BizStack Blog

MAICON uses a practical four-question framework to decide which event workflow tasks go to AI and which stay human. Here are the key takeaways for operators.

Freight Hero's $5M seed round, led by Field Ventures, backs an AI-plus-human model that runs a broker's back office end to end. Total funding: $6M+, valuation $22M+.

Slashy learns your tone and reply habits to auto-draft emails that sound like you. Gmail now, Outlook coming soon, at $30/mo or $300/year.

A practical breakdown of n8n, Airflow, Activepieces, Windmill, Camunda, Temporal, and Kestra across deployment, secrets, access control, and audit logs.

Perplexity AI released Numbat under Apache 2.0 on July 29-30, 2026. It adds local runtime guardrails and post-incident forensics to AI coding agent workflows.

A Thoughtworks CTO ran a controlled experiment: refactor a 17,155-line file, then measure token costs for identical changes. Input tokens dropped from 159,564 to 27,360.

Vibe coding lets non-developers build real products by describing what they want to AI tools like Claude Code, Cursor, Lovable, and Bolt. Here is how the workflow actually runs.

Rick Kranz built 100+ AI automations and found one consistent failure mode: raw data without a semantic layer. Here's the three-part fix he landed on.

The real decision isn't which AI coding tool to buy, it's which category you need. Here's a pricing breakdown of assistants, agents, and the tools that blur both.

Numbat is Perplexity's open-source security suite for AI coding agents. It ships 52 built-in rules, covers Claude Code, Codex, OpenCode, and Pi, and runs across macOS, Linux, and Windows.