> ## Documentation Index
> Fetch the complete documentation index at: https://benchgen.com/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Your dedicated area for managing, building, and exploring AI agents on the UBOS platform.

# Welcome to Agentspace

Agentspace is your dedicated area for managing, building, and exploring AI agents on the UBOS platform.

Here you can:

* Discover new agent features
* Access guides and documentation
* Start building your own agents

Stay tuned for more updates and resources!

***

## Why Agentspace?

| Challenge Today                  | Impact                        | Agentspace Remedy                                 |
| -------------------------------- | ----------------------------- | ------------------------------------------------- |
| Ad‑hoc prompts + scripts         | Slow iteration, hard to share | Structured templates & onboarding                 |
| Re‑inventing capabilities        | Wasted cycles                 | Reusable Topics & Tools library                   |
| Hard to teach or evaluate agents | Unpredictable quality         | Built-in educational + assessment tools (Teacher) |
| Prototype → Production gap       | Experiments stall             | Roadmap to APIs, orchestration, metering          |

Agentspace collapses scattered workflows into a single lifecycle hub.

***

## Core Concepts

| Concept                      | Description                                           | Analogy                |
| ---------------------------- | ----------------------------------------------------- | ---------------------- |
| Agent                        | Configured AI persona with identity + abilities       | A staffed role         |
| Topic                        | A job domain that groups related tools & instructions | Department / function  |
| Tool                         | Executable action (explain, summarize, quiz, search)  | A skill or instrument  |
| Template                     | Reusable blueprint for a class of agents              | Playbook / starter kit |
| Reasoning Loop (forthcoming) | Plan → select topic → invoke tools → refine           | Workflow engine        |

***

## How It Works (High Level Flow)

1. You start in the **Onboarding Flow**: name, purpose, audience, tone.
2. Select or adapt a **Template** (e.g., Teacher Agent).
3. Attach **Topics** (Teaching, Knowledge Search, Support).
4. Each Topic exposes **Tools** the agent can call.
5. Interact via chat; refine prompts and metadata.
6. (Upcoming) Track usage, quality signals, and promote to production endpoints.

```
User Prompt ─▶ Agent Persona ─▶ Topic Selection ─▶ Tool Invocations ─▶ Response
                        ▲              │                 │
                        └──── Template / Instructions ───┘
```

***

## The Teacher Agent (Flagship Template)

A pedagogically structured template showcasing the learning loop:

| Tool              | Purpose                                         | Example Input                                                     | Example Output Key |
| ----------------- | ----------------------------------------------- | ----------------------------------------------------------------- | ------------------ |
| `explain_concept` | Adaptive explanation by audience level          | `{"topic":"Photosynthesis","audience":"10-year-old"}`             | `explanation`      |
| `summarize_text`  | Condense long passages into bullets / paragraph | `{"text":"...","format":"bullet points"}`                         | `summary`          |
| `quiz_me`         | Generate formative assessment                   | `{"topic":"Roman History","difficulty":"hard","num_questions":3}` | `quiz[]`           |

Loop: Explain → Reinforce (summarize / restate) → Assess (quiz) → Iterate.

Future extensions: spaced repetition, misconception detection, mastery scoring.

***

## Other Early Use Cases

| Use Case             | Description                                      | Starter Topic    |
| -------------------- | ------------------------------------------------ | ---------------- |
| Knowledge Navigator  | Semantic + structured KB search                  | Knowledge Search |
| Support Assistant    | FAQ + case triage + summarization                | Support Ops      |
| Research Synthesizer | Multi-source compare & merge summaries           | Research         |
| Domain Coach         | Role-specific micro-coaching (sales, compliance) | Coaching         |