The AI PioneerPlain-language field notes on putting AI to work in a real business. From Levelbrook.

The AI Pioneer / Agents and agentic coding

Agents and agentic coding

Software that writes software, agents that act, MCP, permissions, and what all of it does to the price of custom software.

  1. 39
    What agentic coding is, and what it means when you buy custom software

    Agentic coding is software that plans and writes software under instruction. Here is what it does well, where a senior engineer still decides the outcome, and how it changes what you should expect to pay for.

    11 minute read
  2. 40
    Claude Code vs Cursor vs Copilot vs Codex: what each does, and what to ask your developer

    The agentic coding tools your developer is using, explained without the hype: what each one is for, who tends to pick which, and the questions that tell you whether it is being used well.

    11 minute read
  3. 41
    Why custom software got cheaper in 2026, what did not, and how to buy it now

    Bespoke software used to mean six figures and a season. Here is what agentic coding made cheap, what it left expensive, and how to buy custom software now without paying 2022 prices.

    10 minute read
  4. 42
    AI agents vs workflow automation: rules, judgment, and the pattern most businesses should use

    A fixed workflow follows rules. An agent uses judgment. Here is when each is right, how the risk differs, and why "an agent inside a workflow" is the pattern that works for most businesses.

    11 minute read
  5. 43
    Building an AI operations agent: the trust ladder, the tools it gets, and the logs

    An operations agent reads the inbox, checks your systems, and proposes what to do. Here is how to build one that earns trust one rung at a time, what tools to give it, and what to log.

    11 minute read
  6. 44
    What MCP is, why "connect once, use everywhere" matters to your business, and what to ask a vendor

    MCP is the standard way for AI to use your business tools. Here is what it does, why it saves you from a pile of one-off integrations, the security questions it raises, and what to ask any vendor who says they support it.

    11 minute read
  7. 45
    AI agent permissions: separate accounts, scoped keys, spending caps, approval gates, and kill switches

    An agent that can act needs the same discipline as a new employee with system access, applied more strictly. Here is the least-privilege setup: what to give it, what to withhold, and what to log.

    11 minute read

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