GL

Automation Simulator

Frictionless Money Flow Simulator

Map and configure automated money pipelines to route savings, retirement matching, tax-sheltered accounts, and taxable indexing without manual budgeting.

Loh-Friction Philosophy

Never budget manually again

Budgeting apps focus on looking backward. Automation engines look forward by routing cash at the moment of deposit, eliminating friction and making investment compounding automatic.

User Manual

How to run the simulator

  • • Configure via Canvas: Click nodes (e.g., Primary Checking) to drag sliders adjusting balances, ceilings (T_over), or floors (T_under) in real time. Double-click to view tooltip stats.
  • • Establish Pipelines: Use the AI Chat with natural language and numerical values (e.g., "Sweep 500 from checking to savings") or type exact shorthand (e.g., checking hysa) in the CLI.
  • • Control System Flow: Set income, sim speed, and macro regimes (Baseline, Stagflation, Contraction) via the dashboard. Start the clock to watch your waterfall routing automate in real-time.
Active Engine Core: T+1 Event loops

High-Fidelity Backtesting & AI Engine

System Flow Control

Macro FeedIndex: 5000.00
Inflation2.0%
Day Count0 days
Wealth Projection$24,000
Macro Shock:
Speed:
Income/day:
100%

Historical Trend Evolution

Visualizing daily variable logs over 30 days

$2,050$6,400$10,750$15,100$19,450Day 0Day 30
Hover mouse pointer over the chart to read daily balances.
AI_Orchestration_Chat
LOW-COST LLM WRAPPER
Welcome! I'm your AI Cash Flow Assistant. Tell me how you'd like to structure your cash routing (e.g., 'sweep $800 from checking to Roth IRA' or 'set checking floor to 2000').
Market_Scripting_RulesCONDITIONAL RUNNER

Buy the Dip Indicator

If S&P 500 drops below 4300, aggressively route an extra $1,200 to taxable brokerage.

IF: sp500 < 4300THEN: checking [1200] brokerage

Aggressive Debt Paydown

If credit card debt exceeds $1,000, trigger emergency $1,500 sweeps from Checking.

IF: debt > 1000THEN: checking [1500] debt

Lifestyle Booster

If debt is fully paid off, increase Checking ceiling to $3,500 to allow for more lifestyle flexibility.

IF: debt == 0THEN: set checking ceiling 3500

Emergency Fund Overflow

If HYSA emergency savings exceed $10,000, automatically reorder the savings waterfall to prioritize stock market investments.

IF: hysa >= 10000THEN: reorder match401k, hsa, ira, max401k, brokerage, hysa, debt

Monthly Roth IRA Auto-Pilot

Automatically invest a fixed $500 monthly from Checking to Roth IRA.

IF: day % 30 == 0THEN: checking [500] ira

Weekend Discretionary Sweep

Every Friday, route $150 from Checking to Living Expenses to set aside discretionary cash.

IF: is_fridayTHEN: checking [150] expenses

Dry Powder Accumulator

If S&P 500 falls below 4000 and you have >$6,000 in HYSA, pull $2,000 to buy cheap brokerage assets.

IF: sp500 < 4000 and hysa > 6000THEN: hysa [2000] brokerage
Savings_Waterfall_OrderPRIORITY CONFIG

Sweep Priority Order

1.HYSA (Emergency Fund)
2.401k (Base & Match)
3.High-Interest Debt
4.Pre-tax HSA
5.Roth IRA
6.401k (Voluntary Max)
7.Taxable Brokerage
System Audit Ledger & Console
REAL-TIME SIMULATION ENGINE AUDIT TRAIL
> System initialized. Waiting for simulation triggers.