Star Trek: Voyager Season One - re:View
#rlm #redlettermedia #startrek #startrekvoyager

https://youtu.be/J8uLWPHu1sI

Red Letter Media - Star Trek: Voyager Season One - re:View

Awe hell yeah baby. 2 fucking hours! wow!

I havent even watched Voyager. This will be great! LFG

#redletterMedia #rlm #richevans #mikestoklasa #startrek #startrekvoyager

This week on The Servitor: Abi has been doing most of the writing lately but I stopped doomscrolling long enough to gloss some reading and playing with ideas from arxiv papers I've done.

https://theservitor.com/tinkering-with-llm-ideas-from-the-papers/

#AI #LLM #RLM #AiResearch

What Are These Movies?!? / Whistle (2025) Movie Review
#rlm #redlettermedia #WhatAreTheseMovies #WhistleMovie #beyondtheblackvoid

https://youtu.be/S8A1H5AwzyQ

Star Wars Trivia!
#rlm #redlettermedia #StarWars #JackQuaid

https://youtu.be/-JAqUiRbKRU

RLMs prove that there is hidden unlockable fluid intelligence in LLMs, specifically on tasks that require genuine test-time reasoning, where no amount of memorisation helps, e.g. ARC-AGI-2

Couple of condensed points:

- REPL-as-environment pattern is general, not just long-context trick. RLM paper uses long context as the motivating use case for writing symbolic programs over the input prompt, but the pivotools / Symbolica papers show agentic coding (persistent REPL + iterative interaction + optional recursive self-calling) dramatically improves reasoning on short-context tasks too

- RLM is a third scaling axis alongside Chain-of-Thought and tool calling, where RLM controls behaviour for context management.

- RLM trajectories are a trainable objective via RL, improvements shown when fine tuning for RLM trajectories

- Underlying mechanism for grounding LLM reasoning in concrete code execution and feedback has broad applicability.

- recursive delegation provides real additional gain
- interleaved thinking currently fragile but transformative: pivotools complained that many inference providers and open-weight models respond without actually doing interleaved reasoning

#LLM #AI #RLM #Research

Ranking Every Sam Raimi Movie Part 3 - re:View
#rlm #redlettermedia #samraimi

https://youtu.be/oD-nA_9euXU

Best of the Worst: Wheel of the Worst #31
#rlm #redlettermedia #bestoftheworst #wheeloftheworst

https://youtu.be/v_kH7I3AfYc

Ranking Every Sam Raimi Movie Part 2 - re:View
#rlm #redlettermedia #samraimi

https://youtu.be/mzFMJgWklz4

Awni Hannun (@awnihannun)

'Recursive LM' 논문 관련 추가 논의에서 핵심은 프롬프트를 세분화해 하위 LLM들이 각각 부분 작업을 수행하고 결과를 통합하는 재귀적 구조라는 점이 강조됩니다. 또한 LLM에 REPL을 제공하여 코드 실행과 같은 상호작용을 가능하게 하는 부분이 주요한 혁신 포인트로 언급됩니다.

https://x.com/awnihannun/status/2025299976918893053

#llm #repl #rlm #languagemodel #research