Building in public · Self-improving every night

The AI system that gets
smarter while you sleep.

Autonomous agents for trading signals, prediction market arb, weather arbitrage, content automation, and deep research. Local-first. Human-in-the-loop. No cloud. Compound intelligence, compounding daily.

Trading Signals Prediction Market Arb Weather Arbitrage Multi-Agent Reasoning Content Automation Self-Improvement Loop MCP Tools
overnight-pipeline.log — 36 phases
03:02:14 IngestAgent 847 signals processed
03:14:02 ResearchAgent 3 deep reports generated
03:41:15 EvalAgent quality score 94.2% ↑2.1%
04:05:33 HypothesisEngine 4 experiments staged
04:18:01 TradingAgent VIX 18.4 · sizing adjusted
04:29:47 PredictionArb 2 mispriced markets found
07:00:00 MorningBriefing ready for review
You're in. We'll send you updates as we build.

17

Live Agents

36

Pipeline Phases

100+

Strategies Backtested

100%

Local-First

0

Cloud Dependencies

📖
Free Download
The Local AI Agent Playbook
15 pages · local setup · working code · no cloud required
Get free guide

From raw data to compounding advantage

A 5-stage pipeline that runs every night, gets measurably smarter every cycle, and surfaces alpha you'd never find manually.

01

Data Ingestion

Market data, news feeds, X, HN, Reddit, weather APIs, prediction markets — all streaming in real-time.

02

Multi-Agent Analysis

17+ specialized agents research, score, classify, and debate findings using parallel reasoning pipelines.

03

Signal Generation

Trading signals with VIX-conditional sizing, prediction market arb, weather arbitrage — all human-approved before action.

04

Self-Improvement

Hypothesis engine generates experiments. Eval agent benchmarks results. The system automatically incorporates what worked.

05

Distribution

Research reports, content threads, newsletters, morning briefings — all queued for review and one-click publish.

Built different, by design

Every decision optimizes for founder control, data sovereignty, and compounding intelligence — not cloud vendor margins.

Local-first

Everything runs on your hardware. Your data never leaves your machine. No cloud dependency, no vendor lock-in. Zero API bills. You own every byte.

Human-in-the-loop

Agents propose, you approve. Nothing gets deployed, traded, or published without your explicit sign-off. Full governance, always. Circuit breakers on everything.

Self-improving

Built-in evaluation, hypothesis generation, and automated quality gates. The system gets measurably smarter every overnight run — the compound knowledge moat grows daily.

Honest status. No vaporware.

Every capability listed here is running in production on local hardware right now.

Live

Trading Signals + VIX Sizing

Momentum, mean reversion, and trend following strategies against live crypto data. VIX-conditional position sizing automatically tightens or relaxes risk bounds based on volatility regime.

Paper Trading VIX Regime Risk Controls
Live

Prediction Market Arbitrage

Scans Polymarket, Kalshi, and Manifold for mispriced events. Cross-references news feeds and model consensus to identify exploitable discrepancies before the market corrects.

Polymarket Kalshi Cross-Market
Live

Weather Arbitrage Engine

Identifies weather-sensitive prediction markets and commodity positions where model forecast divergence creates pricing inefficiencies. Runs NWP model ensemble comparisons.

NWP Models Forecast Divergence Commodities
Live

Multi-Agent Reasoning Pipeline

Parallel agent debate framework where multiple models research the same question independently, then a coordinator synthesizes disagreements. Catches blind spots single-model analysis misses.

Agent Debate Synthesis Layer Consensus Scoring
Live

Self-Improvement Loop

Built-in evaluation agent benchmarks every output across five quality dimensions. Hypothesis engine generates improvement experiments. Winning experiments get baked into the pipeline automatically.

Eval Agent Hypothesis Engine Auto-Incorporate
Live

Content Automation Engine

Trend-aware content generation with quality gates. Research-to-thread formatting, newsletter compilation, and long-form article drafting. Human review before any publish.

X Threads Newsletter Long-form
Live

MCP Tool Suite

9 Model Context Protocol tools exposing the system to any MCP-compatible client. Memory management, research triggers, signal queries, pipeline control — all accessible from Claude, Cursor, or custom UIs.

9 MCP Tools Claude Integration Cursor Plugin
Live

Inbound Intelligence Scanner

Scans Hacker News, Reddit, X, and market signals. Scores, classifies, and routes opportunities to a prioritized queue. Surfaces deal flow, competitor moves, and market shifts overnight.

HN + Reddit Deal Flow Opportunity Score

Architecture that compounds

Every layer is designed to make the next layer more powerful. The knowledge moat grows with every overnight cycle.

Orchestration
DAG Executor Agent Registry Shared State Bus Overnight Pipeline Circuit Breakers
Intelligence
Research Agent Multi-Agent Reasoning Inbound Scanner Eval Agent Hypothesis Engine
Alpha Generation
Trading Signals VIX Sizing Prediction Arb Weather Arb Deal Flow
Distribution
Content Engine X Publisher Newsletter MCP Tools (9) Morning Briefing
Foundation
Exocortex Memory Health Monitor Local LLMs (Ollama) Zero Cloud Deps Restart Resilience

Real numbers. Real systems.

No vanity metrics. Everything here comes from the live overnight pipeline.

36+
Pipeline Phases Running
Every night, automated
100+
Strategies Backtested
Paper trading only — no real capital
17+
Specialized Agents
Running in parallel overnight
0
Cloud Dependencies
100% local on M3 Ultra
TradingAgent completed overnight backtest — Sharpe 1.84 on momentum strategy
03:41
PredictionArb identified 2 mispriced markets — edge estimate 4.2% after fees
04:12
HypothesisEngine promoted experiment #47 — content quality +2.1% avg score
04:29
WeatherArb detected forecast divergence in NatGas position — flagged for review
05:03
ResearchAgent generated 3 deep-dive reports — 12,400 words across macro, crypto, AI sector
06:15
View full track record

Building in public. No filtered highlights.

Real metrics, real failures, real progress. Every overnight run is logged. Every hypothesis is tracked. The system's self-improvement is visible.

Get ahead of the knowledge gap.
Start compounding today.

Join early access. Get build updates, signal samples, and first access when we open Founder Tier spots.