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Showing 19-36 of 57Results matching "Claude Code"

Last week

18 stories
BenchmarkTools

Lemmalog Turns Agent Memory Into Datalog State, Cutting LongMemEval Context 38-Fold

The experimental system moves long-running agent work away from recalling old notes and toward maintaining conclusions with explicit support. Its early benchmark results suggest a substantial context-saving path, while leaving the probabilistic extraction step as the central weakness. From recalled notes to supported conclusions The distinction is more than a storage choice.

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Open releaseTools

Intel Releases 20 Agent Skills for Arc GPUs, With an Open-Port Security Catch

The open repository turns Intel’s GPU deployment steps into reusable instructions for coding agents, but several model-server launchers bind broadly without authentication by default. Intel has released 20 open-source Agent Skills that give coding agents procedures for getting AI workloads running on Arc and Arc Pro GPUs. XPU is Intel’s GPU software path in this collection.

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Security riskInfrastructure

TeamPCP’s Trivy Attack Hit 2,500 Organizations; AI Tool Backdoors Are Claimed

The LiteLLM-linked exposure shows how a poisoned dependency can yield reusable developer access. Claims of persistence in AI coding-tool settings would make cleanup harder, but they remain uncorroborated. A compromised build of Aqua Security’s Trivy scanner was used in a supply-chain attack that harvested credentials from more than 2,500 organizations through LiteLLM.

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LaunchProducts

Oracle Adds AI Studio Skill to Fusion 26C, Deploying Pro-Code Agents Inside Fusion Apps

The new pro-code path is built around where an agentic application runs: Oracle is tying developer tools to Fusion’s existing data, workflow, security, and audit infrastructure. Oracle is making AI Studio Skill available in Fusion release 26C, giving developers a pro-code route to create agentic applications that deploy directly inside Fusion Apps. The target is a full application rather than an isolated agent.

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ResearchPolicy

Anthropic Opens 750,000 Claude Conversations to Outside Study Without Showing the Chats

The pilot gives outside labs a larger window into real AI use than public chat datasets offer, but Anthropic still runs the analysis, screens the outputs and limits what researchers can inspect. Anthropic has created a controlled route for outside researchers to study how people use Claude at production scale. Stanford and Oxford studied Claude.ai use; METR examined Claude Code sessions.

4 min readRead story
LaunchInfrastructure

AWS Publishes Two AgentCore Paths to Query Cross-Account Knowledge Bases

The useful constraint is not simply access across AWS accounts: generated answers require an assumed role, while many workloads may not need an agent at all. AWS has published two generally available AgentCore patterns for agents that need answers from a Bedrock Knowledge Base held in a separate AWS account. In AWS’s example flow, a user submits a natural-language question through an API or Streamlit interface.

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FundingStartups

Runable Raises $21M to Push Its AI Agent From Building Sites to Finding Customers

The Bengaluru startup is betting that small businesses want outcomes across websites, analytics and marketing—not another coding tool. Its economic model and access to advertising accounts remain important constraints. The bet is that business owners will pay for a system that connects creation to growth rather than leaves them to assemble the marketing stack themselves.

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Open releaseInfrastructure

AWS Publishes a Phone-Ordering AI Pattern That Connects Restaurant Data to Claude

The sample shows how a voice agent can take an order from a phone call through backend tools, but restaurants must supply and operate the systems holding their own menus, carts, orders and locations. AWS has published a deployable reference architecture for a restaurant AI host that answers phone calls, handles menu questions, recommends pickup locations, manages a cart and confirms an order aloud.

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LaunchModels

DeepSeek V4 Pro Lands on Fireworks With $2.50 CyberGym Solves, but Kimi K3 Scores Higher

The provider’s results frame security-agent selection as a three-way choice among raw solve rate, cost per completed task, and whether a model will reliably execute the required tool workflow. Fireworks AI has made DeepSeek-V4-Pro-0813 available on its platform, pairing the release with security-benchmark results that favor the model on cost and tool reliability rather than outright solve rate.

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LaunchProducts

Amazon OpenSearch Puts Trace and Service-Map Widgets Into MCP Agent Chats

The new OpenSearch capability turns an agent’s observability response into both an explanation and an inspectable dashboard view, but it depends on a local server, AWS credentials, and a configured OpenSearch UI workspace. Amazon OpenSearch Service has added MCP Apps, a Model Context Protocol extension that places interactive observability views beside an AI agent’s text response.

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LaunchProducts

Perplexity’s Portable Computer Runs Agents Locally—but Needs a 24GB Nvidia GPU

The product turns a difficult DIY local-AI setup into one application, but its hardware floor and Linux-only launch keep it aimed at well-equipped paid users. Perplexity has launched Portable Computer, a local-first edition of its Computer agent platform for Linux machines with compatible Nvidia hardware. The handoff is a product control, not an automatic fallback Portable Computer starts tasks on-device by default.

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Open releaseTools

Nvidia’s NeMo Switchyard Routes Agent Calls Across Models, Not One Default

The open-source routing layer can switch models as an agent encounters tool results and errors, but companies must now test the routing policy itself as prices and capabilities move. Nvidia has released NeMo Switchyard, an open-source Rust-based proxy and library that routes large-language-model traffic across models and providers. A router is not the agent manager The boundary matters.

4 min readRead story
BenchmarkModels

NVIDIA Says AVO Took Claude Opus 5 From 30% to Perfect on ARC-AGI-3

The result shifts attention from training larger models to the software that gives them memory, tools and recovery loops. Its clearest limitation is equally important: the perfect score came on ARC-AGI-3’s public environments, while private sets remain the harder test. It used 6,624 actions, which NVIDIA’s cited comparison puts at about 12% fewer actions than the previous most efficient system.

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LaunchProducts

OpenAI’s $20 ChatGPT Work Brings Codex Agents to Office Apps, With Access Still a Barrier

The product’s promise is a ChatGPT that acts across workplace systems rather than merely answering prompts. Its immediate test is whether non-engineers will grant access and navigate controls built for more autonomous software. ChatGPT Work asks office workers to give an AI system access to the software that holds their schedules, messages, documents, and customer records.

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