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I focus on researching the applications of multi-agent mechanisms and agent infrastructure.
When data breaks, agents just restate the symptom. AgentsMeristem walks the DataHub lineage to the root cause, writes it back as an incident, and runs as a local 7B any agent can call over MCP.
NightFettle is the AgentOps night shift: it health-checks AI agents, lets Codex repair degrading code in an isolated copy, benchmark-gates every change, and delivers a morning report.
A 24/7 autopilot for knowledge work on Qwen Cloud: watches sources, triages with qwen3.6-flash, deep-reads with qwen3.7-max — budget-capped, crash-safe, fully audited. ~$0.30/day, 30x cheaper.
Multi-Agents. 2M-token compliance analysis. Satellite imagery risk detection. Globot turns sudden supply chain chaos into confident decisions in 60 seconds.
