A bug in the AI SDK v7 migration caused small language models to fail at multi-turn tool calling by silently truncating conversation history. The deprecated `result.response.messages` property, which …
Barkup 0.3 introduces focused views, a feature that reduces token usage by up to 98% by rendering only the relevant portion of a tree for model edits, validated by three pre-registered studies showing…
A new study from the barkup-bench series reveals that LLM agents suffer from session drift when serializing tree state only once, with per-step success dropping from 98.8% to 83.8% for Claude Sonnet 4…
A benchmark comparing whole-tree HTML rewrite against granular JSON tools for LLM-driven editing found that a defect in the benchmark harness had hidden small-model multi-turn tool reliability. After …
A document platform uses an overlay system inspired by animation cels, storing content as flat particles keyed to template node IDs, avoiding cloning or schema derivation to keep templates shared and …
The founder of an AI document platform, Replicator, explains how the system evolved from two long-standing pain points in his agency: CMS complexity and print design management. He describes moving al…
A document platform built by an AI assistant uses HTML as a native data format for LLMs instead of JSON, encoding templates as HTML and employing a 'rewrite the whole thing' editing strategy. The appr…
Lightning Jar Engineering built Replicator, an AI brand operating system where a language model generates marketing documents with utility CSS classes at runtime, after the build step. To handle class…