llm gateway
30 articles about llm gateway in AI news
3 MCP Gateway Security Gaps LiteLLM's Audit Found (And How to Fix Them in
LiteLLM's audit revealed 3 MCP gateway gaps: fail-open resolver, unpinned servers, opt-in least-privilege. Fix them in Claude Code with version pinning and allowed_tools.
Sipeed Launches PicoClaw, a Sub-$10 LLM Orchestration Framework for Edge
Sipeed unveiled PicoClaw, an open-source LLM orchestration framework designed to run on ~$10 hardware with less than 10MB RAM. It supports multi-channel messaging, tools, and the Model Context Protocol (MCP).
How to Prevent Cost Explosions with MCP Gateway Budget Enforcement
Standard MCP gateways miss economic governance. Add per-tool cost modeling and budget-aware tokens to prevent agents from burning through thousands in minutes.
Hermès Tops List of Luxury Brands in AI Search – WWD Report
WWD reports Hermès tops luxury brands in AI search visibility. A separate study warns LLMs misinterpret luxury brands, reducing their AI presence. This dual finding underscores the need for luxury houses to optimize for AI-driven discovery.
Dify AI Workflow Platform Hits 136K GitHub Stars as Low-Code AI App Builder Gains Momentum
Dify, an open-source platform for building production-ready AI applications, has reached 136K stars on GitHub. The platform combines RAG pipelines, agent orchestration, and LLMOps into a unified visual interface, eliminating the need to stitch together multiple tools.
Glass AI IDE Emerges, Claims to Offer Free Access to Claude Opus 4.6, GPT-5.4, and Gemini 3.1 Pro
A new AI-powered coding editor called Glass claims to provide free access to multiple top-tier LLMs, including Claude Opus 4.6, GPT-5.4, and Gemini 3.1 Pro, without API fees. This positions it as a direct, cost-free competitor to established paid AI IDEs like Cursor and Windsurf.
VHS: Latent Verifier Cuts Diffusion Model Verification Cost by 63.3%, Boosts GenEval by 2.7%
Researchers propose Verifier on Hidden States (VHS), a verifier operating directly on DiT generator features, eliminating costly pixel-space decoding. It reduces joint generation-and-verification time by 63.3% and improves GenEval performance by 2.7% versus MLLM verifiers.
How AI Shopping Agents with Integrated Payments Will Transform Luxury E-Commerce
Google and Splitit are integrating installment payments directly into AI shopping agents. This allows AI assistants to autonomously complete high-value purchases, removing friction for luxury clients and potentially boosting AOV by 20-40%.
Building a Production-Ready Agentic Fraud Detection System
Towards AI published Part 1 of a 4-part series on building a production-ready agentic fraud detection system. The system uses three cooperating agents, LangGraph orchestration, human-in-the-loop, guardrails, LangSmith observability, and AWS deployment — moving beyond typical notebook-based fraud detection write-ups.
Databricks Tests Coding Agents on Its Own Codebase
Databricks benchmarked coding agents on its own polyglot codebase. GLM-5.2 matched top closed models, a minimal harness halved costs, and cheaper-per-token models cost more per task.
7 Breaking Changes in the 2026-07-28 MCP Spec: Your Before/After Migration Guide
The 2026-07-28 MCP spec removes sessions and the initialize handshake. Run these 7 greps against your src/ to find every breaking change, then migrate in order: sessions first, then handshake, then error codes.
Claude Code Digest — Jul 01–Jul 04
Agentic coding is no longer “cheap experimentation”: Lovable burned $85K in tokens, and the real bill came from debugging, not generation.
WSL 3 Preview: Cut Claude Code's Local Inference Latency on Windows
WSL 3 preview delivers near-native GPU/NPU for Claude Code + Ollama on Copilot+ laptops, but WSL 2 still handles NVIDIA CUDA fine for desktop users.
MCP Agents Log 'Success: True' While Tasks Go Nowhere — Protocol Bug
MCP returns null results inside HTTP 200 responses, causing agents to log success while tasks never run. Vouqis proxy catches this with structured audit logs.
Build Durable Jira Automation with MCP + Temporal
Pair MCP for Jira/Confluence tool access with Temporal for durable execution to build agentic workflows that survive crashes, retries, and long-running approvals.
Prism v1.8 Adds CLI, MCP Server, and SDKs — Here's How to Use Them with
Prism v1.8's MCP server gives Claude Code direct control over caches, budgets, and routing. Install it in 2 minutes and ditch the dashboard for terminal-based AI infrastructure management.
OpenCLAW-P2P v6.0 Cuts Paper Lookup Latency to <50ms
OpenCLAW-P2P v6.0 introduces a multi-layer persistence architecture and live reference verification, reducing paper retrieval latency from >3s to <50ms and operating with 14 autonomous agents that scored 50+ papers.
A Practical Framework for Moving Enterprise RAG from POC to Production
The article presents a detailed, production-ready framework for building an enterprise RAG system, covering architecture, security, and deployment. It provides a concrete path for companies to move beyond experimental prototypes.
Anthropic Hiring Data Center Leasing Principals in Europe & Australia
Anthropic is actively hiring for data center leasing roles in Europe and Australia, revealing a strategic push to build out its own compute infrastructure as it scales its AI models.
Entropy-Guided Branching Boosts Agent Success 15% on New SLATE E-commerce
A new paper introduces SLATE, a large-scale benchmark for evaluating tool-using AI agents, and Entropy-Guided Branching (EGB), an algorithm that improves task success rates by 15% by dynamically expanding search where the model is uncertain.
LM Studio Hires Adrien Grondin, Formerly of Hugging Face
Adrien Grondin, a former Hugging Face engineer known for Spaces, has joined the LM Studio team. This move highlights the growing competition for talent in the local AI inference space.
Composio Launches Secure Tool Platform to Replace AI Agent Credential Sharing
Composio announced a platform that lets AI agents use external tools without credential sharing, aiming to solve a major security and operational headache for developers.
Production RAG: From Anti-Patterns to Platform Engineering
The article details common RAG anti-patterns like vector-only retrieval and hardcoded prompts, then presents a five-pillar framework for production-grade systems, emphasizing governance, hardened microservices, intelligent retrieval, and continuous evaluation.
The RealReal CMO Samantha McCandless on Resale Math, Vintage Bulgari, and Her Go-To Sneakers
In a personal shopping profile, The RealReal's Chief Merchandising Officer, Samantha McCandless, explains her 'resale math'—funding new purchases by consigning items—and her passion for vintage jewelry and beauty staples, offering a firsthand look at the executive mindset fueling the luxury resale market.
US Card Networks Accelerate Bets on Agentic AI
According to American Banker, US card networks like Visa and Mastercard are significantly accelerating their investments in agentic AI. This technology, which uses autonomous AI agents to execute complex workflows, is being targeted for fraud detection, dispute resolution, and customer service automation.
Dead Letter Oracle: An MCP Server That Governs AI Decisions for Production
A new MCP server provides a blueprint for using Claude Code to build governed, production-ready AI agents that handle real failures.
The Claude OAuth Workaround Is Dead. Here's How to Cut Your Claude Code API Bill Today
Anthropic killed the OAuth token exploit. Use TeamoRouter's 50% discount and multi-provider routing to slash Claude Code costs without crypto.
I Built a RAG Dream — Then It Crashed at Scale
A developer's cautionary tale about the gap between a working RAG prototype and a production system. The post details how scaling user traffic exposed critical failures in retrieval, latency, and cost, offering hard-won lessons for enterprise deployment.
From Prompting to Control Planes: A Self-Hosted Architecture for AI System Observability
A technical architect details a custom-built, self-hosted observability stack for multi-agent AI systems using n8n, PostgreSQL, and OpenRouter. This addresses the critical need for visibility into execution, failures, and costs in complex AI workflows.
Salesforce Adds Agentforce Agentic AI to SMB Packages
Salesforce is integrating its Agentforce agentic AI capabilities into packages for small and medium-sized businesses. This move aims to make autonomous AI agents more accessible for tasks like customer service and sales automation.