Author: Ricardo

Applications Artificial Intelligence

A Coding Implementation on Microsoft’s OpenMementos with Trace Structure Analysis, Context Compression, and Fine-Tuning Data Preparation
ByRicardo April 25, 2026April 25, 2026

In this tutorial, we work with Microsoft’s OpenMementos dataset and discover how reasoning traces are structured by blocks and mementos in a sensible, Colab-ready workflow. We stream the dataset effectively, parse its special-token format, examine how reasoning and summaries are organized, and measure the compression supplied by the souvenir illustration throughout totally different domains. As…

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Agentic AI AI Infrastructure

DeepSeek AI Releases DeepSeek-V4: Compressed Sparse Attention and Heavily Compressed Attention Enable One-Million-Token Contexts
ByRicardo April 25, 2026

DeepSeek-AI has launched a preview model of the DeepSeek-V4 sequence: two Mixture-of-Experts (MoE) language fashions constructed round one core problem making one-million-token context home windows sensible and reasonably priced at inference time. The sequence consists of DeepSeek-V4-Pro, with 1.6T whole parameters and 49B activated per token, and DeepSeek-V4-Flash, with 284B whole parameters and 13B activated…

Read More DeepSeek AI Releases DeepSeek-V4: Compressed Sparse Attention and Heavily Compressed Attention Enable One-Million-Token Contexts
AI Business Strategy AI Market Trends

Why AI agents need interaction infrastructure
ByRicardo April 24, 2026April 24, 2026

To cease automation waste, enterprises should deploy interaction infrastructure that bodily governs how unbiased AI agents function. AI agents now populate company networks, reasoning by means of duties and executing choices with growing autonomy. Yet, when these unbiased actors try to coordinate work, alternate context, or function throughout diverse cloud environments, the interaction framework degrades…

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AI Business Strategy AI Market Trends

Why AI agents need interaction infrastructure
ByRicardo April 24, 2026April 24, 2026

To cease automation waste, enterprises should deploy interaction infrastructure that bodily governs how unbiased AI agents function. AI agents now populate company networks, reasoning by means of duties and executing selections with growing autonomy. Yet, when these unbiased actors try to coordinate work, change context, or function throughout diversified cloud environments, the interaction framework degrades…

Read More Why AI agents need interaction infrastructure
Articles Membership content

Agentic AI: The pathway architecture to GenAI
ByRicardo April 24, 2026

I’ve spent twenty years shifting between company work and startups, and what retains drawing me again is a timeless query: how will we use data, and the way will we construct instruments that assist us assume higher? That’s what I would like to discover right here – For skilled recommendation like this straight to your…

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Agentic AI Chief AI Officer

AIAI Summits, Silicon Valley 2026
ByRicardo April 24, 2026

Catch up on each session from AIAI Summit Silicon Valley with periods from all 4 tracks. Chief AI & CISO Summit and Generative & Agentic AI.

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AI Infrastructure AI Shorts

Google DeepMind Introduces Decoupled DiLoCo: An Asynchronous Training Architecture Achieving 88% Goodput Under High Hardware Failure Rates
ByRicardo April 24, 2026

Training frontier AI fashions is, at its core, a coordination downside. Thousands of chips should talk with one another repeatedly, synchronizing each gradient replace throughout the community. When one chip fails and even slows down, the complete coaching run can stall. As fashions scale towards a whole lot of billions of parameters, that fragility turns…

Read More Google DeepMind Introduces Decoupled DiLoCo: An Asynchronous Training Architecture Achieving 88% Goodput Under High Hardware Failure Rates
Agentic AI AI Infrastructure

Mend Releases AI Security Governance Framework: Covering Asset Inventory, Risk Tiering, AI Supply Chain Security, and Maturity Model
ByRicardo April 24, 2026

There’s a sample enjoying out inside nearly each engineering group proper now. A developer installs GitHub Copilot to ship code quicker. An information analyst begins querying a brand new LLM instrument for reporting. A product staff quietly embeds a third-party mannequin right into a characteristic department. By the time the safety staff hears about any…

Read More Mend Releases AI Security Governance Framework: Covering Asset Inventory, Risk Tiering, AI Supply Chain Security, and Maturity Model
Agentic AI AI Shorts

OpenAI Releases GPT-5.5, a Fully Retrained Agentic Model That Scores 82.7% on Terminal-Bench 2.0 and 84.9% on GDPval
ByRicardo April 24, 2026April 24, 2026

OpenAI has launched GPT-5.5, its most succesful mannequin thus far and the primary totally retrained base mannequin since GPT-4.5. GPT-5.5 is designed to finish advanced, multi-step laptop duties with minimal human path. Think of it because the distinction between an assistant who wants a guidelines and one who understands the underlying purpose and figures out…

Read More OpenAI Releases GPT-5.5, a Fully Retrained Agentic Model That Scores 82.7% on Terminal-Bench 2.0 and 84.9% on GDPval
Agentic AI Applications

A Coding Tutorial on OpenMythos on Recurrent-Depth Transformers with Depth Extrapolation, Adaptive Computation, and Mixture-of-Experts Routing
ByRicardo April 24, 2026April 24, 2026

In this tutorial, we discover the implementation of OpenMythos, a theoretical reconstruction of the Claude Mythos structure that allows deeper reasoning by way of iterative computation somewhat than elevated parameter dimension. We construct and analyze fashions utilizing each GQA and MLA consideration mechanisms, study reminiscence effectivity by way of KV-cache comparisons, and validate stability by…

Read More A Coding Tutorial on OpenMythos on Recurrent-Depth Transformers with Depth Extrapolation, Adaptive Computation, and Mixture-of-Experts Routing

Author: Ricardo

A Coding Implementation on Microsoft’s OpenMementos with Trace Structure Analysis, Context Compression, and Fine-Tuning Data Preparation

DeepSeek AI Releases DeepSeek-V4: Compressed Sparse Attention and Heavily Compressed Attention Enable One-Million-Token Contexts

Why AI agents need interaction infrastructure

Why AI agents need interaction infrastructure

Agentic AI: The pathway architecture to GenAI

AIAI Summits, Silicon Valley 2026

Google DeepMind Introduces Decoupled DiLoCo: An Asynchronous Training Architecture Achieving 88% Goodput Under High Hardware Failure Rates

Mend Releases AI Security Governance Framework: Covering Asset Inventory, Risk Tiering, AI Supply Chain Security, and Maturity Model

OpenAI Releases GPT-5.5, a Fully Retrained Agentic Model That Scores 82.7% on Terminal-Bench 2.0 and 84.9% on GDPval

A Coding Tutorial on OpenMythos on Recurrent-Depth Transformers with Depth Extrapolation, Adaptive Computation, and Mixture-of-Experts Routing

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