Beyond Vibe Coding: Software Engineering with AI in Practice
This post goes beyond vibe coding and shows practical ways to work with AI coding agents to produce better-engineered software products in real projects.

Consolidate your front-to-back office on a cloud-native, GenAI-enabled, transparent platform to achieve flexibility and accuracy for long-term objectives.
INSURERS CHOOSE CWAN TO
Improve operational efficiency, ensure data accuracy, and strengthen oversight using CWAN’s single-instance, multi-tenant platform with built-in AI.
Gain visibility and easily access daily validated and reconciled data from a platform built for scale and front-to-back investment clarity.
Automate data processing across multiple sources with clean, timely, and enriched data for accurate portfolio accounting and regulatory reporting.
Analyze multi-asset, whole-portfolio exposure to manage risk, conduct scenario analysis, and comply with NAIC and Solvency II regulations.
CWAN CAPABILITIES
Simplify operations, improve compliance, and enhance reporting with CWAN’s advanced insurance investment management solutions.
Automate accounting and reporting across GAAP, STAT, IFRS, and tax to reduce month-end close times, ensure ledger accuracy, and integrate seamlessly with GL systems.
Meet insurance-specific reporting requirements with pre-built compliance templates, automated data validation, and audit-ready outputs for global regulatory frameworks.
Catch and resolve issues early with automated checks across portfolios, including daily alerts on limit breaches.

Unite your firm’s investment accounting, compliance, performance, and sophisticated risk management.

Martin Knobbe Head of Middle and Back Office Investment, Versicherungskammer Group

Stephen McLoughlin Investment Services Manager, Delphi Financial Group
Richard Freeman Chief Investment Officer, Industrial Alliance Portfolio Management
Jonny Lee Finance & Investment Operations Director, Aviva
Simplify investment management with CWAN’s cloud-native, built-in GenAI solutions.
This post goes beyond vibe coding and shows practical ways to work with AI coding agents to produce better-engineered software products in real projects.
2025 was another year where doomsayers got it very wrong. After the new White House introduced sweeping tariffs in the spring, many pundits and economists predicted a hard landing for the economy: a melt-up in prices, due to tariffs, and a meltdown in the business environment, as companies grappled with increased costs.
Our latest APAC Insurance Report found that only 17% of insurers in APAC say their ALM systems can “very easily” cope with diversification and new instruments.