Autonomous Science - IoT Digital Twin PLM

AI for Science Landscape 2026: Periodic Labs, Lila Sciences, and the Self-Driving-Lab Race

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

A 2026 map of the AI-for-science landscape: Periodic Labs, Lila Sciences, Berkeley A-Lab, Emerald Cloud Lab, and academic SDLs — capital, technical approach, moats, and honest caveats.

The Autonomous Materials-Discovery Pipeline: Closed-Loop Synthesis and Characterization (2026)

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

Inside an autonomous materials-discovery pipeline: ML screening, robotic synthesis, automated characterization, and the learning loop — plus an honest look at the A-Lab novelty debate.

The AI Scientist Architecture: LLM Planners That Generate Hypotheses and Dispatch Experiments (2026)

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

How an AI scientist works: an LLM planner that generates hypotheses, decomposes goals, calls simulators and tools, dispatches to a lab, and verifies results — with memory and guardrails.

Bayesian Optimization for Autonomous Experiments: The Planner Inside a Self-Driving Lab (2026)

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

How Bayesian optimization and active learning plan physical experiments: surrogate models, acquisition functions, batch/parallel design, and cost-aware search over a real design space.

Self-Driving Lab Architecture: The Closed Loop That Runs Experiments (2026)

By MPRAUTO MPRAUTO July 12, 2026TechNo Comments

A reference architecture for self-driving labs: the design-make-measure-learn closed loop, orchestration, safety interlocks, and human-in-the-loop control for autonomous experimentation.

AI for Science Landscape 2026: Periodic Labs, Lila Sciences, and the Self-Driving-Lab Race

The Autonomous Materials-Discovery Pipeline: Closed-Loop Synthesis and Characterization (2026)

The AI Scientist Architecture: LLM Planners That Generate Hypotheses and Dispatch Experiments (2026)

Bayesian Optimization for Autonomous Experiments: The Planner Inside a Self-Driving Lab (2026)

Self-Driving Lab Architecture: The Closed Loop That Runs Experiments (2026)

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