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Copy file name to clipboardExpand all lines: features.md
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permalink: /features/
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mini-a packs a comprehensive set of features into a minimalist framework. This page covers everything from model selection and cost optimization to security, tooling, and output formats.
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mini-a packs a comprehensive set of features into a minimalist framework. This page covers everything from model selection and cost optimization to multi-agent orchestration, security, tooling, and output formats.
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## Planning & Delegation
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## Planning & Multi-Agent Delegation
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For complex goals, mini-a can **plan** a series of steps before executing them, and optionally **delegate** subtasks to child agents or remote workers.
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Think of delegation as an orchestration layer: one parent agent manages task decomposition, parallel execution, and result aggregation across multiple workers.
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### Planning Styles
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| Style | Description |
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Delegation also works with remote workers — the main agent can send subtasks to mini-a instances running in worker mode on other machines.
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### Orchestration Pattern
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Use this pattern when you want mini-a to coordinate multiple agents for larger workloads:
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1. Start one or more worker instances (`mini-a worker=true workerport=9090`).
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2. Run a parent agent with planning and delegation enabled.
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3. Set concurrency limits so execution stays predictable.
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4. Let the parent combine worker outputs into a single final result.
Copy file name to clipboardExpand all lines: use-cases.md
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# Real-World Use Cases
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mini-a is designed to be flexible enough for a wide range of tasks. Below are eight practical scenarios that demonstrate how to leverage the framework in real-world workflows, from DevOps automation to cost-optimized enterprise deployments.
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mini-a is designed to be flexible enough for a wide range of tasks. Below are nine practical scenarios that demonstrate how to leverage the framework in real-world workflows, from DevOps automation to cost-optimized enterprise deployments.
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When incident volume spikes, triage work often spans multiple systems: logs, tickets, deployment history, and service dashboards. mini-a delegation lets a parent agent orchestrate specialized child agents in parallel, then merge their outputs into one coordinated response plan.
goal='Investigate the last 24h production incidents, identify top root causes, and propose a prioritized remediation plan'
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```
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### How It Works
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1. The parent agent builds a validated plan (`planstyle=validate`) and identifies independent workstreams.
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2. Delegation dispatches sub-tasks to local child agents and remote workers listed in `workers`.
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3. Worker agents run in parallel (bounded by `maxconcurrent`) and return structured intermediate results.
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4. The parent agent reconciles overlaps, resolves conflicts, and produces one final triage report with next actions.
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### Expected Behavior
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The final output contains grouped root causes (for example deploy regressions, infra saturation, and dependency outages), confidence levels, and a prioritized remediation queue with owners and suggested follow-up checks. Compared to fully serial triage, parallel delegation shortens time-to-report while keeping one coherent, centralized result.
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