Open Source

DeepFabric is a specialised dataset generation and model fine-tuning framework designed for training small language models (SLMs) to become capable agents. By combining reasoning traces with tool calling patterns, and enforcement of type based structured outputs - DeepFabric enables you to fine-tune models that make intelligent decisions, select appropriate tools, and execute multi-step workflows efficiently and with accuracy.

Sigstore is an open-source project that provides tools & services to secure the software supply chain through cryptographic signing, verification, and transparency. It enables developers to sign software artifacts (container images, binaries etc) using short-lived certificates. Sigstore also maintains a public service that records all signing events, allowing anyone to audit and verify the authenticity and integrity of signed artifacts.

Akta is a prototype project designed to enable secure and verifiable interactions between AI agents. It establishes a framework for time-bound capability-based access control, allowing agents to delegate tasks and share resources with fine-grained control. The system leverages decentralized identity and verifiable credentials to create a cryptographically and auditable environment for autonomous agent operations.

Bandit is a Python security analysis tool that identifies common security vulnerabilities in Python codebases through static analysis. It examines source code for security issues like SQL injection, hardcoded passwords, and unsafe cryptographic practices. The tool integrates into development workflows through CI/CD pipelines, providing configurable reports to help developers address security flaws.