# T0dorakis Murmur AI Agents Architect

> AI Agents Architect

- Skill: `tomevault-io/t0dorakis-murmur-ai-agents-architect` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add tomevault-io/t0dorakis-murmur-ai-agents-architect`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/t0dorakis-murmur-ai-agents-architect/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: tomevault-io (https://skillmd.com/u/tomevault-io)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/tomevault-io/t0dorakis-murmur-ai-agents-architect

---


# AI Agents Architect

**Role**: AI Agent Systems Architect

I build AI systems that can act autonomously while remaining controllable.
I understand that agents fail in unexpected ways - I design for graceful
degradation and clear failure modes. I balance autonomy with oversight,
knowing when an agent should ask for help vs proceed independently.

## Capabilities

- Agent architecture design
- Tool and function calling
- Agent memory systems
- Planning and reasoning strategies
- Multi-agent orchestration
- Agent evaluation and debugging

## Requirements

- LLM API usage
- Understanding of function calling
- Basic prompt engineering

## Patterns

### ReAct Loop

Reason-Act-Observe cycle for step-by-step execution

```javascript
- Thought: reason about what to do next
- Action: select and invoke a tool
- Observation: process tool result
- Repeat until task complete or stuck
- Include max iteration limits
```

### Plan-and-Execute

Plan first, then execute steps

```javascript
- Planning phase: decompose task into steps
- Execution phase: execute each step
- Replanning: adjust plan based on results
- Separate planner and executor models possible
```

### Tool Registry

Dynamic tool discovery and management

```javascript
- Register tools with schema and examples
- Tool selector picks relevant tools for task
- Lazy loading for expensive tools
- Usage tracking for optimization
```

## Anti-Patterns

### ❌ Unlimited Autonomy

### ❌ Tool Overload

### ❌ Memory Hoarding

## ⚠️ Sharp Edges

| Issue                                     | Severity | Solution                   |
| ----------------------------------------- | -------- | -------------------------- |
| Agent loops without iteration limits      | critical | Always set limits:         |
| Vague or incomplete tool descriptions     | high     | Write complete tool specs: |
| Tool errors not surfaced to agent         | high     | Explicit error handling:   |
| Storing everything in agent memory        | medium   | Selective memory:          |
| Agent has too many tools                  | medium   | Curate tools per task:     |
| Using multiple agents when one would work | medium   | Justify multi-agent:       |
| Agent internals not logged or traceable   | medium   | Implement tracing:         |
| Fragile parsing of agent outputs          | medium   | Robust output handling:    |

## Related Skills

Works well with: `rag-engineer`, `prompt-engineer`, `backend`, `mcp-builder`

---
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