Unlock legacy knowledge and modernize faster than ever before

Putting every stored memory into the context sounds like the safe option, and for a small memory bank it is. Past a certain size it turns against you: unrelated entries add noise, the model works harder to find what matters, and less capacity is left for the actual task. Six ways to select rather than load everything, and when each is worth the complexity.

Satya Nadella just told enterprises they're paying for AI twice: once with money and again with the proprietary knowledge they share with AI. In an Oracle Forms migration, that knowledge is the business logic that you can't afford to expose. Learn what Satya Nadella's recent warning means for your project, and the four design questions we'd ask before letting AI anywhere near your Forms migration.

Many modernization programmes fail due to incomplete audits that missed hidden dependencies. Business Wire says 74% of organizations who start a legacy modernization project never finish it. In this article we cover seven phases for planning a modernization roadmap.

Oracle retired its own APEX converter in 21.1, so what actually automates a Forms migration today? A five-step guide to discovery, deterministic conversion, AI-assisted rebuilding and validation, including where the automation stops and your architects take over.

The new Qwen3.8 lets us tell it how much thinking effort to use before it answers. More thinking should buy better answers, and it certainly buys longer waiting time, so the question is how much is worth paying for. We put Qwen3.8-27B through three effort settings against two other models we regularly use. The metric we use is Substance, which is the mean of accuracy and completeness.

Whether developers live in a terminal or an IDE, the Kodesage CLI brings the same trusted knowledge and a native AI coding assistant directly to them, generating code, writing tests, and committing changes without leaving their workflow.