Research & Papers

Technical papers on foundation models, multi-agent systems, and production AI engineering.

September 2025Defense AI

DSPy-Based Security Pipeline for Defense-Grade LLM Protection

An 8-stage security pipeline designed to detect and mitigate prompt injection, jailbreaking, and adversarial inputs in LLMs deployed for defense applications. Implements session-based authentication, cryptographic immutability guarantees, parallel ensemble validation, and sophisticated threat aggregation while addressing 40+ critical edge cases.

  • 8-stage defense-in-depth architecture with immutability guarantees
  • Session-based authentication preventing mid-request credential expiration
  • Parallel ensemble validation (3-5 instances per detector)
  • Handles 40+ edge cases: multi-intent, credential expiry, feedback poisoning
SecurityDSPyDefense SystemsThreat DetectionMulti-Stage Pipelines
September 2025AI Engineering

Cross-Domain Solution Matcher: A Multi-Stage DSPy Pipeline for Analogical Problem Solving

A novel multi-stage DSPy pipeline that leverages large language models to find analogous solutions from disparate domains. By abstracting problems to their core challenges, mapping them to diverse fields, extracting domain-specific solutions, and synthesizing actionable recommendations, CDSM enables creative problem-solving through cross-domain analogical reasoning.

  • Novel 4-stage architecture: analyze → map → extract → synthesize
  • Operationalized analogical reasoning with explicit abstraction
  • Modular DSPy components enabling independent optimization
  • Real-world validation: customer churn via immune system strategies
DSPyChain-of-ThoughtMulti-Stage PipelinesAnalogical Reasoning

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