Contract analysis

I. INTRODUCTION Plaintiff Lumos Analytics Inc. ("Lumos" or "Plaintiff") respectfully submits this Memorandum of Points and Authorities in support of its Motion for Preliminary Injunction against Defendants NovaSpark Technologies Inc. ("NovaSpark"), Rajiv Anand ("Anand"), Serena Mallick ("Mallick"), and Derek Yun ("Yun") (collectively, "Defendants"). This motion arises from a brazen and coordinated scheme by three for

II. STATEMENT OF FACTS A. Lumos Analytics Inc. and Its Proprietary Technology Lumos Analytics Inc. develops and markets LumosEdge, an AI-driven financial analytics platform used by institutional asset managers to generate predictive signals for equity and fixed-income portfolio optimization. (Declaration of Priya Chandrasekaran ("Chandrasekaran Decl.") ¶¶ 3–5.) Founded in approximately 2017, Lumos is led by Chief Exe

1. LumosEdge Ensemble ML Model Architecture. The LumosEdge platform relies on a proprietary neural-network topology and hyperparameter configuration developed iteratively over multiple years of experimentation and refinement. The model architecture reflects the collective expertise of Lumos's machine-learning engineering team and embodies fundamental design choices — including layer structure, activation functions, r

2. Proprietary Feature-Engineering Libraries. Lumos has developed feature-engineering libraries containing 2,847 individual engineered features for financial signal generation. Each feature represents a carefully designed transformation of raw financial and alternative data into a structured input suitable for the LumosEdge model. The selection, design, and calibration of these features reflects years of domain exper

3. DataStream ETL Pipeline Codebase. Lumos's proprietary extract, transform, load ("ETL") pipeline codebase — internally referred to as "DataStream" — is the backbone of Lumos's data infrastructure. The DataStream pipeline handles data ingestion from 43 alternative-data vendors, each requiring custom integration code, schema definitions, data-quality checks, and normalization routines. The codebase represents thousan

4. Curated Training Dataset. Lumos maintains a curated training dataset of approximately 14.6 terabytes of historical financial and alternative data, which has been carefully assembled, cleaned, labeled, and validated over the course of several years. The dataset includes proprietary labels derived from Lumos's backtesting framework, making it irreplaceable and impossible to reconstruct without Lumos's historical lab

5. Confidential Product Roadmap. Lumos maintains a confidential product roadmap for 2023–2025, including a detailed 37-page PDF document titled "LumosEdge 3.0 Product Roadmap," which contains unreleased specifications, planned feature enhancements, new product offerings, market expansion strategies, and strategic competitive positioning. This document was circulated internally on a strictly need-to-know basis and mar

1. Rajiv Anand — September 26, 2022 (four days before resignation). On this date, Anand transferred approximately 3.2 gigabytes of files from Lumos's internal network to a personal Hollowell Health IT account (account identifier: r.anand.personal@Northgate Software.com). The transferred files included model architecture specifications, hyperparameter configuration files, and internal technical documentation for the L

2. Rajiv Anand — September 28, 2022 (two days before resignation). On this date, Anand accessed the confidential 37-page "LumosEdge 3.0 Product Roadmap" PDF from Lumos's restricted product-planning Aldermere Systems site and forwarded it as an email attachment to his personal email address, r.anand.personal@vaultmail.com. The email was sent at 11:47 p.m. Pacific Time. The Product Roadmap document was marked "CONFIDEN

3. Serena Mallick — October 10, 2022 (four days before resignation). On this date, Mallick connected a personal external USB hard drive (serial number WD-4837291) to her Lumos-issued workstation (asset tag LUM-ENG-5118) and cloned the entire DataStream ETL pipeline repository — approximately 780 megabytes of source code, configuration files, schema definitions, data-quality validation routines, and vendor-specific in

4. Derek Yun — October 18, 2022 (three days before resignation). On this date, Yun downloaded 47 proprietary Jupyter notebooks from Lumos's internal machine-learning experimentation platform to a personal Larkspur Technologies account (account identifier: derekyun.personal@Larkspur Technologies.com). The downloaded notebooks contained feature-engineering code, model-training scripts, hyperparameter tuning results, an

III. LEGAL STANDARD FOR PRELIMINARY INJUNCTION Under California law, a trial court evaluates two interrelated factors in determining whether to issue a preliminary injunction: "(1) the likelihood that the plaintiff will prevail on the merits, and (2) the relative balance of harms that is likely to result from the granting or denial of interim injunctive relief." IT Corp. v. County of Imperial (1983) 35 Cal.3d 63, 69–

IV. ARGUMENT A. Lumos Is Likely to Prevail on the Merits Lumos is likely to prevail on each of its five causes of action. The evidence, detailed above and set forth in the concurrently filed declarations, demonstrates that Defendants engaged in a coordinated scheme to exfiltrate Lumos's trade secrets and use them to build a competing business.

1. Trade Secret Misappropriation Under CUTSA (Cal. Civ. Code §§ 3426–3426.11). To establish a claim for trade secret misappropriation under CUTSA, a plaintiff must show: (1) the plaintiff owned a trade secret; (2) the defendant acquired, disclosed, or used the plaintiff's trade secret through improper means; and (3) the defendant's actions damaged the plaintiff. Cal. Civ. Code §§ 3426.1, 3426.3; Halcyon Enterprises v

2. Breach of Contract — PIIAA Obligations and Restrictive Covenant Provisions. In addition to its CUTSA claims, Lumos is likely to prevail on its claims for breach of contract. Each Defendant executed a PIIAA containing express restrictive covenant provisions, and each Defendant has breached multiple provisions of that agreement. To establish a claim for breach of contract under California law, a plaintiff must demon

3. Breach of Duty of Loyalty. Under California law, an employee owes a duty of loyalty to the employer during the term of employment. This duty prohibits the employee from acting in a manner that is adverse to the employer's interests while still employed, including misappropriating the employer's proprietary information for personal benefit or for the benefit of a competitor. Stokes v. Dole Nut Co. (1995) 41 Cal.App

4. Unfair Business Practices (Cal. Bus. & Prof. Code § 17200). California's Unfair Competition Law ("UCL"), Bus. & Prof. Code § 17200 et seq., prohibits any "unlawful, unfair, or fraudulent business act or practice." The statute is construed broadly and provides an independent basis for equitable relief. NovaSpark's use of misappropriated trade secrets to compete with Lumos constitutes an unlawful, unfair, and fraudu

5. Conversion. Under California law, conversion is the wrongful exercise of dominion over the personal property of another. The elements of a conversion claim are: (1) the plaintiff's ownership or right to possession of the property; (2) the defendant's conversion by a wrongful act or disposition of the plaintiff's property; and (3) damages. Each Defendant exercised unauthorized dominion and control over Lumos's prop

1. Loss of Competitive Advantage. NovaSpark's use of Lumos's model architecture, feature-engineering libraries, and data pipelines would allow NovaSpark to replicate Lumos's core technology at a fraction of the cost and time that Lumos expended to develop it. Rachel Fong, Lumos's Vice President of Engineering, estimates that possession of Lumos's exfiltrated materials would save NovaSpark approximately 14 to 18 month

2. Customer Diversion. NovaSpark is targeting the same market of institutional asset managers, hedge funds, and proprietary trading desks that Lumos serves. (Chandrasekaran Decl. ¶¶ 41–43.) Without an injunction, NovaSpark may use Lumos's trade secrets to win customers away from Lumos — including Lumos's existing customers. The loss of customer relationships in the institutional financial services market is particula

3. Erosion of Investor Confidence. Lumos's investors — including Ridgeline Ventures (Series B lead, General Partner Helen Trask) and Northstar Growth Equity (Series D lead, Managing Director Jonathan Holt) — have invested $185 million in Lumos based in large part on the proprietary nature of Lumos's technology and its defensibility against competitive threats. (Chandrasekaran Decl. ¶¶ 7, 48.) Unchecked misappropriati

4. Inability to "Unring the Bell." The disclosure or use of trade secrets cannot be undone. Once Defendants have used Lumos's model architecture to build NovaSpark's product, or incorporated Lumos's feature-engineering logic into NovaSpark's codebase, or leveraged the DataStream pipeline architecture to accelerate NovaSpark's data-ingestion capabilities, the competitive harm is permanently inflicted. Monetary damages

5. Product Roadmap Compromise. The LumosEdge 3.0 Product Roadmap — a 37-page document revealing Lumos's unreleased product specifications for 2023–2025 — is in Anand's possession. If NovaSpark gains insight into Lumos's future product plans, market expansion strategies, and competitive positioning, the strategic harm to Lumos is incalculable. A competitor with advance knowledge of Lumos's product roadmap can preempt