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ENGINEERING LOG // RESEARCH, ARCHITECTURE & INSIGHTS

Systems, Models & Architecture.

Technical write-ups, architecture teardowns, and engineering notes directly from our studio. We write about what we build: distributed systems, production GenAI pipelines, and high-throughput web applications.

All TopicsApplied AIFrontend ArchitectureDatabase & SecurityAcademic Research
FEATURED DEEP DIVE
EDITOR'S PICK
Applied AI
September 18, 20268 min readBY AI Systems Group

Deterministic RAG: Eliminating Hallucinations in High-Stakes Enterprise Systems

Why naive cosine similarity on raw chunk embeddings fails in production. How we architected hybrid BM25 + dense vector reranking with Cross-Encoders, metadata pre-filtering, and automated hallucination guardrails in Supabase pgvector.

#pgvector#RAG#Cross-Encoders#PostgreSQL#Python
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ARCHIVE

Technical Publications

Frontend Architecture
5 min read

Zero-Layout-Shift Pill Navigators in React 19 & Framer Motion

Eliminating indicator stutter and layout thrashing across dynamic routes. A deep dive into isomorphic layout synchronization, click debounce guards, and GPU-composited spring transitions.

React 19Framer MotionPerformance
September 14, 2026Read article
Database & Security
7 min read

Why We Chose Supabase Row-Level Security Over Middleware Authorization

A defense-in-depth approach to tenant data isolation. Why pushing authorization checks down to the PostgreSQL query planner guarantees data safety even if edge route handlers are compromised.

PostgreSQLRLSSupabase
August 28, 2026Read article
Deep Learning
11 min read

Fine-Tuning Small Language Models (SLMs) for Low-Latency Edge Inference

Quantizing 3B to 7B parameter models with ONNX Runtime and TensorRT to run sub-40ms local inference on mobile runtimes without cloud latency or prohibitive compute costs.

ONNXPyTorchQuantization
August 12, 2026Read article
Academic Research
6 min read

The Capstone Blueprint: Structuring a Winning Computer Science Final Year Project

From problem definition and empirical benchmarking to live demonstration protocols: our proven methodology for defending university capstones before rigorous academic panels.

AcademicFYPResearch
July 24, 2026Read article
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