Machine Heart
Machine Heart
Apr 5, 2026 · Artificial Intelligence

Cut Token Costs by 68% with Dynamic Multi‑Agent Collaborative Coding

The paper introduces AgentConductor, a 3‑billion‑parameter orchestrator that generates adaptive YAML‑based multi‑agent topologies, dynamically re‑plans when code errors occur, achieving a 14.6% accuracy boost and up to 68% token‑cost reduction compared to existing static agent pipelines.

AgentConductorLLM code generationMulti‑agent collaboration
0 likes · 9 min read
Cut Token Costs by 68% with Dynamic Multi‑Agent Collaborative Coding
Bilibili Tech
Bilibili Tech
Mar 31, 2026 · Artificial Intelligence

Can AI Generate Real‑Time, Editable Motion Graphics? Inside Neon Vibe Motion

This article examines Neon Vibe Motion, an open‑source platform that lets users describe motion effects in natural language, uses LLMs to generate executable Canvas/WebGL code with adjustable parameters, and details the architecture, workflow, prompt engineering, and export options that enable real‑time, controllable motion graphics.

AI motion graphicsCanvas 2DLLM code generation
0 likes · 25 min read
Can AI Generate Real‑Time, Editable Motion Graphics? Inside Neon Vibe Motion