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Erik Kokalj

@erik_kokalj • 1,465 subscribers

Computer Vision & AI - DevEx @Roboflow

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openai just released Decisions API, Jev-like "system 1" multi-modal model based on GPT6 Luna! Each egg gets cropped and sent to OpenAI (~270ms latency) and returns P(clean, dirty, cracked). One image crop consumes ~280 input tokens (~$0.03/1K imgs). Roboflow RF-DETR for detecting eggs

openai just released Decisions API, Jev-like "system 1" multi-modal model based on GPT6 Luna! Each egg gets cropped and sent to OpenAI (~270ms latency) and returns P(clean, dirty, cracked). One image crop consumes ~280 input tokens (~$0.03/1K imgs). Roboflow RF-DETR for detecting eggs

1,870,005 views

Jev-Omni for Quality Inspection, looking at lemons on a roller line, running fully local on MacBook 🍋 - Each lemon gets checked 3 times while it rolls - OK only after 3 clean passes (to cover different sides of the lemon), any defect flags it - Jev-Omni as classifier, Roboflow's RF-DETR (instace seg) as detector, trackers lib for tracking

Jev-Omni for Quality Inspection, looking at lemons on a roller line, running fully local on MacBook 🍋 - Each lemon gets checked 3 times while it rolls - OK only after 3 clean passes (to cover different sides of the lemon), any defect flags it - Jev-Omni as classifier, Roboflow's RF-DETR (instace seg) as detector, trackers lib for tracking

296,586 views

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GPT 6.1 Sol for video analytics, watching a full airplane turnaround ✈️ - Sol is near-Astra level at vision at 1/5th the cost, it matched every event Astra found on - GPT 6.1 Luna/Terra were >30% less accurate on action recognition - Sol also detects ground vehicles (SAM3 on Roboflow tracks them) and logs all states (jet bridge attached, catering at the door, tug connected) - Bags on vs off and deboarding vs boarding come from optical flow at native 30fps (cost optimization) - Whole 40min turnaround for ~$1
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GPT 6.1 Sol for video analytics, watching a full airplane turnaround ✈️ - Sol is near-Astra level at vision at 1/5th the cost, it matched every event Astra found on - GPT 6.1 Luna/Terra were >30% less accurate on action recognition - Sol also detects ground vehicles (SAM3 on Roboflow tracks them) and logs all states (jet bridge attached, catering at the door, tug connected) - Bags on vs off and deboarding vs boarding come from optical flow at native 30fps (cost optimization) - Whole 40min turnaround for ~$1

Erik Kokalj

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