# Flexcompute Engineering > Essays, tutorials, and case studies on AI engineering, computational physics, photonics, and simulation from Flexcompute. This site publishes essays, tutorials, and case studies from Flexcompute engineering. Use the canonical article URLs for citation and the Markdown mirrors for lightweight machine ingestion. ## Feeds - RSS: https://engineering.flexcompute.com/feed.xml - JSON Feed: https://engineering.flexcompute.com/feed.json - Sitemap: https://engineering.flexcompute.com/sitemap-index.xml ## Index Pages - Home: https://engineering.flexcompute.com - Articles: https://engineering.flexcompute.com/articles/ - Authors: https://engineering.flexcompute.com/authors/ - Tags: https://engineering.flexcompute.com/tags/ - Series: https://engineering.flexcompute.com/series/ ## Articles - Title: Designing a Photonic Chip Component with ~45 Lines of Python Canonical URL: https://engineering.flexcompute.com/articles/photonic-inverse-design-45-lines/ Markdown URL: https://engineering.flexcompute.com/articles/photonic-inverse-design-45-lines.md Published: 2026-03-05 Updated: 2026-03-05 Kind: Tutorial Authors: Tyler Hughes Topics: Photonics, Inverse Design, Optimization, Tidy3D Summary: A compact introduction to photonic inverse design with Tidy3D, using a pre-built simulation and a ~45-line optimization loop. - Title: "What Should We Work On Next?" Canonical URL: https://engineering.flexcompute.com/articles/what-should-we-work-on-next/ Markdown URL: https://engineering.flexcompute.com/articles/what-should-we-work-on-next.md Published: 2026-02-26 Updated: 2026-02-26 Kind: Case Study Series: AI Engineering Authors: Yannick Augenstein, Frederik Schubert Topics: AI Engineering, Autodiff, Verification Summary: The story of building an 80,000-line autodiff library almost entirely through AI agents — and the verification infrastructure that made it possible. - Title: The Agent Control Loop — Engineering for Tolerance Canonical URL: https://engineering.flexcompute.com/articles/agent-control-loop/ Markdown URL: https://engineering.flexcompute.com/articles/agent-control-loop.md Published: 2026-01-19 Updated: 2026-01-19 Kind: Essay Series: AI Engineering Authors: Frederik Schubert, Yannick Augenstein Topics: AI Engineering, AI Agents, Verification Summary: Why agent reliability isn't magic model behavior — it's an environment where correctness is continuously verified. A framework for deciding when and how to delegate to AI agents.