Insights

Thoughts on AI security, creative systems, memory architectures, and the practice of building AI products that matter.

Each article includes my personal take on the topic, drawing from hands-on experience building Ajax Studio, VoiceGuard AI, and various research projects.

Algorithmic TradingMay 27, 2026

Building Transparency Into Algorithmic Trading

This project explores the development of a transparent algorithmic trading dashboard, focusing on the AlphaTelemetry Lab's key components. The dashboard features four validation stages, a Strategy Lab, and coverage of forex, crypto, and options, with a focus on documented profit factors and show-the-losses transparency.

Algorithmic TradingTrading DashboardAlphaTelemetry Lab
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Consumer FinTechMay 25, 2026

Discovering Item Values with Ease

Learn how to determine the worth of your belongings using a simple and effective approach. With the help of emerging technologies, you can now easily identify and track the value of your items.

item valuationresale marketpersonal finance
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Game DesignMay 22, 2026

Designing Balanced In-Game Economies

Creating a sustainable in-game economy is crucial for player engagement and game longevity. Ebon Crucible's economy systems, including Coin Economy, Champion Betting, and Class Mastery, provide a framework for balanced game design.

Game EconomyMonetizationFree-to-Play
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Creative AIMay 20, 2026

Building Persistent AI Music Artists

This project explores the concept of persistent creative identity through Ajax Studio, a multimodal creative platform for music, video, and digital artists. By examining the potential of AI music artists, we can gain insight into the future of creative collaboration and artistic expression.

AI MusicCreative IdentityMultimodal Art
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Algorithmic TradingMay 18, 2026

The Gap Between Paper Trading and Live Trading

The gap between paper trading and live trading is a well-known phenomenon in the trading community. Understanding this gap is crucial for developing effective trading strategies, as seen in projects like AlphaTelemetry Lab.

algorithmic tradingpaper tradinglive trading
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AI SecurityMay 1, 2026

Designing Safety Gates for Autonomous Agents

The development of safety gates for autonomous agents is crucial for their reliable operation. This article explores the design of safety gates, referencing the concept of constitutional AI and the importance of robust safety mechanisms.

autonomous agentssafety gatesconstitutional AI
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AI Memory SystemsApril 15, 2026

Entity Graphs vs RAG: AI Knowledge Approaches

Entity graphs and RAG are two approaches to AI knowledge representation. This article compares their strengths and weaknesses in modeling complex relationships and retrieving information.

Entity GraphsRAGAI Knowledge
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AI ResearchMarch 9, 2026

Mapping CLS Theory to AI Systems

This article explores the application of Complementary Learning Systems (CLS) theory to production AI systems, highlighting key insights and design decisions. By mapping CLS theory to AI systems, we can improve the efficiency and effectiveness of these systems.

CLS TheoryAI SystemsProduction AI
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Cognitive ArchitectureMarch 2, 2026

Samson Architecture: Components and Design

The Samson architecture is a cognitive framework that integrates multiple components to facilitate complex decision-making. This article delves into the architecture's design, highlighting key components and their interactions.

cognitive architectureartificial intelligencedecision-making
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AI ResearchFebruary 22, 2026

Neuroscience-Inspired Architectures with Andrew Metcalf

This article discusses neuroscience-inspired architectures for multimodal learning, exploring beyond the transformer. It highlights the potential of these architectures in improving AI systems.

NeuroscienceMultimodal LearningTransformer
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AI Security | AI Memory SystemsFebruary 1, 2026

Toward Adaptive Voice Security: Lessons from Memory Systems

Voice authentication faces a fundamental challenge: attackers evolve faster than static detection systems can adapt. This article explores how principles from memory research, particularly the distinction between rapid learning and gradual knowledge extraction, might inform the next generation of voice security systems.

Synthetic Voice DetectionVoice SecurityASVspoof
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AI Memory SystemsJanuary 20, 2026

Episodic Memory in AI: From Stateless Models to Persistent Identity

Current AI systems lack the autobiographical memory that grounds human identity. This analysis examines the gap between semantic retrieval and true episodic recall, exploring how Complementary Learning Systems theory and recent advances in memory-augmented architectures point toward AI systems capable of genuine experiential continuity.

episodic memorysemantic memoryCLS theory
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Cognitive ArchitectureJanuary 15, 2026

From Prototype to Production: Engineering AI Systems That Deliver Value

The gap between AI demonstrations and deployed systems that work reliably is where most AI initiatives fail. This analysis examines what distinguishes successful AI products from impressive prototypes, drawing on experience building production systems across creative AI and security domains.

AI productsproduction systemsMLOps
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Categories

  • Algorithmic Trading
  • Consumer FinTech
  • Game Design
  • Creative AI
  • AI Security
  • AI Memory Systems
  • AI Research
  • Cognitive Architecture
  • AI Security | AI Memory Systems

Topics

Algorithmic TradingTrading DashboardAlphaTelemetry LabValidation StagesStrategy LabTransparencyitem valuationresale marketpersonal financetechnologymobile appsCacheXGame EconomyMonetizationFree-to-PlayCosmeticsGame BalanceAI MusicCreative IdentityMultimodal ArtDigital ArtistsPersistent ArtistsAjax Studioalgorithmic tradingpaper tradinglive tradingtrading strategiesrisk managementautonomous agentssafety gatesconstitutional AIAI securityreliable operationgovernor designEntity GraphsRAGAI KnowledgeMemory SystemsInformation RetrievalKnowledge RepresentationCLS TheoryAI SystemsProduction AIComplementary LearningNeural Networkscognitive architectureartificial intelligencedecision-makingcomplex systemsneural networksinformation retrievalNeuroscienceMultimodal LearningTransformerAI ArchitecturesDeep LearningCognitive ComputingSynthetic Voice DetectionVoice SecurityASVspoofSpeaker VerificationAI Researchsynthetic voicedeepfake audiovoice cloningfraud detectionenterprise securitysocial engineeringepisodic memorysemantic memoryCLS theorymemory architecturesAI identityMemGPTLettacontinual learningAI productsproduction systemsMLOpsAI governanceenterprise deploymentsystem reliability

About These Insights

Each article here represents my thinking on topics related to AI security, creative AI, and memory systems. Every post includes an "Andrew's Take" section where I share personal perspective from building real systems.