DeepSeek launched V4-Flash on July 31 — same 284B/13B-active architecture, but post-training alone pushed Agent scores past V4-Pro preview. V4-Pro (1.6T/49B-active) arrives early August. What it means for coding teams.
MCP is an open standard for connecting AI tools to data and services. Here is what it is, why interoperability matters for coding platforms, and the security caveats.
As coding assistants become autonomous agents, their biggest risk shifts from wrong code to unsafe actions. Map the 2025 OWASP LLM Top 10 to concrete controls.
OpenAI reports that about 30% of audited SWE-Bench Pro tasks are broken. Learn what that finding means—and does not mean—for evaluating AI coding agents.