See the stack at work.

The 2026 series.

These entries are placeholders, not previews. Each video appears here when it is published.

1. 01 · To be recorded

   Zero to agent with CLIO Kit

   A clean machine to a working scientific agent: install CLIO Kit, connect an MCP client, and open a real HDF5 dataset.

   CLIO Kit
2. 02 · To be recorded

   EarthScope through the National Data Platform, 2026

   The NDP workflow rebuilt on the current releases: catalog search, staging, profiling, and plotting of GNSS data.

   Agents on the National Data PlatformCLIO KitCLIO Coder
3. 03 · To be recorded

   The HPC operator

   An agent submits and watches Slurm jobs, then reads the Darshan I/O profile to explain what the job did to the file system.

   CLIO KitCLIO Agent
4. 04 · To be recorded

   GPU payload offload

   CUDA kernels in CLIO Core write GPU-resident data into IOWarp and stage it through host memory and NVMe.

   GPU direct I/O and compressionCLIO Core GPU runtimeCLIO Core
5. 05 · To be recorded

   CLIO on DeltaAI and Aurora

   One Jarvis pipeline description deploys the same CLIO Core configuration on DeltaAI at NCSA and Aurora at Argonne.

   CLIO on national research systemsCLIO CoreJarvis
6. 06 · To be recorded

   Materio for materials research

   A materials question becomes a synthesis of the supplied literature, a map of the available lab, and a reviewed research plan.

   Agents in the materials workflowCLIO CoderMaterio and wtf-MS
7. 07 · To be recorded

   Memory across sessions

   CLIO Agent resumes a data investigation days later and recalls what it learned and where the data lives.

   CLIO AgentCLIO Core
8. 08 · To be recorded

   DOE Genesis: SPOTTER-AI and PORTUS

   CLIO Agent investigating provenance with the SPOTTER-AI team at Argonne, and CLIO Coder fleets working with the PORTUS team at PNNL.

   Provenance and integrity for AI-driven scienceAgentic workflows across HPC and cloudCLIO AgentCLIO Coder
9. 09 · To be recorded

   Fleet dispatch on a cluster

   CLIO Coder spreads bounded engineering tasks across workers on cluster nodes and returns reviewable run receipts.

   Agentic workflows across HPC and cloudCLIO Coder