Dynamic Prompts

Use beforeModelCall middleware to inject context, conditionally modify instructions, react to conversation state, and filter tools — all without any new config concepts.

Runtime context injection

Inject dynamic data into the conversation before each model call. Useful for providing current project state, timestamps, or external data.

// middleware/inject-context.ts
export default async (ctx) => {
  const gitBranch = await Bun.$`git branch --show-current`.text()
  const todos = await Bun.$`grep -r "TODO" src/ --count`.text().catch(() => 'none')

  ctx.request.messages.push({
    role: 'system',
    content: [
      `Current time: ${new Date().toISOString()}`,
      `Git branch: ${gitBranch.trim()}`,
      `Open TODOs: ${todos.trim()}`,
    ].join('\n'),
  })
}

# ra.config.yml
middleware:
  beforeModelCall:
    - "./middleware/inject-context.ts"

This runs before every model call, so the agent always sees fresh context.

Conditional prompt sections

Add or remove instructions based on what tools are available, how far into the conversation you are, or any other condition.

// middleware/conditional-instructions.ts
export default async (ctx) => {
  const hasWriteTools = ctx.request.tools?.some(t => t.name.startsWith('write_'))
  const isFirstCall = ctx.loop.iteration === 0

  const sections: string[] = []

  if (hasWriteTools) {
    sections.push('You have write access. Always create a backup before modifying files.')
  }

  if (isFirstCall) {
    sections.push('Start by understanding the request fully before taking action.')
  }

  if (sections.length > 0) {
    ctx.request.messages.push({
      role: 'system',
      content: sections.join('\n\n'),
    })
  }
}

middleware:
  beforeModelCall:
    - "./middleware/conditional-instructions.ts"

Reactive prompt adaptation

Modify behavior based on what's happened in the conversation — tool failures, long-running loops, repeated patterns.

// middleware/adaptive.ts
export default async (ctx) => {
  const messages = ctx.loop.messages
  const instructions: string[] = []

  // Detect recent tool errors
  const recentTools = messages.filter(m => m.role === 'tool').slice(-3)
  const hasRecentError = recentTools.some(m =>
    typeof m.content === 'string' && m.content.includes('error')
  )

  if (hasRecentError) {
    instructions.push(
      'A recent tool call failed. Review the error message carefully before retrying. ' +
      'Consider a different approach if the same tool has failed multiple times.'
    )
  }

  // Encourage wrapping up after many iterations
  if (ctx.loop.iteration > 8) {
    instructions.push(
      'You have been iterating for a while. Consider summarizing your progress ' +
      'and presenting what you have so far.'
    )
  }

  if (instructions.length > 0) {
    ctx.request.messages.push({
      role: 'system',
      content: instructions.join('\n\n'),
    })
  }
}

middleware:
  beforeModelCall:
    - "./middleware/adaptive.ts"

Dynamic tool filtering

Control which tools the model can use based on conversation context. Useful for progressive disclosure, safety guardrails, or role-based access.

// middleware/filter-tools.ts
export default async (ctx) => {
  if (!ctx.request.tools) return

  // Remove destructive tools in the first iteration (let the agent plan first)
  if (ctx.loop.iteration === 0) {
    ctx.request.tools = ctx.request.tools.filter(
      t => !['delete_file', 'execute_command'].includes(t.name)
    )
    return
  }

  // After 3 failed tool calls, restrict to read-only tools
  const toolMessages = ctx.loop.messages.filter(m => m.role === 'tool')
  const recentErrors = toolMessages.slice(-3).filter(m =>
    typeof m.content === 'string' && m.content.includes('error')
  )

  if (recentErrors.length >= 3) {
    ctx.request.tools = ctx.request.tools.filter(
      t => t.name.startsWith('read_') || t.name.startsWith('search_')
    )
    ctx.request.messages.push({
      role: 'system',
      content: 'Multiple tool calls have failed. Restricted to read-only tools. ' +
               'Analyze the situation before attempting writes again.',
    })
  }
}

middleware:
  beforeModelCall:
    - "./middleware/filter-tools.ts"

Composing multiple dynamic prompts

Middleware runs in array order, so you can layer concerns:

middleware:
  beforeModelCall:
    - "./middleware/inject-context.ts"
    - "./middleware/conditional-instructions.ts"
    - "./middleware/adaptive.ts"
    - "./middleware/filter-tools.ts"

Each middleware independently reads and modifies the request. Keep each focused on one concern.

See also

• Middleware — all hook types and context shapes
• Context Control — built-in context management
• Recipes — more usage patterns