Perspectives on engineering, AI, and modern platform delivery.

Research, analysis, case studies, and field insights that explore how enterprise systems evolve — and how architecture, AI, and disciplined engineering shape the next era of digital capability.

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Perspectives

Engineering insights, architectural deep-dives, and perspectives on AI, platform engineering, and modern systems.

AI Adoption9 min read

The Pathfinder Bottleneck

Most organisations begin AI adoption with a few pilots. By the time those pilots deliver results, the landscape has already moved. What enterprises need is a continuous stream of pathfinders.

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AI Strategy8 min read

Enterprise AI Needs Two Speeds

Enterprise AI adoption requires two concurrent velocities — strategic architecture that holds for years, and tactical experimentation that delivers insight in weeks. Most organisations only have one.

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AI Strategy3 min read

Engineering Pole Reversal

Many of the heuristics that guided software engineering for decades are starting to flip in value. The effect is analogous to geomagnetic reversal — the forces remain the same, but the direction flips. Compasses calibrated to the old orientation point the wrong way.

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Field Notes

Practical observations, lessons learned, and technical notes from the field — captured as they happen.

Intermediate5 min read

When a Model Upgrade Breaks Production

A Gemini 2.5 Pro upgrade caused a regression in our evidence extraction pipeline. Context adherence dropped. Structured outputs degraded. The benchmarks said it was better. Our production data said otherwise.

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In the News

ICA (International Compliance Association)2024

Economic crime prevention platform shortlisted at the ICA Awards

The economic crime prevention platform built by Bugni Labs for Lloyds Banking Group was shortlisted at the International Compliance Association Awards — recognising the platform's impact on screening modernisation, orchestration and compliance outcomes.

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TechPros / FintelligenX2023

Delivering economic crime prevention innovation with Lloyds Banking Group

An in-depth interview with the Product Owner for List Screening at a major UK bank, describing how a four-month collaboration with Bugni Labs delivered a next-generation screening engine with advanced matching, explainability and dynamic configuration — "groundbreaking and a path to the future."

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TechPros / FintelligenX2023

Modernising economic crime prevention for a digital-native bank

Interview with the Engineering Lead for Economic Crime Prevention, detailing how Bugni Labs helped architect and deliver an e-crime prevention as a service platform, including code generation and modern runtime design that dramatically reduced engineering effort and delivery timelines.

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TechPros / FintelligenX2023

CEO Spotlight: Abhay Chrungoo on AI-Native Engineering and the future of financial services

An in-depth interview with Abhay Chrungoo, CEO of Bugni Labs and FintelligenX, exploring the vision behind AI-Native Engineering, the role of domain-driven design in regulated industries, and the future of engineering organisations in financial services.

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Resources

ChecklistCustomers

AI Adoption Readiness Checklist

A comprehensive checklist for enterprise teams evaluating their readiness to adopt AI and LLM capabilities. Covers data governance, infrastructure, talent, risk management, and organisational alignment.

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GuideCustomers

Platform Engineering Maturity Guide

A structured framework for assessing your organisation's platform engineering maturity across infrastructure, developer experience, governance, and operational readiness. Includes self-assessment rubrics and a prioritised improvement roadmap.

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