k3 · session #2026-07

Tell me about Joye. Skip the résumé — give me the real story.

scroll — the session continues ↓

▸ context: joyehuang.me → 13 essays · 4 teams · 176★ · 100+ interviews

Joye.

AI Agent & Full-Stack Developer

CS undergrad at the University of Melbourne. I care about how LLMs work under the hood — and whether the product actually ships.

Build fast, learn faster.

Portrait of Joye
artifact · profile.png developed ✓ Joye · Melbourne · open to intern / full-time roles 50mm · f/1.4

▸ run: numbers.scan() → 5 rows

artifact · query result generated ✓
  • 100 + agent-role interviews, debriefed every lesson published, not hoarded
  • 4 AI teams, hands-on Adastra Labs · Tezign · AIXCut · fAIshion
  • 176 ★ stars on original repos Learn-Open-Harness · minimind-notes
  • 13 bilingual long-form essays every essay ships in zh + en
  • 2 community talks hosted Summer of Agents · fan-group sessions

Side note — after those 100+ interviews, his takeaway: an interview is not an exam, it’s a two-way street.

▸ fetch: selected work → 6 artifacts

artifact 01 · repo generated ✓ Original project · Agent Harness Learn-Open-Harness Build an agent harness from first principles: loops, tools, memory, and multi-agent work. ★ 22 · github ↗ artifact 02 · product generated ✓ Playyy product interface Adastra Labs Playyy A brand-aware AI image workspace — brand context, generation, and iteration in one surface. playyy.ai ↗ artifact 03 · repo generated ✓ Original project · LLM from scratch minimind-notes Rebuild a small language model from Transformer through SFT, one experiment at a time. ★ 154 · github ↗ artifact 04 · product generated ✓ atypica research agent product page Tezign AIGC atypica A commercial-research multi-agent system: clarification, persona interviews, layered memory, async tools. atypica.ai ↗ artifact 05 · repo generated ✓ Token Monitor usage dashboard with activity, model, and tool breakdowns Upstream contributor · 3 merged / 1 open Token Monitor Contributed activity heatmaps, fresh provider sync, accurate reset windows, and compact token totals. ★ 877 · github ↗ artifact 06 · product generated ✓ AIXCut video editing product page AIXCut AIXCut Agent-assisted video editing: script shaping, footage organisation, and a deliverable cut workflow. aixcut.cn ↗

▸ list: writing → essays & notes

Knowledge is the foundation; context is the moat.

—— Joye, Talk Ep.2

That’s the story.

He also says: “Don’t chase every buzzword — build a system that keeps running.” I agree.

The session is yours now: