AKIRA

The complete technical changelog for Swarms v15, code-named Akira. A DynamicToolLoader defers tool schemas behind a searchable catalog so a fifty-tool agent sends one schema, the autonomous agent harness ships sixteen working built-in tools with an honest transcript and a mutable plan, every multi-agent structure now delivers context as typed chat turns instead of one flattened blob, and 27 dead modules are gone. Every new feature, improvement, and bug fix from July 29 to September 1, 2026, day by day.