Anatoliy Kolodkin - The LGTM (Page 34)

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Anatoliy Kolodkin

Grok’s Safety Lawsuit Is Really a Release-Engineering Story

Grok’s Safety Lawsuit Is Really a Release-Engineering Story

xAI’s latest legal headache is easy to file under “AI safety drama,” which is exactly how to miss the engineering story. A former Grok engineer is alleging that safety warnings were treated as a shipping inconvenience. If that claim holds up, the problem is not merely cultural. It is

OpenWork v0.16.0 Turns OpenCode Into a Team Agent Control Plane

OpenWork v0.16.0 Turns OpenCode Into a Team Agent Control Plane

OpenWork v0.16.0 is nominally a desktop release. The release notes mostly say to download the installer. That would usually be a reason to skip it. In this case, the thin release note is hiding the real story: the open-source agent market is building the layer above the CLI,

APPO Moves Agent Training Past Tool Calls: The Important Decisions Are Hiding Inside the Reasoning Trace

APPO Moves Agent Training Past Tool Calls: The Important Decisions Are Hiding Inside the Reasoning Trace

APPO starts from a simple accusation against the current agent-training playbook: tool calls are convenient boundaries, not necessarily the moments where the agent made the important decision. Anyone who has reviewed a bad coding-agent trace has seen this movie. The command that failed is visible. The mistake happened three paragraphs

Qwen's Bebop Paper Says the Expensive Part of Reasoning RL Is the Rollout Loop — and Then Makes It 1.8× Faster

Qwen's Bebop Paper Says the Expensive Part of Reasoning RL Is the Rollout Loop — and Then Makes It 1.8× Faster

Qwen’s Bebop paper is the kind of model news that does not look like model news because there is no shiny chat UI attached. That is a mistake. The visible model is only the artifact. The training loop is where the advantage compounds. The paper, Breaking Entropy Bounds: Accelerating

Codex 0.140 Alpha Shows OpenAI Building the Agent Runtime Around Context, Plugins, and Imports.

Codex 0.140 Alpha Shows OpenAI Building the Agent Runtime Around Context, Plugins, and Imports.

OpenAI’s latest Codex alpha is not a feature announcement. It is a map of what a serious coding-agent runtime has to become once the demo phase is over. Codex 0.140.0-alpha.8 was published on June 11 at 06:12:14 UTC, according to the GitHub Releases API.

Copilot CLI Gets /security-review. Treat It as a Fast First Pass, Not a Security Program.

Copilot CLI Gets /security-review. Treat It as a Fast First Pass, Not a Security Program.

GitHub just put a security reviewer in the terminal. That is useful. It is also exactly the sort of feature teams will misuse if they are desperate for a checkbox. Copilot CLI now has an experimental /security-review command for reviewing local code changes before they reach a pull request. GitHub

Copilot Chat Finally Gets Agent Memory. Now Teams Need Session Hygiene.

Copilot Chat Finally Gets Agent Memory. Now Teams Need Session Hygiene.

Copilot cloud agent just became harder to ignore, which is both the point and the problem. GitHub has updated Copilot Chat on the web so it can see the status of Copilot cloud agent sessions, answer questions about completed sessions, retrieve agent logs, and search past sessions by topic, title,

Claude Code 2.1.172 Is the Nested-Agent Release Hiding in a Bugfix Train

Claude Code 2.1.172 Is the Nested-Agent Release Hiding in a Bugfix Train

Claude Code v2.1.172 looks, at first glance, like another dense maintenance release in a product that now ships faster than most teams can update their internal docs. The headline is easy to miss: sub-agents can now spawn their own sub-agents, up to five levels deep. That is not