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Case Study A: Live Legal Tech

Case Study A: Live Legal Tech Application with Emergent Swarm Principles   In a recent legal technology engagement, the author designed and deployed a production-grade application that implemented a precursor to the swarm agent model. The client—a firm focused on streamlining court filings, waiver forms, and appeals workflows—required an adaptive system capable of operating across fragmented jurisdictions and highly variable procedural rules. The solution employed modular task agents loosely coupled
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Swarm Agents

Abstract: Stateless Swarm Agent Architecture for Scalable, Privacy-Aligned AI This paper proposes a novel agentic architecture rooted in swarm principles, designed to enable scalable, stateless, and ephemeral computation for distributed AI systems. Diverging from traditional multi-agent paradigms that rely on persistent state, inter-agent communication, or shared memory contexts, we introduce a model in which agents function as deterministic, testable microservices. Each agent is instantiated transiently to perform a bounded computation
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Google Preview Reviews

Ever get the Urge to Query your own Name , the results can be interesting . Results will very between queries since results are generative but facts and yes hallucinations too are consistent. What Happens When You Google yourself Google Query: michelle cannon sub-lex medical Google Gemini Response: Michelle Cannon is associated with the Sub-Lex project, where she has explored innovative concepts such as applying frame-based expert systems to healthcare.
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Whales and investors

Whales can scare investors   One Mistake frequent with new Startup’s is to start with a team large enough to cover all their Project goals. A startup starting with a big team is only a good idea if you have a steady stream of funding. Many founders start with whales — large, workflow-driven projects. It’s great to have a good grasp on your ultimate goals, but such whales can scare
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