BizStack Blog

AppWizzy launched an MCP server that connects AI coding agents directly to its project infrastructure. Agents can create, deploy, and monitor cloud projects through a secure OAuth connection.

Trumpet shipped Copilot, an AI execution layer for revenue teams that builds Digital Sales Rooms, surfaces data, and automates buyer-facing workflows.

Computer science majors are declining as non-technical students flood AI courses. Here is what the enrollment shift means for the workforce pipeline.

Legit Security launched VibeGuard 2.0, an endpoint-based security layer that auto-discovers coding agents like Claude Code and Cursor and enforces granular policies without blocking developers.

Supabase released supabase/evals under Apache-2.0 to benchmark Claude Code, Codex, and OpenCode on real engineering tasks inside containerised sandboxes.

A controlled study on 116 Python tasks found that pairing the weaker Codex as reviewer over Claude cut accuracy and more than doubled cost. Hierarchy matters.

AWS and Superblocks announced a multi-year partnership that puts enterprise vibe coding tools inside Amazon Bedrock, EC2, and Aurora with a private cloud deployment model.

A Reddit account promoted Honeydew Labs products in skincare threads while appearing to be a genuine user. The tactic signals a new wave of AI-driven SEO spam targeting trusted communities.

A Microsoft Azure and AI MVP lays out how tiered inference routing splits coding requests across on-device, on-prem, and cloud models to cut cloud token usage without dropping quality.

Frontier AI models now pass all 17 Laravel Boost evals at or near 100%. The Laravel team explains why correctness is no longer the hard problem.