Anatoliy Kolodkin - The LGTM (Page 15)

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Anatoliy Kolodkin

AI Middleware Is Becoming Critical Infrastructure, and MCP Is the Audit Boundary

AI Middleware Is Becoming Critical Infrastructure, and MCP Is the Audit Boundary

The phrase “AI middleware” sounds like something vendors invented to make plumbing billable. Unfortunately, it is also the right threat model. The dangerous layer in modern agent stacks is increasingly not the model itself, but the glue around it: model routers, MCP servers, plugin managers, tool proxies, local CLIs, background

Claude Code 2.1.143 Turns Plugin Dependencies and Background Sessions Into Things You Can Govern

Claude Code 2.1.143 Turns Plugin Dependencies and Background Sessions Into Things You Can Govern

Claude Code 2.1.143 is not the release that will make a launch video go viral. Good. The interesting work in coding agents right now is not another sparkling demo of a model editing five files at once. It is whether the runtime can survive plugin graphs, background workers,

OpenClaw’s Subagent Completion Regression Shows Multi-Agent Orchestration Is Still a Delivery Problem

OpenClaw’s Subagent Completion Regression Shows Multi-Agent Orchestration Is Still a Delivery Problem

Multi-agent orchestration is usually marketed as decomposition: split the work, spawn specialists, collect results. That story skips the part operators actually live with, which is delivery. A delegated task that finishes but never reports back is not automation. It is a very polite way to lose state. OpenClaw issue #82370,

OpenClaw’s Codex Harness Still Has to Prove Tool Policy Is a Runtime Boundary, Not a Config Wish

OpenClaw’s Codex Harness Still Has to Prove Tool Policy Is a Runtime Boundary, Not a Config Wish

There are two ways to ship a tool policy in an agent platform. One is as configuration: a tidy object, a feature flag, maybe a helper function with a reassuring test name. The other is as an actual runtime boundary: the exact place where the model tries to run bash,

Nemotron CLIMB Is NVIDIA Admitting the Expensive Part of Scaling Laws Needs Cheaper Test Fixtures

Nemotron CLIMB Is NVIDIA Admitting the Expensive Part of Scaling Laws Needs Cheaper Test Fixtures

The least glamorous way to save millions of dollars in AI is to find out your training recipe is bad before you run it at the size where the invoice becomes memorable. That is the real story behind NVIDIA’s Nemotron-CLIMB proxy models: two small base models, 62M and 350M

NVIDIA’s New Streaming ASR Model Is the Boring Multilingual Agent Component Everyone Eventually Needs

NVIDIA’s New Streaming ASR Model Is the Boring Multilingual Agent Component Everyone Eventually Needs

The most important model releases are usually not the ones that make the best demo reel. They are the ones that remove a piece of glue code from a production system. NVIDIA’s new Nemotron 3.5 ASR Streaming Multilingual 0.6B is that kind of release: a 600 million-parameter

Microsoft’s SC-500 Cert Is a Roadmap for the AI Security Job Nobody Has Fully Defined Yet.

Microsoft’s SC-500 Cert Is a Roadmap for the AI Security Job Nobody Has Fully Defined Yet.

Microsoft’s new Cloud and AI Security Engineer Associate certification sounds, at first pass, like ordinary credential churn. Another exam code, another badge, another study guide for people who already have too many tabs open in Microsoft Learn. But SC-500 is more interesting than that because exam outlines are roadmaps