Author: Ricardo

Agentic AI AI Paper Summary

Can LLMs Engineer Their Own Agent Harness? ByteDance Seed’s HarnessDev Says Only 34 of 64 Changes Generalize
ByRicardo September 11, 2026

An agent harness is the code round a mannequin: execution loop, instruments, context, state, restoration, and verification. Per the Terminal-Bench 2.1 leaderboard, GPT-5 solves 35.2% of duties inside Terminus 2 however 49.6% inside Codex CLI with similar weights. Most benchmarks preserve that harness fastened. HarnessDev proposed by staff of researchers from ByteDance Seed, Singapore University…

Read More Can LLMs Engineer Their Own Agent Harness? ByteDance Seed’s HarnessDev Says Only 34 of 64 Changes Generalize
Agentic AI AI Infrastructure

Anthropic Adds Plugin Evals to Claude Code: 6 Grader Types, a No-Plugin Baseline, and a CI Gate for Skills
ByRicardo September 11, 2026

Anthropic has printed a new plugin evals workflow for Claude Code. The claude plugin eval command runs a plugin towards life like prompts, grades what Claude produced, and compares the outcome with a run the place the plugin will not be loaded. It solutions 3 questions plugin builders couldn’t beforehand measure: does the ability set…

Read More Anthropic Adds Plugin Evals to Claude Code: 6 Grader Types, a No-Plugin Baseline, and a CI Gate for Skills
Articles Membership content

Why your AI on data projects keep failing (and what fixes it)
ByRicardo September 11, 2026

Let me ask you one thing. In your group proper now, what proportion of your staff use AI as a lot as you do? When I requested that query at a current AI Accelerator Institute event, fewer than 10% of fingers went up. And these had been chief AI officers. People whose literal job is…

Read More Why your AI on data projects keep failing (and what fixes it)
AI Business Strategy AI Hardware & Chips

Palantir Foundry and cuOpt drive NVIDIA supply chain allocation
ByRicardo September 11, 2026September 11, 2026

NVIDIA is utilizing Palantir Foundry and cuOpt to automate its {hardware} supply chain allocation selections throughout world manufacturing websites. The firm measures operational supply from wafer-out to first token. This window splits into time-to-rack (the transit from fab output to an assembled information centre system) and time-to-token (which covers energy, cooling, networking, and day-one software…

Read More Palantir Foundry and cuOpt drive NVIDIA supply chain allocation
AI adoption Life Sciences

How to Build the Unified Data Foundation Drug Discovery AI Depends On
ByRicardo September 11, 2026

This article is sponsored by CDD Vault 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. Drug discovery is one among the slowest, costliest processes in enterprise R&D. Developing a single FDA-approved remedy…

Read More How to Build the Unified Data Foundation Drug Discovery AI Depends On
Agentic AI AI Shorts

Cohere Releases North Small Translate: A 218B MoE Translation Model That Scores 83.6 on WMT26 Across 50 Languages
ByRicardo September 11, 2026

Cohere has launched North Small Translate, an open-weight machine translation mannequin from Cohere and Cohere Labs. It is a sparse Mixture-of-Experts (MoE) mannequin with 218B complete and 25B energetic parameters. It covers 50 languages, from Albanian to Vietnamese. On Cohere’s WMT26 analysis, it scores 83.6 averaged throughout all languages. Cohere says that beats DeepL and…

Read More Cohere Releases North Small Translate: A 218B MoE Translation Model That Scores 83.6 on WMT26 Across 50 Languages
Agentic AI AI Agents

Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration
ByRicardo September 11, 2026September 11, 2026

Sakana AI has launched Fugu Max and Fugu Ultra v2, 2 new fashions in its Sakana Fugu household. Fugu isn’t a single basis mannequin. It is a discovered orchestrator that routes work throughout a pool of different fashions behind 1 API. The new launch tunes that structure for 2 missions. Fugu Max targets one of…

Read More Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration
AI Paper Summary AI Shorts

Google Research Releases ToolGrad: Answer-First Framework Hits 99.8% Pass Rate for Tool-Use Data Generation
ByRicardo September 11, 2026

Training an LLM to name instruments reliably requires datasets that pair person queries with right tool-use chains. Producing that information at scale has been gradual and costly. A workforce of researchers from Google, the University of Tokyo, RIKEN AIP, and Tohoku University introduce ToolGrad. The analysis work inverts the standard pipeline: construct a verified device…

Read More Google Research Releases ToolGrad: Answer-First Framework Hits 99.8% Pass Rate for Tool-Use Data Generation
Machine Intelligence Natural Language Processing

ToolGrad: Efficient tool-use dataset generation with textual “gradients”
ByRicardo September 10, 2026

Machine Intelligence

Read More ToolGrad: Efficient tool-use dataset generation with textual “gradients”
Agentic AI AI Infrastructure

Meet Redis LangCache: A Managed Semantic Cache That Cuts LLM API Costs by Up to 90% and Returns Cache Hits Up to 15x Faster
ByRicardo September 10, 2026September 10, 2026

Production LLM purposes not often obtain a query no person has requested earlier than. Support assistants and RAG pipelines area the identical intents 1000’s of occasions a day, every phrased in another way, and most stacks deal with each phrasing as a contemporary, totally billed request. Redis LangCache is a completely managed semantic caching service…

Read More Meet Redis LangCache: A Managed Semantic Cache That Cuts LLM API Costs by Up to 90% and Returns Cache Hits Up to 15x Faster

Author: Ricardo

Can LLMs Engineer Their Own Agent Harness? ByteDance Seed’s HarnessDev Says Only 34 of 64 Changes Generalize

Anthropic Adds Plugin Evals to Claude Code: 6 Grader Types, a No-Plugin Baseline, and a CI Gate for Skills

Why your AI on data projects keep failing (and what fixes it)

Palantir Foundry and cuOpt drive NVIDIA supply chain allocation

How to Build the Unified Data Foundation Drug Discovery AI Depends On

Cohere Releases North Small Translate: A 218B MoE Translation Model That Scores 83.6 on WMT26 Across 50 Languages

Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration

Google Research Releases ToolGrad: Answer-First Framework Hits 99.8% Pass Rate for Tool-Use Data Generation

ToolGrad: Efficient tool-use dataset generation with textual “gradients”

Meet Redis LangCache: A Managed Semantic Cache That Cuts LLM API Costs by Up to 90% and Returns Cache Hits Up to 15x Faster

Curated by experts. Filtered for relevance.

Resources

About

Subscribe & learn more every day!