTED WORK

A few things worth
opening up.

Live view of what I'm building and shipping on GitHub.

Live from GitHub

@Koktongkt
474contributions / year
68public repositories
Contribution activityPast 12 months
Pinned repositoriesView all

ai-trading-agent

AI Trading Agent on Hyperliquid

Python☆ 0⑂ 0

RAG-Chatbot-hybridsearch

Simple RAG chatbot that uses hybrid search of BM25 search and vector embedding sim search (ChromaDB's ANN).

Python☆ 0⑂ 0

Agentic_Multimodal_Rag

Agentic framework via Langgraph for Rag

Python☆ 1⑂ 0

TradingAgents

TradingAgents: Multi-Agents LLM Financial Trading Framework

Python☆ 0⑂ 0

tradey-desk

Tradey Desk: fail-closed paper-trading workflow (canonical proposal, deterministic sizing/levels, dual rubric review, shadow calibration). Code is public for review; operational ledgers stay private.

HTML☆ 2⑂ 0

tiny-planet

Vibe-Coded Life Simulation Game

JavaScript☆ 1⑂ 0
Recent activityPublic events
Pushed new commits totiny-planetOct 24, 2026Opened a pull request intiny-planetOct 24, 2026Pushed new commits totradey-deskOct 24, 2026Created branch intiny-planetOct 24, 2026Starredgamedev-skills/awesome-gamedev-agent-skillsOct 23, 2026

03 / MY AI SYSTEM

Not one assistant.
A small, focused team.

My Hermes setup separates orchestration, implementation, AI research, and financial analysis so each agent can stay close to the work it does best.

Nous ResearchPOWERING THE HERMES ECOSYSTEMExplore open-source AI from Nous Research.Models, research, and tools built to make advanced AI more open and useful.Visit Nous Research
01

@default

Orchestrator

Decomposes objectives and coordinates the system.

plan · route · review
02

@cody

Software engineer

Implements, tests, and ships full-stack work.

code · test · ship
03

@aivory

AI researcher

Investigates models, vision systems, and approaches.

search · compare · synthesize
04

@alpha_sage

Financial, quant & macro analyst

Evaluates opportunities through evidence, scenarios, and disciplined risk analysis.

fundamentals · macro · risk
IdeaDecomposeResearch + buildReviewWorking result

04 / NOW

Currently
in motion.

01

Building agentic portfolio management

02

Exploring durable multi-agent workflows

03

Improving how AI systems collaborate with people

05 / CONTACT

Have an interesting
problem?

I'm always interested in thoughtful software, AI experiments, and ambitious technical ideas to solve real world problems.

Start a conversation
+65 81610164