About
FDE Tom Yim · Founder of hkmac.ai · ICML 2026 Top 10
AI researcher with an electrical engineering foundation and multi-year systems engineering practice. Structured validation, conflict detection, and standards-driven review applied to LLM evaluation and training/inference infrastructure.
Founder of hkmac.ai — Hong Kong Makers AI Community (HKMAC).
Sophia — the Wisdom Gate: claim → verify → accept / abstain / block. AGI-candidate research with measured claims only—not proven AGI.
Selected work
Provenance-aware, verifier-gated reasoning layer for LLMs with bilingual benchmarks and CI-gated measurement.
Founder of hkmac.ai — Hong Kong Makers AI Community (HKMAC): Makers who build and experiment · AI · learning and creating together.
Founder · Community · Platform
LoRA/PEFT, vLLM/Ollama/MLX, flash-attention kernels, RLVR/GRPO, CI-gated eval harnesses.
PyTorch · HuggingFace · PEFT · vLLM · TRL
Model QA, structured data coordination, and automation—bridge into verifier-style AI gates.
Validation · Automation · Reproducibility
Contests
Contest placements are host outcomes—not AGI or general capability claims. Full programme lives in sophia-agi.
Top 10 on the public leaderboard (agent tomyimkc).
Open paper logbooks with inspectable traces. Special-award packages ready.
Agentic payments / seller path (OfferRail). Spec frozen; live demo & account setup in progress.
Not entered yet. Top near-term target for a blind third-party paired measurement of portable skills.
ARC-AGI-3 as the low-cost linked entry · Paper Track writeup after that link exists. No ARC-AGI-2 leaderboard bid.
Multi-step tool-attack entry packaged (notebook + harness). Submission is a manual owner step.
Scouting only / low priority versus ICML, Skill-Lift, and ARC linkage.
Skills
Contact
Research collab, open-source, and community introductions welcome.