sam-4screen-desktop 2026-11-5:20:51:30

.obsidian/workspace.json

@@ -210,12 +210,14 @@
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+    "300 areas/350 AI Pi Coding Agent/AI tool to try and implement.md",
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010 inbox/_sort log.md

@@ -20136,3 +20136,51 @@ What the watcher did, newest last.
 ### 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
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+### 2026-11-05 20:38:59
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+### 2026-11-05 20:39:29
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+### 2026-11-05 20:39:39
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+### 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
+- **filed** `AI tool to try and implement.md` → `300 areas/350 AI Pi Coding Agent/AI tool to try and implement.md` (type area)

100 Table of Contents/Areas.md

@@ -52,6 +52,7 @@ Core infrastructure: machines, containers, networks, monitoring, backups.
 - [[Pi Subagent Integration]]
 - [[Pi Agent Extensions & Skills]]
 - [[Pi Subagent]]
+- [[AI tool to try and implement]]
 
 ## AI Research & Techniques
 

300 areas/350 AI Pi Coding Agent/AI tool to try and implement.md

@@ -0,0 +1,191 @@
+---
+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)
+```
+````