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Shopify Reflex separates headless Core logic from native UI, exposes each ViewModel as typed state and actions, and runs one deterministic test suite against both iOS and Android.
OpenAI keeps Git and rebuilds the server with Pando; Anthropic replaces the Git workflow with Scion. A detailed comparison of consistency, caching, migration, and fit.
METR's 11-week high-access review estimates Anthropic's well-specified capability growth at about 2x the historical rate, while redactions limit independent review of the strongest evidence.
OpenRUA's five-layer harness lets Qwen reach 31.39 without depth on RoboDojo and 53.50 zero-shot on physical tasks, while exposing grounding, geometry, and hardware-support limits.
Hailey combines GPT for design, Muse for dance footage, and Opus 5.5 for Three.js keying and stage VFX, turning generated clips into editable, beat-synced music-video assets.
A complete history of VLAs from SayCan and RT-1 through RT-2, RT-X, Octo, OpenVLA, pi0, SmolVLA and MolmoAct 2, including the author's action-discretization experiment.
DeepSeek Harness proposes a Super-agent built from a long-lived Router, isolated Workers, event Triggers, durable state, and an external Watchdog.
Stanford's Paper2Agent turns papers, code and data into tested MCP tools, then measures reproducibility, new-query accuracy and cross-paper discovery while keeping humans in the loop.
Stanford payroll data show no broad layoff wave, but employment for ages 22-25 in highly AI-exposed occupations sits about 19% below its kept-pace path, driven by reduced hiring.
Hugging Face maps agent post-training from SFT and distillation through GRPO, stateful environments and asynchronous production harnesses.
Meta turned Catching JiTTests into production infrastructure: two test-generation paths, layered false-positive triage, and human-on-the-loop intent review.
Shopify built Remote Dev to move iOS and Android builds, simulators and verification off laptops, so River agents can run mobile work in parallel; River's share of merged mobile PRs rose from 6% to 61%.
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