#model versioning

Tagged model versioning · show all articles

A practitioner's integration desk with a printed API reference propped open on an easel and a patch cable caught mid-seat into an under-desk network switch

Actually Building with the Grok API

Grok's API looks like any other OpenAI-compatible endpoint until you read what xAI actually documents — a distinct pricing cliff, a real-time X search tool no competitor's docs describe, and a versioning policy that silently reroutes old model names.

By Brecht Corbeel · August 12, 2026 · 14 min read

A slotted aluminium device-fleet rack of phones and tablets mostly cabled and seated, one phone's bay still open with its USB-C lead hanging free, beside a release desk where a label applicator arm is mid-stroke onto a foil model-package bag

Edge AI & Electronics

Shipping an On-Device AI Feature That Actually Works in the Field

A model that answers correctly on the phone sitting on an engineer's desk has cleared the lowest bar in the project. Compression, cloud fallback, fleet testing, versioning and privacy claims are each a decision — made well on purpose, or made badly by default.

By Brecht Corbeel · August 12, 2026 · 15 min read

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