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Anatoliy Kolodkin

Alibaba Is Building the Agent Factory Under Qwen3.7-Max

Alibaba Is Building the Agent Factory Under Qwen3.7-Max

Alibaba’s Qwen3.7-Max announcement is not really a model launch. It is a platform pitch with a model attached — and that distinction matters. The company used its Alibaba Cloud Summit in Hangzhou to unveil Qwen3.7-Max, a new Zhenwu M890 AI processor, the Panjiu AL128 rack-scale server, Model Studio/

OpenClaw’s Latest Self-Healing PR Is About the Failure Mode Operators Actually Feel: Wedged Channels

Operators do not experience runtime bugs as neat categories. They do not say, “my queue-depth decrement failed to retrigger dequeue” or “my secrets-runtime store loader skipped legacy OAuth sidecars.” They say the Telegram bot went quiet, Codex auth stopped working in channels, and the gateway needed a restart. PR #84752

Auto-Compaction Is Crashing Active OpenClaw Replies Because the Lock Contract Changed Under It

Auto-Compaction Is Crashing Active OpenClaw Replies Because the Lock Contract Changed Under It

Compaction is supposed to be the boring maintenance job that keeps long-lived agents useful. It trims, rewrites, summarizes, and preserves enough context that the assistant can keep going without dragging the entire transcript through every turn. In OpenClaw issue #84746, that maintenance job became the thing killing active replies. The

OpenClaw’s MCP Tool Bug Was Not Just Missing Tools. It Was Missing Diagnostics.

OpenClaw’s MCP Tool Bug Was Not Just Missing Tools. It Was Missing Diagnostics.

The easiest way to misdiagnose an MCP problem is to stop at “the server is healthy.” In agent systems, healthy is not the same as visible. A Model Context Protocol server can spawn correctly, answer tools/list, and expose dozens of useful actions, while the model still receives none of

OpenClaw 2026.5.20-beta.1 Is a Runtime-Governance Release Wearing a Voice-Feature Hat

OpenClaw 2026.5.20-beta.1 Is a Runtime-Governance Release Wearing a Voice-Feature Hat

OpenClaw’s v2026.5.20-beta.1 changelog has the shape of a feature release. Discord voice sessions can follow users. xAI gets device-code OAuth. OpenRouter routing policy is more explicit. Ollama models with incomplete metadata stop losing tools by default. Useful, yes. But the release is more interesting as a

NVIDIA’s New Reporting Segments Say the Quiet Part Out Loud: AI Factories Are the Product

NVIDIA’s New Reporting Segments Say the Quiet Part Out Loud: AI Factories Are the Product

NVIDIA’s Q1 FY2027 earnings are easy to file under “company makes absurd amount of money from AI.” That is true, but it misses the useful part. The more important diff is that NVIDIA is changing how it describes the business: not as a pile of GPUs moving through channels,

Semantic Issue Search Makes Copilot a Planning Surface, Not Just a Coding Assistant

Semantic Issue Search Makes Copilot a Planning Surface, Not Just a Coding Assistant

Semantic issue search sounds like a small GitHub quality-of-life feature until you remember where coding agents get their work. They do not start with perfect tickets. They start with messy human descriptions of broken software. GitHub has added semantic issue search to Copilot Chat on the web. Users can now

GitHub Just Removed Models From Copilot Web, and That Is the Enterprise Story

GitHub Just Removed Models From Copilot Web, and That Is the Enterprise Story

One day after GitHub made Gemini 3.5 Flash broadly available in Copilot IDE clients, it removed all Gemini models from Copilot Chat on the web. That looks contradictory only if you still think “multi-model” means every model belongs in every dropdown. GitHub’s May 20 changelog says Copilot Chat

Copilot Auto Model Selection Turns the Model Picker Into Policy

Copilot Auto Model Selection Turns the Model Picker Into Policy

GitHub Copilot’s Auto button used to feel like a convenience setting. Now it is starting to look like the actual product. GitHub says Copilot auto model selection in VS Code now routes based on the task itself, not just model availability. The router weighs real-time utilization and model-health signals,

Google ADK 2.0 Makes Graph Workflows the Center of Its Agent Framework Bet

Google ADK 2.0 Makes Graph Workflows the Center of Its Agent Framework Bet

Google ADK 2.0 is not another “our agent can call tools now” release. It is Google putting a stake in the ground on the part of agent systems engineers keep rediscovering the hard way: prompts are not process definitions. If the workflow matters, put the workflow in a graph.

Microsoft Agent Framework 1.5.0 Ships the Unsexy Production Fixes Agent Teams Actually Need

Microsoft Agent Framework 1.5.0 Ships the Unsexy Production Fixes Agent Teams Actually Need

Microsoft’s Agent Framework 1.5.0 is the kind of release that will not win a keynote demo and absolutely will matter to the teams trying to run agents without turning every incident review into folklore archaeology. The changes are not glamorous: served-model telemetry, workflow intermediate-output semantics, YAML parsing