RESEARCH
Research briefings and fact-rooted posts - what the papers, HN threads, and benchmarks actually say.
8 resources - 3 posts, 1 tool, 4 guides
Blog Posts
View in blog →
Multi-Stream LLMs Hint at the Next Agent Architecture
The Multi-Stream LLMs paper argues that agents are bottlenecked by single chat streams. The practical takeaway is not to rebuild everything today, but to design agent runtimes around separated channels.
8 min read
Refusal Directions Are a Systems Problem
A trending refusal-direction paper is a reminder that model safety cannot be treated as a thin refusal layer. Builders need layered controls around the model.
8 min read
Over-Editing: Why Your AI Coding Agent Rewrites What Isn't Broken
A new study from nrehiew quantifies a problem every Claude Code, Cursor, and Codex user has felt: models making huge diffs for tiny fixes. Here is why it happens, why tests do not catch it, and what to do about it.
8 min read
Guides
All guides →Chronicle Research Preview Setup Guide
Set up Codex Chronicle on macOS, manage permissions, and understand privacy, security, and troubleshooting.
GuideFast Mode - Claude Code
2.5x faster Opus at a higher token cost (research preview).
GuideBuilt-in Subagents - Claude Code
Researcher, auditor, reviewer, and other ready-made subagent types.
GuideSubagent Context Isolation - Claude Code
Prevent bloating the main conversation with research or exploration.
GuideKeep exploring Research
- - NotebookLM - recommended Research tool from the Developers Digest directory
- - Tools Directory - dive deeper across the Developers Digest knowledge base
- - All Research articles in the blog archive
- - Developers Digest on YouTube - video tutorials covering Research and more
Get Smarter About AI Dev
New tutorials, open-source projects, and deep dives on coding agents - delivered weekly.
One email per weekReal code, not theoryFree forever
Explore 354 topics
Browse All Topics