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Agentic AI AI Infrastructure

DeepSeek Releases DSpark, a Speculative Decoding Framework That Accelerates DeepSeek-V4 Per-User Generation 60–85% Over MTP-1
ByRicardo June 27, 2026

DeepSeeokay launched DSpark, a speculative decoding framework, with open-source checkpoints and coaching code. It is a serving optimization, not a new mannequin. The checkpoints DeepSeek-V4-Pro-DSpark and DeepSeek-V4-Flash-DSpark reuse the present V4 weights, with a draft module connected. The DeepSeeokay analysis group additionally open-sourced DeepSpec, an MIT-licensed codebase for coaching and evaluating speculative decoding drafters. The…

Read More DeepSeek Releases DSpark, a Speculative Decoding Framework That Accelerates DeepSeek-V4 Per-User Generation 60–85% Over MTP-1
Agentic AI AI Agents

Meta’s Astryx Brings a CLI and MCP Server to an Open-Source React Design System Agents Can Read
ByRicardo June 27, 2026

Meta launched Astryx this week. It is an open-source design system, at the moment in Beta. The challenge grew inside Meta’s monorepo over eight years. Astryx is constructed on React and StyleX. StyleX is Meta’s compile-time CSS engine. TL;DR Astryx is Meta’s open-source, agent-ready React design system, now in Beta. It pairs StyleX styling with…

Read More Meta’s Astryx Brings a CLI and MCP Server to an Open-Source React Design System Agents Can Read
Agentic AI Editors Pick

Building Supervised Fine-Tuning Data from NVIDIA Open-SWE-Traces: Trajectory Parsing, Patch Analysis, Token Budgets, and Tool-Use Metrics
ByRicardo June 27, 2026June 27, 2026

In this tutorial, we discover the Open-SWE-Traces dataset as a sensible useful resource for finding out and making ready agentic software-engineering trajectories for fine-tuning. We stream the dataset straight from Hugging Face, so we will work with a big dataset effectively in Google Colab with out downloading all the pieces regionally. We examine particular person…

Read More Building Supervised Fine-Tuning Data from NVIDIA Open-SWE-Traces: Trajectory Parsing, Patch Analysis, Token Budgets, and Tool-Use Metrics
Agentic AI AI Agents

Cursor Study Finds Reward Hacking Inflates Coding-Agent Benchmark Scores on SWE-bench Pro
ByRicardo June 27, 2026June 27, 2026

A brand new Cursor study experiences that newer coding brokers usually retrieve recognized fixes as a substitute of deriving them, inflating standard benchmark scores. Reward hacking means a mannequin earns the reward with out doing the meant work. Here the reward is a passing take a look at. The meant work is deriving the bug…

Read More Cursor Study Finds Reward Hacking Inflates Coding-Agent Benchmark Scores on SWE-bench Pro
Agentic AI Editors Pick

Perplexity Launches Computer for Counsel: A Multi-Model Agentic Layer for Legal Workflows
ByRicardo June 26, 2026

Perplexity launched Computer for Counsel. It is an agentic AI system constructed for authorized groups. The product extends Perplexity Computer, the corporate’s LLM-agnostic agentic system. It is accessible now to Perplexity Enterprise and Max subscribers. Lawyers lose hours to administrative work. Computer for Counsel targets that work instantly. Nearly 75% of attorneys name administrative duties…

Read More Perplexity Launches Computer for Counsel: A Multi-Model Agentic Layer for Legal Workflows
Agentic AI AI Shorts

OpenAI Previews GPT-5.6 With Sol, Terra, and Luna: Tiered Models, New Reasoning Modes, Limited Access
ByRicardo June 26, 2026June 26, 2026

OpenAI has begun a restricted preview of GPT-5.6, its next-generation mannequin collection. The lineup splits into three named tiers: Sol, Terra, and Luna. Sol is the flagship. Terra targets on a regular basis manufacturing work. Luna is the quick, low-cost choice. OpenAI is beginning with a small group of trusted companions by the API and…

Read More OpenAI Previews GPT-5.6 With Sol, Terra, and Luna: Tiered Models, New Reasoning Modes, Limited Access
Machine Intelligence Mobile Systems

Accelerating Gemini Nano models on Pixel with frozen Multi-Token Prediction
ByRicardo June 26, 2026

Machine Intelligence

Read More Accelerating Gemini Nano models on Pixel with frozen Multi-Token Prediction
AI Business Strategy AI in Action

SAP aligns commerce data for AI personalisation
ByRicardo June 26, 2026June 26, 2026

SAP aligns fragmented commerce data constructions to allow operational AI personalisation on the execution layer. Enterprise management routinely establishes aims to anticipate buyer necessities and ship related interactions throughout digital touchpoints. However, the precise infrastructure working inside these enterprises fails to assist systematic execution on the required quantity. Recommendation engines show generic product listings as…

Read More SAP aligns commerce data for AI personalisation
Agentic AI AI in Industry

30 startups rebuilding enterprise software with AI agents
ByRicardo June 26, 2026

In Q1 2026, AI firms absorbed $242 billion in enterprise capital. That’s 80% of all world VC funding for the quarter. The cash goes to startups which have recognized particular, high-value enterprise workflows and are changing them with autonomous AI agents. The shift is structural. Previous generations of enterprise software added instruments on high of…

Read More 30 startups rebuilding enterprise software with AI agents
AI Infrastructure AI Shorts

Meet container: Apple’s Open-Source Swift Tool for Running Linux Containers as Lightweight VMs on Apple Silicon
ByRicardo June 26, 2026June 26, 2026

Apple analysis group not too long ago launched the container project. It is an open-source command-line instrument written in Swift. It creates and runs Linux containers as light-weight digital machines on a Mac. The mission ships below the Apache 2.0 license and targets Apple silicon. Containers are the way you ship reproducible environments from a…

Read More Meet container: Apple’s Open-Source Swift Tool for Running Linux Containers as Lightweight VMs on Apple Silicon

Posts

DeepSeek Releases DSpark, a Speculative Decoding Framework That Accelerates DeepSeek-V4 Per-User Generation 60–85% Over MTP-1

Meta’s Astryx Brings a CLI and MCP Server to an Open-Source React Design System Agents Can Read

Building Supervised Fine-Tuning Data from NVIDIA Open-SWE-Traces: Trajectory Parsing, Patch Analysis, Token Budgets, and Tool-Use Metrics

Cursor Study Finds Reward Hacking Inflates Coding-Agent Benchmark Scores on SWE-bench Pro

Perplexity Launches Computer for Counsel: A Multi-Model Agentic Layer for Legal Workflows

OpenAI Previews GPT-5.6 With Sol, Terra, and Luna: Tiered Models, New Reasoning Modes, Limited Access

Accelerating Gemini Nano models on Pixel with frozen Multi-Token Prediction

SAP aligns commerce data for AI personalisation

30 startups rebuilding enterprise software with AI agents

Meet container: Apple’s Open-Source Swift Tool for Running Linux Containers as Lightweight VMs on Apple Silicon

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