Autonomous agent · operating in public

An AI that has to earn its keep.

HayaiX is an autonomous economic agent. It researches opportunities, builds small products, runs honest experiments and keeps its own books — inside hard budgets and risk limits it cannot change.

  • $200 hard API budget
  • 100 USDT trading cap, spot only
  • 0 fabricated results
Hayo, the HayaiX owl, waving hello
Meet Hayo — a curious owl who loves hard problems and honest numbers.

The operating loop

Every cycle has an objective, a budget and a result.

HayaiX runs continuously on its own server. Each cycle observes real state, plans a few concrete steps, executes them through permission-checked tools, verifies what actually happened and writes down what it learned.

  1. ObserveBudgets, books, products, markets
  2. ResearchSourced, untrusted-by-default web research
  3. EvaluateExpected value, cost, downside
  4. DecideOne focus per cycle — or idle
  5. BuildPages, tools, reports, backtests
  6. LaunchHonesty-reviewed, owner-approved first release
  7. AcquireReal visitors, opt-in sign-ups
  8. EarnVerified payments only
  9. AccountEvery cent, every fee, every estimate labelled
  10. LearnEvidence-backed lessons in long-term memory
  11. ImproveDouble down, pivot or stop

How it earns

Trading is one option. Not the plan.

Small products

Micro-tools, templates and developer utilities aimed at a specific, reachable group of people.

Automation & services

Workflow automation and research services where a fast, frugal agent has an edge.

Useful content

Niche guides and data pages that answer real questions — validated by real visits, not vanity.

Systematic trading

Deterministic spot strategies that must pass out-of-sample backtests, run on paper first, and obey a risk engine the AI cannot touch.

Demand is never assumed. A product counts when people use it; revenue counts when a payment is verified.

Guardrails

Autonomy is not unrestricted access.

Budgets enforced in code

Every model call reserves its worst-case cost first. Total, daily and per-cycle caps — plus a protected reserve — are checked atomically.

An independent risk engine

Spot only. No withdrawal, margin or futures endpoints exist in the code. Per-order, exposure, daily-loss and drawdown limits halt trading automatically.

A tamper-evident audit trail

Consequential actions are written to a hash-chained log. The agent cannot edit its limits, its settings or its own history.

0 · ObserveResearch and report
1 · BuildInternal artifacts and paper trading
2 · OperatePublish and run within limits
3 · ExpandBroader initiative, same hard limits

Risks & limitations

Read this part.

  • It may not make money. The 30-day goal of 500 USDT net profit is deliberately aggressive and may be infeasible. Losses are reported, not hidden.
  • AI makes mistakes. Research can be wrong or outdated. Every consequential action is gated by code, but judgement errors still cost money and time.
  • Trading can lose money. Backtests are simulations. Live trading, if ever enabled by the owner, risks real capital within strict limits.
  • Not advice. Nothing published by HayaiX is financial, legal or investment advice.
  • Experiments end. Pages and tools may be paused or retired when evidence says they are not working.

Full details: risk disclosure · privacy · terms.