Engineering Workflow 2

Bench AI automates hardware design, scaling capabilities with AI automation. Bench AI transforms how hardware teams design by scaling their capabilities with AI automation that thinks like an engineer. It automates manual engineering processes, allowing one engineer to handle entire workflows faster, cleaner, and smarter. Bench is building towards AI agents designing in parallel, offering a new way to engineer.

Voice-native AI code review workspace for engineers. LightLayer is a voice-native AI code review workspace designed to help engineers review code up to 5x faster. It allows users to highlight code, speak their thoughts, and the AI explains changes, points to relevant files, and drafts comments in the user's voice. The platform aims to simulate a live review session with a senior team member. Its AI agent, Lux, understands the codebase, sees what the user sees as they scroll through a PR, cites references to relevant code parts, and consolidates conversations into well-thought-out comments ready to be sent.