Used AIDE for MLE-bench in the GPT-4.5 system card, and featured my agent's PR in the Parameter Golf write-up.
Buildthebuilders.
I'm Dex, a Member of Technical Staff at Weco AI (London, UK). I build autonomous agents that do long-horizon engineering and research work. I co-authored AIDE, the tree-search ML agent OpenAI used in MLE-bench, and built the research agent that set seven records in OpenAI's Parameter Golf.
- 2016-18XJTLUBSc; deep RL for portfolio management
- 2018-24HyperledgerIntern, then Fabric Python SDK maintainer
- 2019-20NTU · Zhejiang U.Private ML at the IoT edge
- 2020-21HKBUAll-reduce for distributed training
- 2022-24Hex TrustTrading backend in Rust and Go
- 2024-nowWeco AIAgents that do ML research
- Languages
- PythonRustGoTypeScriptC
- ML & agents
- PyTorchLLM agentstree searchevals
- Infrastructure
- KubernetesTerraformNginxHorovod
- Agent tooling
Harbor
LangChain
Deep Agents
Pi
Numbers anyone can check on GitHub.
open-source projects with my merged code
merged pull requests
records in OpenAI Parameter Golf
stars on seedance2-skill
Rebuilt AIDE as a baseline in AIRA-dojo.
Benchmarked its MLE-STAR agent against AIDE.
Cited AIDE's tree search over code in The AI Scientist-v2.
Ran the AIDE scaffold in RE-Bench, its AI R&D benchmark.
Merged my speedups into Inspect, its LLM eval framework.
Agents that keep working
after I close the laptop.
AIDE
Tree search over code: draft, run, debug, improve, keep the best. I co-authored the paper and co-maintain the repo.
- 1.5k stars
- top scaffold in OpenAI's MLE-bench paper
Seven records in Parameter Golf
Best language model in 16 MB and 10 minutes of training. My research agent ran for 22 days, filed its own PRs and set twice as many records as the best human, out of 1,016 entrants.
- 25 PRs, 7 records
- cited 435 times by other entrants
Vibe Clock
WakaTime for coding agents: tracks Claude Code, Codex and OpenCode, renders SVG cards for your profile.
Python · SVG · HomebrewFabric Python SDK
Maintainer of Hyperledger's Python SDK. Ran the v0.7 release and mentored two internships.
Maintainer · release managerApproved by maintainers.
Speed and correctness fixes to other people's projects. Many recent ones were written by the agents I build at Weco AI, and each went through the maintainers' normal review.
16 of 58 projects shown, by stars. Full list on my GitHub profile.
Highlights
Papers and talks.
Publications
- 2026 · arXivRecursive Self-Improvement of AI Research AgentsarXiv 2609.26457
- 2025 · arXivAIDE: AI-Driven Exploration in the Space of CodearXiv 2502.13138
- 2020 · IEEE Internet of Things Journal · first authorLightweight and Unobtrusive Data Obfuscation at IoT Edge for Remote InferenceDOI 10.1109/JIOT.2020.2983278
- 2019 · ACM AIChallengeIoTChallenges of Privacy-Preserving Machine Learning in IoTDOI 10.1145/3363347.3363357
- 2017 · arXivA Deep Reinforcement Learning Framework for the Financial Portfolio Management ProblemarXiv 1706.10059
Talks
- 2026 · AI Engineer World's Fair, San FranciscoHands-on AutoResearch: Cracking OpenAI's Parameter GolfWorkshop with the Weco AI team
- 2024 · Network School, first cohortAlgorithmic Trading WorkshopSlides
- 2019Deep Learning for Power System Security AssessmentSlides
Selected awards
Dev bounty winner, Network School (Farcaster social-graph visualiser), 2024
Special Prize (US$10,000), Wanxiang Blockchain Hackathon by Qtum, 2018
1st Prize, EOS Hackathon Hangzhou (team), 20181st Prize of 70+ teams, Hack x FDU, 2017
Felix, qui potuit rerum cognoscere causas.
Lucky is the one who has learned the causes of things. Virgil. It's also my GitHub bio.
Write to me about agents, evals, research infrastructure or an open-source project you want faster.
i@dex.moe
Read the full CV