cyberneticlibrary

Research AI framework best practices

gsd-ai-researchersubagentsetup L211
vamseeachanta/workspace-hub
What it does

Document AI framework best practices

Best for

Teams building AI systems who need framework-specific best practices.

Inputs
  • · task prompt
  • · context files
Outputs
  • · analysis
  • · report
  • · recommendations
Requires
  • · Bash
  • · Edit
  • · Glob
  • · Grep
  • · Read
  • · WebFetch
  • · WebSearch
  • · Write
  • · mcp__context7__
  • · mcp__context7__*
  • · mcp__context7__get
  • · mcp__context7__resolve
Preconditions

Task/prompt with clear scope and context

Failure modes
  • · Misalignment with caller expectations
  • · Missing context or incomplete specifications
  • · Insufficient permissions or tool access
Trust signals
  • · Includes validation patterns
  • · Clear tool dependencies specified