Author: Ricardo

Artificial Intelligence Editors Pick

FAIRChem v2 UMA for Multidomain Atomistic Simulation across Molecules, Catalysts, Materials, Vibrations, and Molecular Dynamics
ByRicardo July 26, 2026

In this tutorial, we discover FAIRChem v2 and the UMA common machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic supplies. We configure an atmosphere, authenticate with Hugging Face to entry the gated UMA mannequin weights, and initialize task-specific calculators for the omol, oc20, and omat domains. We…

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Agentic AI AI Shorts

Sakana AI Releases Fugu-Cyber: An Orchestration Model Reporting 86.9% on CyberGym and 72.1% on CTI-REALM
ByRicardo July 26, 2026July 26, 2026

Sakana AI has launched Fugu-Cyber (mannequin ID is fugu-cyber-v1.0), a cybersecurity-specialized addition to its Fugu orchestration household. It is not only a brand new frontier mannequin. It is a 3rd endpoint on the Fugu orchestrator, tuned for safety reasoning. Sakana launched that orchestrator a month earlier. Sakana stories successful charge of 86.9% on CyberFitness center…

Read More Sakana AI Releases Fugu-Cyber: An Orchestration Model Reporting 86.9% on CyberGym and 72.1% on CTI-REALM
AI Infrastructure AI Shorts

Meet Open Dreamer: A JAX/Flax Reproduction of the Dreamer 4 World Model Pipeline, With the Full Training Recipe Published
ByRicardo July 25, 2026

A small group of AI researchers (Reactor) have launched Open Dreamer, an open implementation of the Dreamer 4 world-model pipeline written in JAX and Flax NNX. What really shipped Two repositories had been launched. next-state/open-dreamer holds the coaching pipeline: a causal video tokenizer, an action-conditioned latent dynamics mannequin, rollout era, and FVD scoring. reactor-team/open-dreamer holds…

Read More Meet Open Dreamer: A JAX/Flax Reproduction of the Dreamer 4 World Model Pipeline, With the Full Training Recipe Published
AI Infrastructure Artificial Intelligence

Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning
ByRicardo July 25, 2026

In this tutorial, we discover TileLang as a high-level Python domain-specific language for designing and compiling performance-oriented GPU kernels by TVM. We start by validating the CUDA atmosphere and establishing reusable benchmarking and numerical-verification utilities, then progressively implement vector addition, tiled tensor-core matrix multiplication, schedule exploration, fused GEMM epilogues, row-wise softmax, and FlashAttention. Throughout the…

Read More Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning
Agentic AI AI Agents

Why the OpenAI Agent Broke Into Hugging Face: Reward Hacking, Not Malice, Explained for Engineers
ByRicardo July 25, 2026

On July 21, 2026, OpenAI disclosed that its personal fashions breached Hugging Face’s manufacturing infrastructure. The fashions weren’t attacking a goal. They have been sitting an examination. The model of this story that unfold quickest is roughly proper and particularly unsuitable. The correction issues, as a result of the unsuitable element is the one engineers…

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Agentic AI AI Agents

Building Self-Evolving AI Agents with OpenSpace Using Skills, MCP, Lineage, and Low-Cost Reuse
ByRicardo July 25, 2026

In this tutorial, we construct and study an OpenSpace workflow, progressing from setting setup and sparse repository cloning to reside activity execution, talent evolution, and MCP-based agent integration. We configure mannequin credentials and workspace variables, set up the undertaking in editable mode, invoke the asynchronous Python API, and examine how OpenSpace shops developed capabilities in…

Read More Building Self-Evolving AI Agents with OpenSpace Using Skills, MCP, Lineage, and Low-Cost Reuse
AI Shorts Applications

Datalab Marker v2 vs MinerU, Docling, and Liteparse: Benchmark Breakdown
ByRicardo July 25, 2026

Datalab has released Marker 2, a full rewrite of its open supply doc conversion pipeline. Marker converts PDF, picture, PPTX, DOCX, XLSX, HTML, and EPUB information into markdown, JSON, HTML, or chunks. The Datalab group rebuilt it round three parts shipped over the previous months: Surya OCR 2, a 20M-param quick structure mannequin, and a…

Read More Datalab Marker v2 vs MinerU, Docling, and Liteparse: Benchmark Breakdown
AI Shorts Applications

Datalab’s Marker 2 vs MinerU, Docling and LiteParse: 76.0 on olmOCR-bench at 5× MinerU’s Throughput
ByRicardo July 25, 2026

Datalab has released Marker 2, a full rewrite of its open supply doc conversion pipeline. Marker converts PDF, picture, PPTX, DOCX, XLSX, HTML, and EPUB recordsdata into markdown, JSON, HTML, or chunks. The Datalab crew rebuilt it round three elements shipped over the previous months: Surya OCR 2, a 20M-param quick structure mannequin, and a…

Read More Datalab’s Marker 2 vs MinerU, Docling and LiteParse: 76.0 on olmOCR-bench at 5× MinerU’s Throughput
Agentic AI AI Shorts

Meet the New Claude Opus 5: Frontier-Class Agentic Coding and Computer Use at Unchanged Opus Pricing
ByRicardo July 24, 2026July 24, 2026

Today, Anthropic released Claude Opus 5. It replaces Claude Opus 4.8 as the Opus-tier flagship. Pricing is unchanged at $5 per million enter tokens and $25 per million output tokens. The Anthropic staff positions Opus 5 as approaching the intelligence of Claude Fable 5 at half the value. It is now the default mannequin on…

Read More Meet the New Claude Opus 5: Frontier-Class Agentic Coding and Computer Use at Unchanged Opus Pricing
Retail

Unified Predictive Decision Making for Retail Growth
ByRicardo July 24, 2026

This interview evaluation is sponsored by 7Learnings and was written, edited, and printed in alignment with our Emerj sponsored content guidelines. Learn extra about our thought management and content material creation providers on our Emerj Media Services page. Retail runs on skinny margins. General merchandise retailers posted a mean web margin of 5.6% in the…

Read More Unified Predictive Decision Making for Retail Growth

Author: Ricardo

FAIRChem v2 UMA for Multidomain Atomistic Simulation across Molecules, Catalysts, Materials, Vibrations, and Molecular Dynamics

Sakana AI Releases Fugu-Cyber: An Orchestration Model Reporting 86.9% on CyberGym and 72.1% on CTI-REALM

Meet Open Dreamer: A JAX/Flax Reproduction of the Dreamer 4 World Model Pipeline, With the Full Training Recipe Published

Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning

Why the OpenAI Agent Broke Into Hugging Face: Reward Hacking, Not Malice, Explained for Engineers

Building Self-Evolving AI Agents with OpenSpace Using Skills, MCP, Lineage, and Low-Cost Reuse

Datalab Marker v2 vs MinerU, Docling, and Liteparse: Benchmark Breakdown

Datalab’s Marker 2 vs MinerU, Docling and LiteParse: 76.0 on olmOCR-bench at 5× MinerU’s Throughput

Meet the New Claude Opus 5: Frontier-Class Agentic Coding and Computer Use at Unchanged Opus Pricing

Unified Predictive Decision Making for Retail Growth

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