Best of the Worst: The Vineyard, The Big Sweat, and Scarlet Warning
#rlm #redlettermedia #bestoftheworst

https://youtu.be/BCpWRQIIwWY

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