https://cognaptus.com/tags/react/ Recent content in ReAct on Cognaptus Hugo -- 0.145.0 en-us Wed, 04 Mar 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-03-04-think-then-do-why-react-turned-llms-into-real-agents/ Wed, 04 Mar 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-03-04-think-then-do-why-react-turned-llms-into-real-agents/ A mechanism-first reading of ReAct, the prompting framework that turned language models from passive answer generators into inspectable tool-using agents. https://cognaptus.com/blog/2026-02-14-consistency-is-not-a-coincidence-when-llm-agents-disagree-with-themselves/ Sat, 14 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-14-consistency-is-not-a-coincidence-when-llm-agents-disagree-with-themselves/ A paper on behavioral consistency shows why repeated agent trajectories can become an early warning signal for enterprise AI reliability. https://cognaptus.com/blog/2026-02-02-agentic-systems-need-architecture-not-vibes/ Mon, 02 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-02-agentic-systems-need-architecture-not-vibes/ A mechanism-first reading of why reliable AI agents need subsystem architecture, reusable design patterns, and clearer diagnosis than another enthusiastic list of agent tricks. https://cognaptus.com/blog/2025-10-23-beyond-utility-when-llm-agents-start-dreaming-their-own-tasks/ Thu, 23 Oct 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-10-23-beyond-utility-when-llm-agents-start-dreaming-their-own-tasks/ A mechanism-first look at how open-ended LLM agents move from task execution to task generation—and why that is not the same as autonomy. https://cognaptus.com/blog/2025-09-20-org-charts-for-robots-what-agentarch-really-tells-us-about-enterprise-ai/ Sat, 20 Sep 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-09-20-org-charts-for-robots-what-agentarch-really-tells-us-about-enterprise-ai/ ServiceNow’s AgentArch benchmark turns agent architecture from vendor folklore into an empirical design problem for enterprise automation. https://cognaptus.com/blog/2025-08-25-react-without-the-chaos-agentscope-10-turns-tools-into-strategy/ Mon, 25 Aug 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-08-25-react-without-the-chaos-agentscope-10-turns-tools-into-strategy/ AgentScope 1.0 shows how tool-using agents become more operationally credible when ReAct is wrapped in disciplined abstractions, tracing, evaluation, and runtime isolation. https://cognaptus.com/blog/2025-08-23-who-sees-what-who-pays-the-cost-teaching-agents-to-see-through-others-eyes/ Sat, 23 Aug 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-08-23-who-sees-what-who-pays-the-cost-teaching-agents-to-see-through-others-eyes/ Structured planner-derived examples help LLM agents with simple shared-visibility filtering, but the harder business problem is belief tracking and pricing the cost of information. https://cognaptus.com/blog/2025-05-18-plans-before-action-what-xagent-can-learn-from-preacts-cognitive-blueprint/ Sun, 18 May 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-05-18-plans-before-action-what-xagent-can-learn-from-preacts-cognitive-blueprint/ Pre-Act shows that enterprise agents need explicit planning state, not just one-step tool reasoning, if they are expected to survive real workflows.