On-policy distillation papers probe teacher guidance flaws

Reddit user m0dE says Mecha Royale, in development for about 4 months, was built with roughly 99% of its code and content created using Opus. Sound and music came from ElevenLabs and Suno.

A Reddit user reports that Fizgig's H3 Single Image Generator works when fed through the H3 Multi Reference node, letting them skip H3 Ref2Video and its single-frame extraction step. No benchmarks or outputs were shared.

Apollo's CLO business previously spent 2-3 days building a single mock portfolio by hand in Excel; with AI agents it now takes minutes. Jack McDonald, principal at Apollo and COO of Redding Ridge, its ~$50B structured credit and CLO manager, discussed the shift with Rowspace co-founder Michael Manapat.

A Plus subscriber says ~5 minutes of mixed coding and analysis consumed about 40% of the 5-hour limit, versus roughly 10% a week or two earlier under the same workload.

A r/ClaudeAI user prompted Opus 5.5 to generate a music video entirely in code, aiming for a colored-pencil line-boil look instead of the crisp motion graphics typical of Claude-made videos.

A Reddit user built optim-jev, a Jev-based component placed inside Claude Code's harness to handle smaller coding decisions with targeted context instead of the full conversation. The goal is reducing token maxing; no benchmark numbers or release details were shared.

Eugene Cheah of Featherless AI outlines a four-step method for reducing inference spend at scale: measure, right-size, buy capacity well, and check processes. The talk also covers splitting API keys per team and agentic versus process-based usage.