AI WHITE PAPER

Abstract

Stark Hedge is built as an AI-native wealth platform: Anthropic’s Claude family of models augments trading workflows, investment communication, and operational analytics while deterministic services handle money movement, limits, and compliance checks. This paper describes how those pieces fit together—intelligence layer, execution layer, and governance—across bots, copy trading, private credit, and structured investment stakes.

1. AI intelligence layer (Claude)

We integrate Anthropic Claude for tasks that benefit from language understanding and multi-step reasoning: summarizing market context, explaining stake tiers and loan offers, enriching internal monitoring narratives, and supporting strategy-facing logic that feeds the bot and desk stack. Claude does not replace risk engines or bypass approval workflows—every automated order still passes through policy checks, user-configured caps, and infrastructure gates.

• Signal & narrative pipeline: Model outputs may inform scoring, alerts, or trader-facing copy—execution code consumes only validated, schema-bound inputs.
• Guardrails: Prompt boundaries, output filtering, rate limits, and human review for high-impact changes reduce hallucination and misuse risk.
• Investment UX: Stake and VIP tiers expose Claude-assisted explanations of tenor, ROI schedules, and comparative risk themes (not personalized investment advice).

2. Algorithmic routing & AI-assisted execution

The Algorithmic Routing Engine (ARE) aggregates depth from major CEX and selected DEX aggregators. When a grid, momentum, DCA, or Claude-influenced strategy emits a signal, the ARE splits child orders, selects venues by slippage and reliability, and records fills for reconciliation. AI assists upstream of the ARE; the ARE itself remains deterministic and latency-focused.

3. Copy trading & AI context

Copy trading uses a deterministic execution ledger so follower notionals track master fills within slippage and minimum-size constraints. For scale, TWAP-style slicing can distribute impact when aggregated copier volume exceeds top-of-book liquidity.

Separately, Claude can generate leaderboard context—drawdown narratives, volatility-style commentary, and educational blurbs—without altering fill determinism. Copiers always control allocation, stops, and disconnect.

4. Capital & private credit

Our public loan product is positioned as unsecured private credit sourced from private-sector and offshore funding partners (not retail pooled collateral in the DeFi sense). Underwriting, insurance-at-approval mechanics, and APRs are disclosed per offer. Where enabled, Claude assists with document summarization and applicant-facing Q&A; credit decisions remain under human and policy control.

• Partner liquidity: Facilities are matched to partner appetite, jurisdiction, and ticket size—including large mandates where diligence allows.
• Insurance & fees: Premiums and interest are defined in executed agreements, not on this page.
• Alignment with dashboard: Borrowers see loan status beside AI trading and investment positions for holistic exposure management.

5. Investment stakes & portfolio intelligence

Structured stakes (Starter through Titan, plus VIP tiers) lock capital for defined tenures with published ROI and referral schedules. Deployed capital feeds the same broad trading and balance-sheet activities described elsewhere; Claude powers tier comparison views, VIP briefings, and optional risk-theme summaries in the client UI.

VIP programs add priority settlement, enhanced reporting, and consultative touchpoints—still subject to product rules and regulatory constraints in each market.

6. Secure vault implementation

Platform security is partitioned into three distinct operational layers:

• Hot Wallet (5% of AUM): Connected to the internet via restricted VPS instances to process real-time withdrawals and bot liquidity demands.
• Warm Protocol (15% of AUM): Multisig wallets requiring 2-of-3 signatures, acting as a buffer reserve for the hot wallets.
• Cold Storage (80% of AUM): Completely air-gapped hardware security modules housed in Swiss ISO-certified data centers. Moving funds requires 4-of-7 manual cryptographic sign-offs from global executives.

7. Data, privacy & AI data handling

Application logs capture operational events (order lifecycle, risk checks, authentication, AI inference metadata such as request IDs and latency) with retention scoped by legal and security policy. Personal data processing is described in our Privacy Policy; we minimize collection to what is needed for KYC, fraud prevention, and service delivery.

Claude interactions: Prompts are constructed to exclude secrets (no private keys, seeds, or raw payment card data). Outputs are treated as untrusted until validated by product logic. Where jurisdictions require it, data residency and subprocessors for AI APIs are listed or updated in privacy disclosures.

Wallet connections use standard protocols (e.g. WalletConnect); we do not custody user seed phrases. Telemetry for product improvement is aggregated where possible and configurable per jurisdiction.

8. Monitoring, incidents & change control

Production services are monitored for availability, latency, and error rates—including AI dependency health (timeouts, rate limits, fallback modes). Security-relevant events feed alerting pipelines. Material incidents are triaged under an internal response process; customer-facing communications follow legal and regulatory requirements where applicable.

Changes to trading, lending, custody, or model routing (prompt packs, allowed tools, model versions) pass through staged rollout and regression checks. Emergency fixes may bypass full staging only under strict approval and post-incident review.

9. Governance & document updates

This white paper is maintained by product, security, and AI governance stakeholders. Material revisions receive version bumps and a short changelog. Archived PDFs may be available on request for institutional counterparties.

The platform is operated by Stark Securities (LEI 984500E90708C83E9F72; regulator: (AE-AZ): Abu Dhabi Global Market Registration Authority (RA000569); status Active). Registration and compliance summaries appear on our Certification page.