Gemini 3 Hackathon Entry
Explore once.
Exploit next.
An agent harness that turns trial-and-error into reusable skills.
Don't have a key? Get one free from Google AI Studio
tsugi.exe
Run 1: Exploration
Trial-and-error, research, learning.
0.0s
Ready to start...
Run 2: Exploitation
Direct execution, no research.
0.0s
Waiting for optimized skill...
Never waste an experience.
tsugi enables an agent to memorize procedures, not facts.
STEP 01
Execute
The agent attempts a task out of the box. It might detour and self-correct.
STEP 02
Learn
Upon success, tsugi analyzes the trace. It strips away the dead ends and identifies the critical path.
STEP 03
Reuse
The successful procedure is codified into a skill. Next time, the agent retrieves this skill.
STEP 04
Compound
Agents build a library of executable capabilities that grows over time.
BUILT WITH
Gemini 3
Core LLMGoogle AI Studio
DesignVercel
AI SDK & HostingClaude Code
DevelopmentBraintrust
Observability