
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.
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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.

The APAC insurers we spoke to say they are burdened by manual processes and legacy technology, which are hampering effective moves up the risk curve. The vast majority (85%) of respondents of our APAC Insurance Survey expect the risk profile of their investment portfolios to rise over the next two years.

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.
After divesting from the US this spring, non-US insurers have re-embraced American assets as market sentiment has improved.
Our midyear macro update for corporates is based on a comprehensive review of the recent history of corporate investment performance, using Clearwater’s proprietary data.
As we learned in an earlier blog about passing peak cash, leading corporate investment managers moved quickly as rates rose, shifting portfolio allocations from cash to corporate bonds. This multiyear pivot coincided with a change in duration strategy that is…
Tariff turmoil, widening deficits, and market volatility have put US assets under meaningful scrutiny in 2025. A decline in the dollar, coupled with rising long-term Treasury yields, have many analysts pointing to international divestment from US assets. But have foreign investors really soured on US markets?
Energy and commodity traders may be risking more than they realize. Our research reveals that portfolio risk visibility is suffering from inflexible models and systems that struggle to adapt to changing market conditions. We commissioned a research study of energy…
Stable value isn’t one-size-fits-all. Discover 3 reasons why it demands a purpose-built solution for accurate accounting, reporting, and oversight.
Despite elevated market volatility and softening macroeconomic data, corporate investment performance has been robust for several years, with a typical gain of 7% (cumulative) since December 2023. For firms who saw no gains as recently as four to five years…
Clearwater’s 2025 Insurance Investment Outsourcing Report (IIOR), developed in partnership with DCS Financial, reveals a clear trend: while public fixed income remains the foundation of insurer portfolios, allocations to private equity and other alternatives are accelerating. As insurers seek greater…
Clearwater is investing in technological upgrades to their systems to ensure a smooth transition with each new Taxonomy release.
Peek behind the code at CWAN Engineering. Discover how our team tackles challenges like AI orchestration, auto‑scaling, and zero‑trust.