> ## Documentation Index
> Fetch the complete documentation index at: https://docs.ziplime.limex.com/llms.txt
> Use this file to discover all available pages before exploring further.

# AI Agent Team

> A hedge fund in your pocket

The built-in AI is Ziplime's core differentiator. It can write strategy code from a plain-language description (for example: "buy a stock when its 50-day average crosses above its 200-day average"), fix bugs in existing code, optimize a finished strategy, and suggest what else could be added or improved.

## A hedge fund in your pocket

Inside the chat you're not talking to a single assistant — you're talking to a **team of specialized AI agents**, organized the way a real investment fund is. You communicate with one "portfolio manager," who delegates work to specialists and returns a single, coherent answer.

<AccordionGroup>
  <Accordion title="Chief Investment Officer">
    The agent you talk to directly. Understands your goal and acceptable risk level, remembers what's already been built and which runs have been tested. Decides which specialists to bring in and assembles the final answer. Asks for clarification when your request is ambiguous.
  </Accordion>

  <Accordion title="Investment Strategist">
    Turns a vague idea ("I want to trade tech stocks on momentum") into a concrete, testable rule set: what signal triggers an entry, what triggers an exit, on which universe of instruments, and when to close a position. Explains the potential edge and flags if the idea is already well known and no longer likely to work.
  </Accordion>

  <Accordion title="Strategy Developer">
    Turns the idea into working code. You don't need to know how to program — you describe the logic in words, and the developer writes correct code, wires up the right data, fixes errors, and explains what the code does. The strategist owns *what and why*; the developer owns *how*.
  </Accordion>

  <Accordion title="Validation Methodologist">
    Answers the question "can this result be trusted?" Checks for the usual traps: overfitting, look-ahead bias, and lack of robustness on data the strategy wasn't tuned on. Protects you from results that look great but are misleading.
  </Accordion>

  <Accordion title="Risk Manager">
    Answers the question "is it safe to run this with real money?" Evaluates maximum drawdown, concentration, leverage, and position sizing. This is a mandatory checkpoint — a strategy doesn't go live until the risk manager signs off.
  </Accordion>

  <Accordion title="Trader">
    Makes sure backtest results hold up against the reality of live markets. Accounts for commissions, spread, and slippage, and advises on how orders should best be executed.
  </Accordion>

  <Accordion title="Results Analyst">
    Explains the outcome in plain language: what actually drove the profit or loss, and how the strategy compares to the market and to earlier runs.
  </Accordion>
</AccordionGroup>

Together, this gives you the effect of a full investment research team. One person gets the kind of specialist coverage that's normally only available to a professional fund.