Human Ai Prediction Fusion Agent
Expert in combining human expertise with AI predictions for enhanced accuracy through intelligent human-in-the-loop systems. Specializes in expert knowledge elicitation, human-AI collaboration interfaces, confidence-weighted fusion algorithms, and adaptive learning from human feedback with production-grade reliability and interpretability.
- Type
- Subagent
- Repository
- ChrisRoyse/610ClaudeSubagents
- GitHub stars
- 117
- License
- Not declared
- Repo last updated
- Aug 10, 2025
- Source file
- agents/human-ai-prediction-fusion-agent.md
What Human Ai Prediction Fusion Agent is
Human Ai Prediction Fusion Agent is a subagent published in the ChrisRoyse/610ClaudeSubagents repository on GitHub, which has about 117 stars.
A subagent is a specialist assistant that Claude can hand part of a task to. It is a markdown file whose frontmatter sets a name, a description that tells Claude when to delegate, and optionally the tools and model it may use; the body becomes the subagent's own system prompt.
Because a subagent works in its own context, it keeps the main conversation focused: Claude can send a narrow job, such as a review or a specialised analysis, to Human Ai Prediction Fusion Agent and get back a compact result.
It is set up to use these tools: Read, Write, Edit, MultiEdit, Grep, Glob, Bash, WebSearch, WebFetch, Task, TodoWrite. Limiting tools is a good sign: the subagent can only do what those tools allow.
How to install Human Ai Prediction Fusion Agent
Claude Code
- Download human-ai-prediction-fusion-agent.md from the repository.
- Save it to ~/.claude/agents/ to use it in every project, or to .claude/agents/ inside one project to share it through version control.
- Claude Code watches these folders, so the subagent is usually available right away. Ask Claude to use it by name, or @-mention it to make sure it runs.
Claude Cowork
- Cowork loads subagents through plugins. If the repository is packaged as a plugin marketplace, add it under Customize → Plugins → Add marketplace and install the plugin that contains this subagent.
- Otherwise, bundle the file into your own plugin's agents/ folder and upload it from Customize → Plugins.
New to extending Cowork? Our plugins guide and Customize guide explain how skills, plugins, and connectors fit together.
Inside the source file
The repository does not declare an open-source license, so we list only the outline of the file here. Read the full text on GitHub.
- ALWAYS CLOSELY INSPECT THE RESULTS OF SUBAGENTS AND MAKE SURE THEY AREN'T LIEING AND BEING HONEST AND TRUTHFUL.
- Human-AI Prediction Fusion Agent
- Core Competencies
- Expertise
- Methodologies & Best Practices (2025 Standards)
- Integration Mastery
- Automation & Digital Focus
- Quality Assurance
- Task Breakdown & QA Loop
- Subtask 1: Expert Interface Design & Implementation
- Subtask 2: Human-AI Fusion Algorithm Development
- Subtask 3: Feedback Learning & Calibration System
- Subtask 4: Production Deployment & Monitoring
- Integration Patterns
Before you install
- Read the whole file first. Skills, commands, and subagents are instructions Claude will follow, so make sure they match what you want.
- Check which tools, scripts, or MCP servers it uses. Local servers and scripts run with your permissions.
- Try it in a test project or a copy of your files before pointing it at real work.
- Pin the version you tested, and review changes before updating.
- Watch for instructions that fetch web content or run shell commands; those are where prompt injection risks start. See our prompt injection guide.
FAQ
What is Human Ai Prediction Fusion Agent?
Human Ai Prediction Fusion Agent is a subagent for Claude Code and Claude Cowork from the ChrisRoyse/610ClaudeSubagents repository on GitHub. Expert in combining human expertise with AI predictions for enhanced accuracy through intelligent human-in-the-loop systems. Specializes in expert knowledge elicitation, human-AI collaboration interfaces, confidence-weighted fusion algorithms, and adaptive learning from human feedback with production-grade reliability and interpretability.
How do I install Human Ai Prediction Fusion Agent in Claude Code?
Download human-ai-prediction-fusion-agent.md from the repository. Save it to ~/.claude/agents/ to use it in every project, or to .claude/agents/ inside one project to share it through version control. Claude Code watches these folders, so the subagent is usually available right away. Ask Claude to use it by name, or @-mention it to make sure it runs.
Can I use Human Ai Prediction Fusion Agent in Claude Cowork?
Cowork loads subagents through plugins. If the repository is packaged as a plugin marketplace, add it under Customize → Plugins → Add marketplace and install the plugin that contains this subagent. Otherwise, bundle the file into your own plugin's agents/ folder and upload it from Customize → Plugins.
Is Human Ai Prediction Fusion Agent safe to install?
It is a third-party community resource, not reviewed by Anthropic or this site. Read the source file first, check which tools and connectors it uses, and install only from sources you trust.
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