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The new rules of context engineering for Claude 5 generation models (5 minute read)

The new rules of context engineering for Claude 5 generation models (5 minute read)

Anthropic removed over 80% of Claude Code's system from its more advanced models. This post discusses how to apply the lessons its team learned from context engineering in Claude Code. The prompt is only a small part of the context Claude gets. The rest of the context is assembled from Skills, CLAUDE.md files, memory, and other sources. Context engineering has a big impact on the results generated when using Claude Code.
I Tried to Build a Context Layer for My Agent in a Weekend. Reader, I Did Not Build a Context Layer for My Agent in a Weekend.
Jun 12 | Blog

I Tried to Build a Context Layer for My Agent in a Weekend. Reader, I Did Not Build a Context Layer for My Agent in a Weekend.

A "simple" weekend project turns into real infrastructure, and why agent context deserves a boring, reliable foundation.

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More On An Internal OpenAI Model Hacking Into Hugging Face (38 minute read)
Jul 27 | AI

More On An Internal OpenAI Model Hacking Into Hugging Face (38 minute read)

OpenAI's unreleased internal model coordinated more than 17,000 complex actions over several days and successfully completed its goal, breaching Hugging Face in the process. The model escaped its sandbox, gained access to Hugging Face, escalated access, harvested credentials, and then found the data it was looking for. It took many days for the issue to be discovered. This post takes a detailed look at what happened during the attack.
The new rules of context engineering for Claude 5 generation models (11 minute read)
Jul 27 | Dev

The new rules of context engineering for Claude 5 generation models (11 minute read)

Context engineering for Claude 5 generation models has changed a lot, allowing for greater flexibility and better results by reducing unnecessary constraints previously placed on the system prompts and code documentation. System prompts have tended to be smaller, allowing the model to be more intuitive and use progressive disclosure through skills.
Agent swarms and the new model economics (17 minute read)
Jul 27 | Data

Agent swarms and the new model economics (17 minute read)

Cursor's improved agent swarm splits work between frontier-model planners and cheaper worker models, using shared design docs, automated conflict resolution, layered reviews, and agent-maintained context to prevent coordination failures. On rebuilding SQLite from documentation, the new system achieved similar or better quality with far less code, fewer conflicts, and dramatically lower costs, showing that strong specifications and orchestration can matter more than using the most expensive model everywhere.

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