Bias Shield is a web browser extension that addresses the prevalence of bias in machine translation engines. It works seamlessly with Google Translate and DeepL, applying bias-handling techniques that enrich translations by promoting fairness and accuracy. By filtering potential biases, it ensures that users receive translations that are not only correct but also socially responsible. This tool is essential for anyone who relies on translation services for accurate communication, academic purposes, or language learning, encouraging a more just digital communication landscape.

OpenAI Swarm is a versatile orchestration library enabling parallel execution and consensus-driven decision-making across multiple AI agents. It broadcasts tasks to independent model instances, aggregates their outputs, and applies configurable voting or ranking schemes to select the highest-scoring result. Developers can fine-tune agent counts, voting thresholds, and model combinations to enhance reliability, mitigate individual bias, and refine solution quality. Swarm supports chaining responses, iterative feedback loops, and detailed reasoning logs for auditability, elevating performance on summarization, classification, code generation, and complex reasoning tasks through collective intelligence.