Research
Technical work translated into deployable ideas
Research at MAPLE-GLOBAL spans system design, evaluation, and deployment guidance for teams operating AI in the real world.
Latest research
Recent papers and system notes
Browse system notes, technical papers, and applied writing with enough context to understand where each piece fits.

Research
System card for MAPLE Reasoning 1
A practical overview of capabilities, failure modes, and deployment safeguards for our reasoning model.
Dec 5, 2025·8 min read

Research
Training specialist models on domain-rich corpora
A playbook for balancing breadth, precision, and retrieval when models learn from deep specialist material.
Nov 12, 2025·7 min read

Research
Designing scientific copilot workflows for real lab work
Scientific copilots succeed when they reduce coordination overhead and preserve traceability.
Oct 22, 2025·6 min read