DeepSpec: DeepSeek Open-Sourced the Inference Cost War
DeepSpec turns speculative decoding from a hidden serving trick into an open training stack, with DSpark claiming 60% to 85% faster V4-Flash generation.
LPlutonous14 min read
Latest Analysis
Fast reads on model releases, compute strategy, policy pressure, and the companies fighting over the AI stack.
Apple
iOS 27: Apple's Siri AI Reset Is A System Agent Bet
iOS 27 makes Siri AI a private system agent, not just a smarter assistant. Apple's update ties app actions, Camera mode, speed gains, Liquid Glass, and the EU delay into one AI control-plane strategy.
14 min read
NVIDIA
GTC Taipei: NVIDIA Turned The GPU Keynote Into An AI Factory Rollout
NVIDIA's GTC Taipei at COMPUTEX 2026 was not a normal product keynote. It was a full-stack argument for AI factories, Windows-native agents, Taiwan manufacturing, and physical AI.
14 min read
Liquid AI
LFM2.5-8B-A1B: Liquid AI's Edge Model Bet Is About Active Parameters
Liquid AI's LFM2.5-8B-A1B shows why the small model race is moving from parameter count to active compute, memory bandwidth, local runtimes, and the devices that can run agents at the edge.
14 min read
World Models
World Models: The Simulation Layer AI Labs Are Racing To Own
World models began as Schmidhuber's curiosity-driven controllers. Genie 3, DreamerV3, GAIA-1, GameNGen, V-JEPA, and open-ended play show why simulation is becoming AI's next platform layer.
14 min read
Sakana AI
TwELL: The Sparse Kernel Bet That Makes LLMs 20.5% Faster
Sakana AI and NVIDIA's TwELL shows why sparse LLMs were not blocked by theory. They were blocked by GPU execution economics.
14 min read
Recursive Language Models
Recursive Language Models: How RLMs Work
RLMs treat prompts as environments, not inputs. The MIT paper behind Recursive Language Models, the REPL execution loop, and why the AI industry is adopting it.
24 min read
OpenAI
From Altruism to Empire: The Full OpenAI Origin Story
From a $1B nonprofit pledge to a $300B for-profit empire: the decade-long origin story of OpenAI, from founding through ChatGPT to $12B in annualized revenue.
18 min read
Qwen3.5
Qwen3.5: The Model Anthropic Didn't Name
Qwen3.5-397B-A17B scores 88.4 on GPQA Diamond at $0.60/M, yet was absent from Anthropic's distillation report. That absence explains more than the names that were included.
14 min read
Anthropic
Anthropic Catches Three Chinese AI Labs Stealing Claude
Anthropic named DeepSeek, Moonshot, and MiniMax for industrial-scale Claude distillation. Evidence is real, but calling it an 'attack' ignores how AI was built.
15 min read
Anthropic
From Laughingstock to $380B: The Anthropic Comeback Story
Anthropic was mocked as the AI company that couldn't ship. Claude 2 was the punchline. Four years later, they own enterprise AI at a $380B valuation.
15 min read
Gemini 3.1 Pro
Gemini 3.1 Pro Doubled Its Reasoning Score in 3 Months
Google doubled ARC-AGI-2 from 31% to 77% in one update. Gemini 3.1 Pro leads 13 of 16 benchmarks at $2/M tokens, undercutting Claude Opus 4.6 by 60%.
14 min read
Claude Sonnet 4.6
Claude Sonnet 4.6: Opus-Level Intelligence at Sonnet Price
Claude Sonnet 4.6 is the new claude.ai default - preferred over Opus 4.5 59% of the time, with 1M context and $3/$15 per million tokens.
13 min read