Victor Service
NeuralArc Blog

Thinking out loud about AI, engineering, and what comes next.

NeuralArc builds applied AI systems for enterprises. Our blog shares what we learn along the way — from architecture decisions and cost optimisation to the ethical questions that keep us up at night.

Why On-Device AI Will Reshape the Next Decade of Software
AI Infrastructure9 min read

Why On-Device AI Will Reshape the Next Decade of Software

Cloud-first AI is hitting its ceiling. Latency, privacy regulations, and bandwidth costs are pushing inference to the edge. We break down what this means for developers building the next generation of intelligent applications.

April 8, 2026

Latest Articles

Building RAG Pipelines That Actually Work in Production
Engineering7 min read

Building RAG Pipelines That Actually Work in Production

Retrieval-augmented generation sounds simple in theory. In practice, chunking strategies, embedding drift, and reranking pipelines make or break your results. Here is what we learned deploying RAG at scale.

April 2, 2026

The Rise of Agentic AI: From Chatbots to Autonomous Workflows
Product6 min read

The Rise of Agentic AI: From Chatbots to Autonomous Workflows

AI agents that plan, use tools, and execute multi-step tasks are moving from research demos to production systems. We examine the architecture patterns making this possible.

March 26, 2026

Fine-Tuning vs Prompting: When Each Strategy Wins
Machine Learning5 min read

Fine-Tuning vs Prompting: When Each Strategy Wins

Not every problem needs fine-tuning, and not every prompt chain scales. We share a decision framework based on 50+ client deployments across industries.

March 19, 2026

How We Cut Inference Costs by 73% Without Sacrificing Quality
Engineering8 min read

How We Cut Inference Costs by 73% Without Sacrificing Quality

Model distillation, quantisation, and smart batching reduced our GPU bill from $42K to $11K per month. Here is the playbook with real numbers.

March 12, 2026

Responsible AI Is Not a Checkbox — It Is an Architecture Decision
AI Ethics6 min read

Responsible AI Is Not a Checkbox — It Is an Architecture Decision

Bias detection, explainability layers, and guardrails need to be designed in from day one. We walk through how NeuralArc builds safety into the model lifecycle.

March 5, 2026

Multimodal Models in Enterprise: Beyond the Hype
Product7 min read

Multimodal Models in Enterprise: Beyond the Hype

Vision-language models are impressive in demos, but enterprise adoption requires document parsing accuracy, OCR fallbacks, and audit trails. Here is what real deployment looks like.

February 27, 2026

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