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Machine Heart
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Machine Heart

Professional AI media and industry service platform

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Machine Heart
Machine Heart
Aug 26, 2026 · Artificial Intelligence

Why Shopify’s CEO Is Considering Disabling Claude Code Over AGENTS.md Incompatibility

Shopify CEO Tobi Lütke worries that Claude Code reads a different configuration file (CLAUDE.md) than other AI coding agents (AGENTS.md), which can cause inconsistent project rules in the monorepo, and explores community‑proposed fixes such as symlinks and file references while highlighting the maintenance burden for large codebases.

AGENTS.mdAI coding agentsClaude Code
0 likes · 6 min read
Why Shopify’s CEO Is Considering Disabling Claude Code Over AGENTS.md Incompatibility
Machine Heart
Machine Heart
Aug 24, 2026 · Artificial Intelligence

Can We Watch a 535B Model Train Live? Opening the Black Box of LLM Training

Stanford professor Percy Liang has launched the public, three‑month training of the 535B‑parameter Marin model, detailing its 18.75 trillion‑token dataset, 792 GB200 GPUs, 2.7e24 FLOPs compute, scaling‑ladder pre‑runs, and live monitoring links, sparking worldwide community interest.

GPU computeLarge Language ModelMarin
0 likes · 6 min read
Can We Watch a 535B Model Train Live? Opening the Black Box of LLM Training
Machine Heart
Machine Heart
Aug 24, 2026 · Artificial Intelligence

How MedGuard Embeds Fact‑Checking into Telemedicine to Guard Diagnostic Safety

MedGuard, an LLM‑based gatekeeper co‑developed by Ant Group’s AI Safety Lab and Xiamen University, inserts medical fact‑checking into online consultations, extracts atomic claims, uses uncertainty‑driven evidence retrieval, and outperforms baselines while earning high clinician approval for safety and usability.

Clinical SafetyFact CheckingLLM
0 likes · 13 min read
How MedGuard Embeds Fact‑Checking into Telemedicine to Guard Diagnostic Safety
Machine Heart
Machine Heart
Aug 23, 2026 · Artificial Intelligence

Why Video World Models Stay in Pixel Grids and How SCoPE’s Ray‑Space Encoding Frees Them

SCoPE (Sightline‑Coordinate Positional Encoding) replaces the traditional (u,v,t) pixel‑grid coordinates in video DiT models with camera‑ray coordinates injected into attention, achieving near‑zero parameter overhead while markedly improving camera control, cross‑view consistency, and revisit consistency across model scales and stylized inputs.

AttentionComputer VisionGenerative Modeling
0 likes · 9 min read
Why Video World Models Stay in Pixel Grids and How SCoPE’s Ray‑Space Encoding Frees Them
Machine Heart
Machine Heart
Aug 22, 2026 · Artificial Intelligence

The Mysterious “Niu Lai” (Ox Alpha) Model: Free, High‑Performance Coding AI and Its Possible Origin

A newly surfaced anonymous model called Ox Alpha, dubbed “Niu Lai,” offers 1 million‑token context, multimodal inputs and free access, and early coding‑agent tests show it approaching top‑tier performance, prompting speculation that it may be Zhipu’s unreleased GLM‑5.3 Flash while other masked models like korrine stir further mystery.

DeepSWEGLM-5.3Large Language Model
0 likes · 7 min read
The Mysterious “Niu Lai” (Ox Alpha) Model: Free, High‑Performance Coding AI and Its Possible Origin
Machine Heart
Machine Heart
Aug 22, 2026 · Artificial Intelligence

Can Consistent Feature Transport Preserve Identity While Relighting Portraits? ECCV 2026 CFT Method

The paper identifies instability and identity distortion in existing portrait relighting approaches, proposes the Consistent Feature Transport (CFT) framework that models lighting as a feature‑transfer problem within a Rectified Flow diffusion model, and demonstrates superior quantitative and qualitative results on a large‑scale relighting dataset as well as improved style‑transfer performance.

Computer VisionImage EditingRectified Flow
0 likes · 9 min read
Can Consistent Feature Transport Preserve Identity While Relighting Portraits? ECCV 2026 CFT Method
Machine Heart
Machine Heart
Aug 22, 2026 · Industry Insights

Google TPU Veteran Amir Salek Joins Anthropic’s Compute Team

Anthropic has hired former Google TPU chief Amir Salek to lead its in‑house chip effort, signaling a shift from relying on external accelerators to building custom hardware as AI companies intensify competition over compute efficiency and cost.

AI hardwareAmir SalekAnthropic
0 likes · 5 min read
Google TPU Veteran Amir Salek Joins Anthropic’s Compute Team
Machine Heart
Machine Heart
Aug 21, 2026 · Artificial Intelligence

GigaBrain-0.7 Unveiled: First Open‑Source Embodied Model with Ground‑Breaking System‑3 Dual‑Tower Architecture

GigaBrain-0.7, the latest embodied foundation model released by JiJia Vision, introduces the novel System‑3 paradigm that embeds a world model into the robot's decision loop, leverages a dual "data pyramid + algorithm pyramid" framework, and achieves top rankings across all RoboColiseum sub‑benchmarks, demonstrating unprecedented real‑world performance and scaling behavior.

GigaBrain-0.7RoboColiseumSystem-3
0 likes · 13 min read
GigaBrain-0.7 Unveiled: First Open‑Source Embodied Model with Ground‑Breaking System‑3 Dual‑Tower Architecture
Machine Heart
Machine Heart
Aug 21, 2026 · Artificial Intelligence

Paper Generator Detects 92% Fake Conclusions, Automates Experiments and Figures

Spark‑to‑Paper is an end‑to‑end research‑paper generation pipeline built from 13 composable skills that runs on existing coding assistants, automatically handling literature search, experiment design and execution, writing, evidence‑driven revision, and editable figure creation, achieving 99.5% citation validity, 96.4% editable graphics and 92% fake‑conclusion detection at a cost of $8.1 and 3.2 hours per paper.

AI research automationSpark-to-Papereditable figures
0 likes · 10 min read
Paper Generator Detects 92% Fake Conclusions, Automates Experiments and Figures