ADAM EVOLUTION :: SYSTEM HISTORY

VISUALIZER::NETWORK_GROWTH
READY
TL-START TL-END

SYSTEM RESTRICTIONS & BOUNDARIES

THE PRIME DIRECTIVE: BIFURCATION

The repository strictly separates Product (Reliability) from Lab (Velocity). "Product" code (core/agents/) requires strict typing, defensive coding, and auditability ("Slow is Smooth"). "Lab" code (experimental/) allows for rapid prototyping ("Move Fast and Break Things").

COGNITIVE ARCHITECTURE

System 1 (The Swarm): Fast, async, event-driven. Handles perception and news monitoring.
System 2 (The Graph): Slow, deliberative, DAG-based. Handles reasoning, planning, and critique.

TOOLING & USAGE

BUILD SYSTEM

ADAM uses a custom build system to create portable environments.

# Interactive Build Wizard python scripts/build_adam.py # Export Module python scripts/export_module.py market_mayhem

ENVIRONMENT (uv)

We strictly use uv for lightning-fast, reproducible Python environment management.

curl -LsSf https://astral.sh/uv/install.sh | sh uv sync source .venv/bin/activate

DEV NOTES & PATTERNS

MODULAR LOADING

The Modular Data Loading Architecture decouples large datasets from the main application. ModularDataManager handles async fetching and caching of JSON artifacts (reports, credit memos).

AGENT PROTOCOLS

Communication: All agents communicate via AgentInput and AgentOutput Pydantic schemas.
Tool Use: Agents must prefer Python tools (MCP) over mental math.
Grounding: Every claim must cite a source (10-K line item, URL).

FUTURE BACKLOG & ROADMAP

PHASE 1.5

THE COMMAND CENTER

Synthesizer Dashboard, Agent Intercom, and War Room integration.

PHASE 2 (Q3 2025)

THE PORTFOLIO MANAGER

Multi-entity risk aggregation and automated rebalancing engines.

PHASE 3 (Q3 2026)

THE MARKET MAKER

High-frequency sentiment trading and liquidity provision via Quantum RL.

ADAM v26.0 // SYSTEM EVOLUTION LOG // END OF FILE
SYSTEM METRICS
COMPLEXITY
ENTROPY