Jiayuan Zhou
iCode · our coding agent
iCode on GitHub
iCode agent profile
Each agent profile picks its own plugins.
A one-stop pipeline for agent research.
Agents as configurationtools, skills, MCP, memory
Mix models and agentsswap mid-session to compare
Programmable workflowsagent + code nodes, loops
Parallel analysisfan out, then merge findings
Headless batch runsscripted, repeatable runs
Trajectory analyticstime, tokens, findings
Your data is yours.No tracking · no data collection
telemetry off by default
Lingxi Advisor · procedural knowledge, mined three ways
from issue + patch
LingxiISSTA'26
Distinguished Paper
74.6%(Claude 4 Sonnet)
from trajectories
STAIR
81.2%(MiniMax M2.5)
from test outcomes
TestGRAD
84.2%(ensemble)
SWE-bench Verified · Pass@1
Evaluation Kit
Benchmarks
SWE-bench Prosupported
DeepSWEcoming soon
Techniques
Parallel deep analysisintegrated
Knowledge integrationcoming soon
plugs into
runs on
Lingxi Advisorprocedural knowledge, mined three waysLingxi74.6%STAIR81.2%TestGRAD84.2%SWE-bench Verified · Pass@1Tap for details
Evaluation KitSWE-bench ProDeepSWEParallel deep analysisKnowledge integrationavailablecoming soonTap for details
plugs into
runs on
iCode · our coding agentGitHubiCode agent profileA one-stop pipeline for agent research.Your data is yours.Tap for details