Bots & signals
Liquidity LlamaLiquidity LlamaMarkets · Macro · Crypto
Automation

Bots & Signals

Two automated systems: one reads the macro cycle from my dissertation indicators and outputs a monthly regime call; the other is an ATAS order-flow bot that gives a daily directional bias on BTC and the majors. Framed as signals and engineering — not performance promises.

Macro-Regime Bot — from the dissertation

macroPythonSingh MBA 2022

This bot operationalises the three MBA indicators — Building Permits Cycle, Macro Health Composite and PMI + Sentiment — into a single monthly output: a regime label and a risk-on / risk-off tilt. It’s the engine behind the composite regime score on the front page.

RISK-ONCurrent tilt
+6Composite score
LATE CYCLEBuilding permits
MonthlyCadence
See this month’s output →

Hyperliquid Trading Bot

cryptoHyperliquid APIperpson-chain

An automated strategy running on Hyperliquid, the on-chain perpetuals exchange that now settles the large majority of decentralised perp volume. Trading on a DEX changes the engineering problem in ways a centralised venue doesn’t: order submission is a signed transaction, fills settle on-chain, and the bot has to reason about block timing and its own position state without the safety net of a familiar REST API.

The parts that took the work: reconciling on-chain fills against intended position, handling partial fills and reconnects without double-submitting, and sizing so that a failed or delayed transaction never leaves the book exposed.

HyperliquidVenue
PerpetualsInstrument
On-chainSettlement
LiveStatus
Hyperliquid bot
// drop assets/hyperliquid-bot.png in to show the bot running

Engineering evidence, not a performance claim. See the bull/bear case on HYPE for my read on the underlying protocol.

ATAS Order-Flow Bot — BTC & alts daily direction

cryptoC# · ATASBybitorder flow

An order-flow bot built inside ATAS that reads footprint, delta and swept levels to publish a daily directional bias on BTC and the larger alts — long, short or stand-aside — with the level it’s watching. It also runs live against the Bybit API for execution. The hard engineering was reconciling fills, partial executions and reconnects so the bot’s position always matches the exchange.

▲ LONG biasBTC · today
ReclaimSetup
Bybit APIExecution

Daily bias is a research signal, not a trade recommendation — and not a performance claim. Live P&L depends on regime, fees and slippage.