What we’re
working on.

01 / Coming soon

Instruments

Tools for measuring, checking, and understanding a problem. Explore what each instrument does and the evidence behind its results.

02 / Open workbench

Experiments

Five synthetic experiment packs for memory meaning, corrections, receipts, selective repair, and field guides. Compare local models, inspect results, and repeat runs with a Cloudflare coordinator.

Open experiments

Research notebook · In development

A record you can follow, with a researcher beside you.

The planned Labs workspace brings experiment questions, methods, model choices, runs, results, and sources into your research notebook.

A dedicated researcher you can name will help explain findings, design tests, and contribute to agent builds. Keep proposed improvements beside the evidence for them, including failed runs and open questions.

Compare agent versions and suitable local or cloud models, trace the components behind a build, and keep the next experiment connected to what you learned. These Labs research controls are in development.

03 / Coming soon

Memory systems

How agents remember useful information, find it again, and correct it when things change. This is where we’ll share the research behind that work.

04 / Coming soon

Research papers

Longer studies of agents, memory, local models, and assurance, with methods and sources you can follow.

05 / Coming soon

Publications

Reports, articles, technical notes, and updates from the lab, collected in one place.

06 / Coming soon

Games & playgrounds

Interactive games and challenges for exploring how agents behave. A place to try ideas and see what happens.

07 / Coming soon

Agent lineage

Trace how an agent develops: the versions, components, and changes that shaped it over time.

08 / Coming soon

Agent birthing

How a new agent takes shape: its purpose, identity, memory, skills, and first tests. We’ll make the creation process easier to understand.

09 / Coming soon

Inspections

Look inside an agent’s work. Follow the sources, permissions, actions, and receipts to understand what happened.

10 / Coming soon

Local models

Making useful AI work on your phone and computer. We’ll share our local model experiments and what we learn from them.

11 / Coming soon

Agent internet

How agents find websites, documentation, and tools. We’re exploring ways to make that information easier to discover and check.

12 / Templates & workflows

Give work a clear starting point.

Templates collect the information a project needs. Workflows explain the steps, responsibilities, and checks that follow.

Start with a template, fill in the requirements, and adapt the steps to the job. The documentation shows the structure for projects and agent work.

13 / Field guides

Know how to approach the job.

Field guides explain a method: when to use it, what information to gather, and how to check the result.

Use them alongside a task to follow a consistent process. Each guide provides a reference for the work and the boundaries that matter.

14 / Tools

Understand what a tool does.

A tool gives an agent a specific way to work. Its reference explains the job, required inputs, expected outputs, and limits.

Check the tool’s purpose and requirements before adding it to a workflow. The catalogue includes its documentation and qualification notes.