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@farhunky: 'Annotations' are a loaded term; different companies use different…

2026-08-06 · 21:01 UTC ·@farhunky ·1 min read

Brief

@farhunky shares Shotwell's data release and rationale: calling "annotations" a loaded term, they want conversations grounded in data. On 2026-08-06 Shotwell released over 415 hours of dense robotics annotations on top of the ABC 130K dataset (from @xdof), produced across five tasks by the Shotwell engine; a live demo (demo.shotwell.ai) shows stepwise segmentation and per-step failure detection for episodes such as "Unlock The Padlock With The Key".

Why it matters

@farhunky: 'Annotations' are a loaded term; different companies use different techniques and needs, so Shotwell is sharing annotations to make conversations data-grounded (post dated 2026-08-06).

Key details

  • Shotwell released over 415 hours of dense robotics annotations layered on the ABC 130K dataset from @xdof, processed across five tasks by the Shotwell engine.
  • Live demo (demo.shotwell.ai) showcases episodes like "Unlock The Padlock With The Key" segmented into discrete steps with per-step failure detection.
Source evidence

“Annotations” are a loaded term. Every company has different needs, different techniques, different strategies. And it’s difficult to have conversations that arent grounded in data. That’s why we’re sharing these annotations.

Play around with the demo here: demo.shotwell.ai

Link

Unlock The Padlock With The Key — Shotwell AI Demo

A live sample of Shotwell's dense robotics annotations: "Unlock The Padlock With The Key" episodes segmented into discrete steps, with failures detected in each step.
demo.shotwell.ai

Shotwell. (@ShotwellSt)

Today, we are releasing over 415 hrs of annotations on top of the expansive ABC 130K data set from @xdof. We took 5 tasks and ran them through the Shotwell engine, and here are the results: demo.shotwell.ai

Video

— https://nitter.net/ShotwellSt/status/2085469840953999643#m