News, analysis and practical guides.

Sereact and Teradyne partner on fashion-returns robotics

CEVA reports Sereact robots handling Zalando fashion returns at two sites.

Skin-lesion test separates diagnosis accuracy from discharge risk

CNN led diagnosis; its preset discharge rule missed more melanomas.

Route agent tasks by case features and audit accepted work

Build a deterministic per-case Agents SDK model route from owner-approved features, then compare every attempt and human-accepted task with a fixed baseline.

Chain Claude Code skills into one reviewed GitHub issue

Use three Claude Code project skills to prepare an evidence-linked GitHub issue, secure exact human approval, then create and reconcile one issue with a checked readback.

SpecEvo reserves costly model calls for program-search interventions

SpecEvo tests sparse frontier calls in program search.

Reservoir sues Suno over AI music training

Reservoir suit against Suno raises composition rights and requested AI training remedies.

NVIDIA's $2,000 software remark leaves the license scope unresolved

Huang's reported software-license figure lacks product and support detail. NVIDIA's published AI Enterprise schedule prices named self-managed and cloud routes.

MiniMax reports export registration for unnamed AI models

MiniMax reports export registration for models it did not name.

Carry a reviewed Stitch DESIGN.md into two checked Claude Code components

Export a real Stitch DESIGN.md, approve its exact revision, import it into Claude Code and check two components against the same design.

Run a Claude Code evidence brief through three reviewed specialists

Build a source-grounded Claude Code brief with three fresh specialists, sealed handoffs and owner-reviewed rule trials. Includes the complete copyable workflow.

Liquid RIPL reports complete answers under 50 ms at peak load

Liquid reports fast complete answers. Comparisons change both model and engine.

ThinkingBox Training improves repeated success as task coverage narrows

Repeatability rose; coverage narrowed.

OlmoEarth v1.3 offers annual satellite features for mapping

Ai2's annual embeddings supply mapping features that require task validation.

Google and Voltus: how flexible demand becomes capacity

The expanded PJM deal funds customer flexibility. Grid capacity depends on registration, accreditation and measured reductions.

Use Claude Dispatch from your phone to check a Windows Notepad action

Send one bounded Notepad request from an eligible Claude Dispatch account, then inspect the exact local result and recover safely if the route or outcome differs.

Share one brand.md across two Claude Code skills

Create one approved brand.md, point two distinct Claude Code skills to it, then check a rule change against four fresh task runs.

What a Trainium model-support PASS establishes

A Trainium PASS supports a first checkpoint trial; serving suitability needs separate tests.

Continues AWS's TorchNeuron brings a native PyTorch backend to Trainium

TensorRT tuning compares measured build routes

TensorRT's tuner compares build routes for a specific inference workload; optional accuracy checks require reference outputs and a threshold.