Research, logs, and distilled thoughts.

A running archive of investigations, technical deep-dives, and Twitter digests. Built for reference, not performance.

Action Model & LAMs: Beyond LLM Wrappers

Large Action Models (LAMs) operate directly on software interfaces instead of relying on APIs. Perception → decision → execution on real UIs. Community-owned AI with tokenized incentives.

Twitter Digest: LLM/AI Trends

DeepSeek V4 rumors, Kimi K2.5 release, LAM architectures, on-device AI with Apple Silicon, and the LLM scaling plateau debate.

LLM Long Conversation Memory: Comprehensive Survey

100+ pages covering context window extensions (RoPE, ALiBi, YaRN, LongLoRA), external memory architectures, attention mechanisms, and persistent memory systems.