Experiments & Tools

Future Tools

Experimental software, AI utilities, and developer tools currently in development. A glimpse into what SarmaLinux is building next.

Building great software requires constant experimentation. These are the tools and utilities I am exploring — some will become products, others will remain internal tools, and a few might become open source contributions to the community.

In Development

AI Agent Framework

A lightweight framework for building custom AI agents that can reason, use tools, and complete complex tasks autonomously. Designed for developers who want full control over agent behavior.

Multi-step reasoning
Tool integration
Memory management
Custom prompting
Coming Soon

n8n Workflow Library

A curated collection of production-ready n8n workflows for common business automation scenarios. Import, customize, and deploy in minutes instead of hours.

CRM automation
Data sync workflows
Notification systems
API orchestration
Experimental

CLI Development Kit

Command-line tools for rapid prototyping of AI applications. Scaffold projects, manage prompts, and test models from your terminal.

Project scaffolding
Prompt management
Model testing
Deployment helpers
Research

Vector Search Toolkit

Utilities for building semantic search and RAG (Retrieval Augmented Generation) systems. Simplify embedding generation, storage, and retrieval.

Embedding pipelines
Vector storage
Similarity search
RAG integration
Concept

AI Safety Monitor

Monitoring and guardrails for AI systems in production. Track model behavior, detect anomalies, and ensure outputs stay within defined boundaries.

Output monitoring
Anomaly detection
Content filtering
Usage analytics
Planning

Automation Benchmarks

Tools for measuring and optimizing automation workflow performance. Identify bottlenecks, track execution times, and improve reliability.

Performance metrics
Bottleneck analysis
Reliability tracking
Cost optimization

Need a Custom Tool Built?

If you have a specific tool or utility in mind that would help your business, I would love to hear about it. Many of my best tools started as client requests.