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This article details DexOS, a novel AI agent architecture that uses a local cryptographic governance runtime and state machine to prevent agent drift, rejecting reliance on system prompts and RLHF.
This article provides an end-to-end example of a durable AI agent using Google's Gemini Enterprise Agent Platform. It covers patterns for state machines, event-driven agents, and multi-agent delegation for long-running tasks like employee onboarding.
PreAct compiles successful agent runs into small state-machine programs, enabling 8.5-13x faster replay on repeated tasks without per-step language model calls, with runtime screen checks to ensure correctness.
A developer built Theodosia, a tool that uses a state machine as an MCP adapter to enforce legal transitions in agent workflows, preventing incorrect completions and providing a hash-chained ledger of steps.
This paper presents Autopilot, an execution model for long-horizon LLM agents that enforces honest termination by externalizing state into a gated finite-state machine. It provides a theoretical guarantee against fabricated success and demonstrates significantly lower fabrication rates compared to Reflexion and StateFlow in empirical evaluations.
The article distinguishes between reusable knowledge (durable context) and operational memory (task state) as essential components for building proactive AI agents that can follow through on complex tasks.
BotCircuits Agent is an open-source framework that introduces a Workflow-native Agent Loop architecture, splitting deterministic state-machine navigation from targeted LLM execution to reduce deviations and token costs.
SDOF is a framework that treats multi-agent execution as a constrained state machine, using an online-RLHF specialized intent router and state-aware dispatcher to enforce business process stage constraints, achieving 86.5% task completion on a recruitment system with 6,000+ enterprises.
Duetchat introduces Duet Agent, a new harness for running long-duration AI agent tasks with state machine relay, memory compaction, and a stateless runner for sandboxes.