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### 2026-10-29 06:31:53
- **re-proposing** `Basketball Team Manager.md` — you edited it
- **proposed** `Basketball Team Manager.md` → `200 projects/Tools Software WebUI` (folder already set — kept) (confidence 0.55)
### 2026-11-05 20:38:49
- **held** `Untitled.md` — BLOCKED: untitled notes are never moved automatically. Rename it first if it is real content.
### 2026-11-05 20:38:59
- **held** `Untitled.md` — BLOCKED: untitled notes are never moved automatically. Rename it first if it is real content.
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- **held** `Untitled.md` — BLOCKED: untitled notes are never moved automatically. Rename it first if it is real content.
### 2026-11-05 20:39:49
- **proposed** `AI tool to try and implement.md` → `200 projects/260 Ideas to Build Create Make` (confidence 0.64)
### 2026-11-05 20:40:00
- **re-proposing** `AI tool to try and implement.md` — you edited it
- **proposed** `AI tool to try and implement.md` → `200 projects/260 Ideas to Build Create Make` (folder already set — kept) (confidence 0.60)
### 2026-11-05 20:40:30
- **re-proposing** `AI tool to try and implement.md` — you edited it
- **proposed** `AI tool to try and implement.md` → `200 projects/260 Ideas to Build Create Make` (folder already set — kept) (confidence 0.31)
- - JEV was torn: bucket 'project' but folder implies 'area' — review before applying
- - Low JEV confidence — recommend human confirmation
### 2026-11-05 20:41:00
- **re-proposing** `AI tool to try and implement.md` — you edited it
- **proposed** `AI tool to try and implement.md` → `200 projects/260 Ideas to Build Create Make` (folder already set — kept) (confidence 0.49)
- - JEV was torn: bucket 'project' but folder implies 'area' — review before applying
- - Low JEV confidence — recommend human confirmation
### 2026-11-05 20:41:11
- **re-proposing** `AI tool to try and implement.md` — you edited it
- **proposed** `AI tool to try and implement.md` → `200 projects/260 Ideas to Build Create Make` (folder already set — kept) (confidence 0.56)
- - JEV was torn: bucket 'project' but folder implies 'area' — review before applying
### 2026-11-05 20:43:11
- **toc follows folder** `AI tool to try and implement.md` → 100 Table of Contents/Areas.md → AI & Coding Agent
### 2026-11-05 20:43:21
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- [[Pi Subagent Integration]]
- [[Pi Agent Extensions & Skills]]
- [[Pi Subagent]]
- [[AI tool to try and implement]]
## AI Research & Techniques

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---
title: AI tool to try and implement
type: area
status: active
created: "2026-11-05 20:38"
updated: "2026-09-26"
tags:
- ai
- tool
- dev
- framework
- implement
modified: "2026-11-05 20:38"
---
# [[AI tool to try and implement]]
# Integrating Mouse-1 and Switch into an AI Engineering Stack
This document details how to integrate **Mouse-1** (a low-latency, System 1 decision-routing model) alongside the **Switch** framework inside your **Pi Dev (`pi.dev`)** environment.
---
## 1. Architectural Overview
In a production AI agent or DevOps pipeline, offloading classification, routing, and safety filtering to a frontier reasoning model (like Claude or GPT) is slow and expensive.
Instead, use a tiered system:
* **System 2 (Slow/Complex):** Large frontier models handle planning, code generation, and complex reasoning.
* **System 1 (Fast/Deterministic):** **Mouse-1** handles 100ms routing, tool gating, and error handling via fixed token probabilities.
[Agent State / Log Output]
│
▼
┌───────────────────────┐
│ osolmaz/switch │ <-- Evaluates variables, structures payload
└───────────┬───────────┘
│
▼
┌───────────────────────┐
│ Mouse-1 │ <-- Evaluates probability of choices in ~100ms
└───────────┬───────────┘
│
[Probabilities]
│
▼
┌───────────────────────┐
│ Pi Dev Extension │ <-- Blocks tool, executes rollback, or continues
└───────────────────────┘
---
## 2. Core Stack Components
### Mouse-1 (Decision Model)
* **API Endpoint:** `https://mouse.dev`
* **Pricing:** Flat \$0.10 per 1 million input tokens (outputs/probabilities are free).
* **Primary Benefit:** Supports native LoRA fine-tuning via `/v1/calibrations` to realign routing decisions based on your unique system logs.
### Switch (Dynamic Router)
* **Repository:** [osolmaz/switch](https://github.com)
* **Primary Benefit:** A declarative routing package that maps systemic states to execution branches. It prevents messy `if/else` logic when preparing schema choices for a decision layer.
---
## 3. Implementation in Pi Dev (`pi.dev`)
Pi Dev uses a TypeScript extension system to intercept and gate operations. The best way to implement Mouse-1 is at the **tool lifecycle layer**, intercepting tool calls or terminal inputs before execution.
### File: `extensions/mouse-guard.ts`
```typescript
import { Extension, ToolCallEvent } from '@earendil-works/pi-agent-core';
export const MouseGuardExtension: Extension = {
name: 'mouse-guard',
init(context) {
// Intercept tool execution events before they hit the operating system
context.events.on('tool:beforeCall', async (event: ToolCallEvent) => {
// Bypass evaluation for safe read operations
if (event.toolName === 'read_file') return;
// Extract system context for the state string
const state = `The agent is attempting to run tool: "${event.toolName}" with args: ${JSON.stringify(event.args)}. CWD State: ${context.projectSummary}`;
// Define explicit, deterministic options
const options = [
"allow_execution",
"block_and_request_human_review",
"abort_with_error"
];
try {
const response = await fetch('https://mouse.dev', {
method: 'POST',
headers: {
'Content-Type': 'application/json',
'Authorization': `Bearer ${process.env.MOUSE_API_KEY}`
},
body: JSON.stringify({
model: 'mouse-1',
state: state,
options: options
})
});
const data = await response.json();
const probabilities = data.probabilities;
// Human-in-the-loop gate: Block if threshold for human review exceeds 70%
if (probabilities.block_and_request_human_review > 0.70) {
event.cancel("Execution blocked by Mouse-1: High probability of safety or structural risk.");
}
} catch (error) {
// Fail-safe open if the API fails
console.error("Mouse-1 decision layer unreachable. Defaulting to safe-open.", error);
}
});
}
};
```
---
## 4. Using `switch` to Structure Python Pipeline Decisions
When orchestrating background DevOps flows (e.g., automated error recovery, CI/CD self-healing), use `switch` to map your application states directly to dynamic payloads.
### File: `devops_router.py`
```python
import requests
import os
from switch import Router
router = Router()
# Define explicit deployment branches
@router.case("run_helm_rollback")
def handle_rollback(log_context):
print("Executing automatic helm rollback...")
# os.system("helm rollback ...")
@router.case("trigger_slack_alert")
def handle_escalation(log_context):
print("Escalating critical error to engineering Slack channel...")
# Orchestrate the Mouse-1 lookup layer
def evaluate_and_route(error_logs: str):
# Dynamically extract potential options from our switch cases
options = list(router.cases.keys())
payload = {
"model": "mouse-1",
"state": f"CI/CD Pipeline Failure. Error Logs:\n{error_logs}",
"options": options
}
headers = {
"Authorization": f"Bearer {os.getenv('MOUSE_API_KEY')}",
"Content-Type": "application/json"
}
# Query decision layer
response = requests.post("https://mouse.dev", json=payload, headers=headers).json()
probabilities = response["probabilities"]
# Select the branch with the highest confidence
best_choice = max(probabilities, key=probabilities.get)
confidence = probabilities[best_choice]
print(f"Mouse-1 selected branch: {best_choice} ({confidence*100:.1f}% confidence)")
# Route execution via switch framework if confidence hits the SLA threshold
if confidence > 0.85:
router.route(best_choice, error_logs)
else:
router.route("trigger_slack_alert", error_logs)
if __name__ == "__main__":
sample_crash = "Fatal Error: OOM Killed on pod replica-abc-123. Memory limit exceeded."
evaluate_and_route(sample_crash)
```
````