Architecting the Neuro-Symbolic Enterprise
The epistemological crisis in financial AI demands a transition from naive "LLM Wrappers" to sovereign, neuro-symbolic architectures. This artifact serves as the physical manifestation of Domain-Driven Design (DDD) and Sly Data telemetry within the Adam repository.
Dual-Process Cognition
Adam is categorized as a Type 3 (Neuro | Symbolic) system under the Kautz Taxonomy. It explicitly separates the probabilistic adam_swarm (System 1) from the deterministic logic of the adam_graph (System 2) to prevent the "Lethal Trifecta" of AI hallucination in capital allocation.
10k-Token Optimization
To facilitate autonomous LLM maintenance without succumbing to "Attention Decay", Adam enforces strict Bounded Contexts. All prompts and JSONLogic are evicted to an assets/ directory, while adam_interfaces governs strict Protocol decoupling.
Repository Architecture Mapping
adam_interfaces/
Python Protocols defining cross-module I/O contracts.
adam_swarm/
System 1: High-velocity unstructured data ingestion.
adam_graph/
System 2: Neuro-symbolic DAG planner and memory.
adam_finance/
Deterministic math (ICAT, SNC, Fama-French). Zero LLM logic.
adam_governance/
Gatekeeper, Proof of Thought logger, and Consensus Engine.
assets/
Evicted prompts and jsonLogic rule matrices.
Immutable Proof of Thought Ledger
This interactive log represents "Sly Data" in action. Operational state is passed deterministically between bounded contexts, generating an auditable trail of how unstructured regulatory text was converted into a mathematical risk action.
Deterministic Math Output: Spread Compression
Output from adam_finance. Demonstrates the execution of pure, zero-LLM-dependency mathematical logic recalculating the Private Credit illiquidity premium based on the daily mark-to-market mandate.
Model Context Protocol (MCP) Integration
Demonstrating how an external LLM agent utilizing MCP accesses this exact telemetry bundle to provide reasoned, deterministic decision support without hallucinating internal architectures.
1. Observation
Via MCP tool `fetch_telemetry_run`, telemetry indicates a structural shift in Private Credit liquidity. The systemic mandate has forced adam_finance to compress the illiquidity premium from historical baselines (250bps) down to 190bps, exceeding the strict 1.5% volatility threshold.
2. Financial Reasoning
A 60bps compression fundamentally alters the risk/reward ratio of Level 3 assets. When the illiquidity premium compresses below 200bps, these assets no longer offer sufficient compensation for their lock-up periods compared to broadly syndicated liquid loans (BSL) of equivalent credit quality.
3. Recommended Action
Execute Portfolio Rebalancing
- Divest bottom quartile (15%) of Level 3 Private Credit allocations over the next 45 days.
- Reallocate capital to Level 2 equivalent floating-rate syndicated debt.
- Update `AGENTS_KNOWLEDGE_BASE.md` to blacklist new originations in the target sector until spreads normalize above 220bps.
4. Synthesis Output
┌─────────────────────────────────────────────────┐ │ SYNTHESIS OUTPUT │ │ │ │ Memo Type: RISK ALERT │ │ Classification: URGENT / FIDUCIARY │ │ Audience: CRO, Portfolio Management │ │ │ │ ┌── EVIDENCE CHAIN ──────────────────────────┐ │ │ │ Source: Regulatory Mandate (Swarm Ingest) │ │ │ │ Validation: Pydantic Schema ✓ │ │ │ │ Planning: DAG resolved 3 steps │ │ │ │ Math: 250*(1-0.24) = 190bps ✓ │ │ │ │ Governance: Consensus CRITICAL ✓ │ │ │ └────────────────────────────────────────────┘ │ │ │ │ ┌── STRUCTURED RECOMMENDATION ───────────────┐ │ │ │ ACTION: Divest 15% Level 3 PC over 45 days │ │ │ │ RATIONALE: Premium < 200bps floor │ │ │ │ ALTERNATIVE: Hold if spreads recover >220 │ │ │ │ CONFIDENCE: 0.94 (deterministic math) │ │ │ │ HALLUCINATION_RISK: 0.00 (no LLM in calc) │ │ │ └────────────────────────────────────────────┘ │ └─────────────────────────────────────────────────┘