# Hypersampling

> Parallel multi-sampling for synthesizing the best answer. Triggers: hypersampling, multi-sample, ensemble.

- **Type:** Skill
- **Install:** `agentstack add skill-kjx-talesofai-claude-skill-hypersampling-claude-skill-hypersampling`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [kjx-talesofai](https://agentstack.voostack.com/s/kjx-talesofai)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [kjx-talesofai](https://github.com/kjx-talesofai)
- **Source:** https://github.com/kjx-talesofai/claude-skill-hypersampling

## Install

```sh
agentstack add skill-kjx-talesofai-claude-skill-hypersampling-claude-skill-hypersampling
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Hypersampling

## Overview

Hypersampling generates K independent answers to a question in parallel, then synthesizes the best outcome by combining insights from all samples.

## Workflow

### 1. Parse Parameters

Extract from the user's request:
- **Question**: The problem/question to answer
- **K**: Number of parallel samples (default: 3 if not specified)

### 2. Spawn Parallel Tasks

Launch K parallel tasks using the Task tool. Each task:
- Receives the identical question
- Is a general-purpose subagent with no special instructions
- Independently generates an answer

Example for K=3:
```xml

  Hypersample answer 1/3
  Answer this question thoroughly: {question}
  general-purpose

  Hypersample answer 2/3
  Answer this question thoroughly: {question}
  general-purpose

  Hypersample answer 3/3
  Answer this question thoroughly: {question}
  general-purpose

```

### 3. Synthesize Results

Once all K tasks complete:

1. **Collect** all answers
2. **Analyze** for:
   - Common consensus points (high confidence)
   - Unique insights from each sample
   - Contradictions or alternative approaches
   - Best parts of each answer
3. **Synthesize** into a final answer that:
   - Prioritizes consensus (most reliable)
   - Incorporates valuable unique insights
   - Acknowledges uncertainty where answers diverge
   - Presents the strongest overall solution

### 4. Report to User

Present:
- The synthesized best answer
- Brief note on how many samples agreed on key points
- Optional: mention if significant alternative approaches were considered

## Example Usage

**User**: "Hypersample: What's the best way to learn Python?"

**Action**:
1. Launch 3 parallel tasks with "What's the best way to learn Python?"
2. Receive 3 different learning path suggestions
3. Synthesize: Combine the common elements (practice, projects) + best unique insights from each
4. Report comprehensive learning roadmap

## Notes

- Higher K (5-7) for complex/multi-faceted questions
- Lower K (2-3) for straightforward questions
- Synthesis should be selective, not exhaustive - prioritize quality over comprehensiveness

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [kjx-talesofai](https://github.com/kjx-talesofai)
- **Source:** [kjx-talesofai/claude-skill-hypersampling](https://github.com/kjx-talesofai/claude-skill-hypersampling)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-kjx-talesofai-claude-skill-hypersampling-claude-skill-hypersampling
- Seller: https://agentstack.voostack.com/s/kjx-talesofai
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.