The LGTM (Page 7)

The LGTM

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AdaCodec Treats Video Tokens Like a Codec Problem, Not a Bigger Context Window Problem

AdaCodec Treats Video Tokens Like a Codec Problem, Not a Bigger Context Window Problem

Video multimodal models have a token accounting problem, and AdaCodec is refreshing because it says the quiet part plainly. A lot of video MLLM pipelines still behave as if every sampled frame deserves a full visual-token invoice. That is a strange habit for an industry that has spent decades learning

SubFit Says the Layer Is the Wrong Unit of LLM Compression

SubFit Says the Layer Is the Wrong Unit of LLM Compression

LLM compression keeps getting marketed as a storage problem. SubFit is a useful corrective because it treats compression as what it actually is in production: an inference-shape problem. The question is not merely whether you can make a checkpoint smaller. The question is whether the compressed model serves faster, uses

OpenAI Is Positioning Codex as a Multi-Agent Engineering Platform, Not a Better Autocomplete

OpenAI is no longer selling Codex as a smarter autocomplete box. The refreshed pitch is more ambitious, and more operationally awkward: Codex is becoming a command center for engineering work that can happen locally, in editors, in cloud environments, in parallel worktrees, through skills, through automations, and eventually across the

Terse Opens a Claude Code-Native TypeScript Automation Stack Built on Compile-Time Context

Terse Opens a Claude Code-Native TypeScript Automation Stack Built on Compile-Time Context

Terse is not interesting because the world needed another workflow builder with a landing page promise to replace Zapier. The world has enough drag-and-drop boxes pretending distributed systems are just rectangles with arrows. Terse is interesting because it makes a sharper bet: if coding agents are going to build and

Qwen Code’s June 2 Nightly Fixes the Boring Failures That Decide Whether Agents Survive Real Repos

Qwen Code’s June 2 Nightly Fixes the Boring Failures That Decide Whether Agents Survive Real Repos

Qwen Code’s June 2 nightly is the kind of release that will not win a benchmark slide and absolutely should show up in your coding-agent evaluation checklist. The headline is not a new model, a bigger context window, or another “agentic” demo where the repo is conveniently shaped like