Blog

Seventy clips, a script and an editable timeline. A practical MCP workflow for preparing business video, with version checks and a human handoff.

Katana adds reference-based video creation to Higgsfield in Claude. A practical pilot should measure product accuracy, review effort and the cost of an approved variant.

ChatGPT Images 2.5 cuts generation latency by up to 50%, preserves references better, and supports more reliable multi-turn edits. For companies, the useful pattern is Flare for volume, Sunburst for high-value outputs, and approval based on cost per usable asset.

A new Czech test of local voice cloning exposes a practical problem: a model can sound excellent in English and fail on Czech or code-switching. Companies need to evaluate supported languages, weight licences, latency, and consent—not only voice similarity.

Claude Code turned a simple goal into a local app that detects cars and parking occupancy in a camera stream. The reusable pattern matters more than the prompt: an agent inspects the input, selects a small vision model, builds a zone editor, and keeps inference local.