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CogFoundry is an AI Workload production system. Its focus is the production capability around AI execution: turning repeatable work into controlled workflows that can be run, observed, and reused. An AI Workload is the smallest production unit that may contain model calls, API calls, tool execution, and multiple workflow steps. This documentation uses that term consistently instead of treating every operation as an isolated prompt.

What is available in this documentation

The current public product surface centers on loomloom:
  • compile AI work into reusable intermediate representation;
  • package approved compiled systems as modular SkillBots;
  • run platform-maintained official templates;
  • create and version private templates with TemplateSpec;
  • use Excel workbooks as the default structured input experience;
  • submit JSON or JSONL through the CLI where supported;
  • monitor runs and retrieve result workbooks and generated artifacts;
  • discover, run, publish, and manage Market SkillBots;
  • install a SkillBot or private template version as a local Agent Skill wrapper;
  • select from the models currently available for text, image, and video generation.
Execution is performed by the configured remote loomloom service. loomloom v0.2.1 includes preset Server profiles for ShengSuanYun and CogFoundry, and can register a compatible custom Server after verification. The CLI and Agent Skill packages act as local clients for the selected hosted execution service.

Product principles

This site documents capabilities that can be verified through the current loomloom command or service workflow.

See the current product map

Review how loomloom, templates, models, runs, artifacts, and the Market fit together.