Models & Research
NetFoundry MCP Gateway closes open ports for AI agents
NetFoundry launched MCP and LLM gateways that bind agent tool access to identity instead of public ports, VPN sprawl, and shared API keys.
← All categories
Models & Research
New model releases, benchmarks, evaluation methods, and research results.
Models & Research
MAI-Thinking-1 35B Shows Microsoft Reducing Its OpenAI Dependence
Microsoft introduced MAI-Thinking-1 and seven in-house MAI models, bringing 35B active reasoning, 256K context, and Foundry private preview into focus.
Models & Research
MiniMax M3 puts 1M-token open-weight agents to a cost test
MiniMax M3 arrives with a 1M-token context window, agentic coding support, and an open-weight promise. The launch separates API access from verification work.
Models & Research
NVIDIA Bundles a 550B Open Model With an Agent Runtime Stack
NVIDIA introduced Nemotron 3 Ultra alongside NemoClaw, OpenShell, and CUDA-X agent skills, pushing open agent competition into the runtime layer.
Models & Research
NVIDIA opens a 32B robotaxi model and closed-loop training stack
NVIDIA Alpamayo 2 Super ties a 32B VLA teacher model to AlpaGym, OmniDreams, CoC auto-labeling, and agent skills for L4 robotaxi development.
Models & Research
QVAC 0.12.0 brings TurboQuant to local KV cache pressure
Tether announced QVAC SDK 0.12.0 with TurboQuant support. The useful question is how KV cache compression changes local long-context AI.
Models & Research
DGX Station for Windows puts trillion-parameter AI on the enterprise desk
NVIDIA introduced DGX Station for Windows with GB300, 784GB coherent memory, and dual boot for enterprise AI agent workstations.
Models & Research
Cohere Command A+ ships as an open-weight MoE for two H100s
Cohere Command A+ combines Apache 2.0 open weights, a 218B MoE design, 25B active parameters, 128K context, and enterprise deployment options.
Models & Research
SageMaker Adds OpenAI API Support for AWS-Hosted Models
AWS SageMaker now supports /openai/v1 endpoints, lowering the migration cost for OpenAI SDK, LangChain, Strands Agents, and AI gateways.
Models & Research
Mistral Search Toolkit separates RAG failures from model failures
Mistral Search Toolkit public preview treats RAG and agent-search failures as retrieval, pipeline, and evaluation problems.
Models & Research
KDD Cup Data Agents Delayed by 700 Teams and Docker Audits
KDD Cup 2026 Data Agents delayed Phase 1 results after more than 700 teams and Docker compliance checks exposed the operational cost of agent evaluation.
Models & Research
Sysdig Traces a 113-Second LLM-Agent Intrusion Into Postgres
Sysdig says an LLM-driven attacker chained a marimo RCE into AWS secrets, SSH bastions, and an internal PostgreSQL dump.