TOPIC INTELLIGENCE
Agent systems, agentic workflows, APIs and products that act across multi-step tasks.
LATEST DEVELOPMENT
OpenAI introduced BioBasicsBench on November 6, 2026 with biotech partner Ligo, using 100 routine wet-lab tasks built from raw scientific evidence. At the highest compared reasoning setting GPT-6 Astra earned 66.7% mean rubric credit versus 43.8% for GPT-5.6 Sol. These are partial-credit benchmark averages, not percentages of experiments safely completed without scientific oversight.
Open latest signal ↗Understand Model Context Protocol architecture, tools, resources, prompts, OAuth, security and production deployment.
Understand agentic AI, how agents actually work, real use cases, tools, memory, autonomy and the difference from chatbots.
Design orchestrators, specialist agents, MCP tools, memory, verification and human approval as one production system.
Identity, tool boundaries, MCP, sandboxing and human approval.
Understand direct and indirect injection before expanding agent autonomy.