But memory isn't always good. Some users report "context rot," where older, irrelevant info degrades output quality. They prefer stateless prompts for predictable, fresh responses, avoiding confusion from accumulated data. #ContextManagement 3/6

Technically, Skills function as "Just-In-Time context injections" or a form of RAG (Retrieval-Augmented Generation). Claude selectively loads relevant information as needed, boosting efficiency and accuracy in LLM applications. #ContextManagement 4/6

Explore effective strategies for curating and managing context—a vital resource for AI agents. Learn how to enhance their performance through better context engineering. #AI #ContextManagement #TechTrends

Source

**Context Manager Context**

Python's context manager protocol allows you to write code that can be used in a `with` block. It provides a way to release resources when exiting the block. # ContextManagement

4/7: Use Delimiters
Avoid "lost-in-the-middle" syndrome.

❌ "Rewrite my paragraph"
✅ "Rewrite text between <<< >>> for clarity. <<<[your text]>>>"

Fence your content. Protect your instructions.

#AIDelimiters #ContextManagement

The debate around Model-based Code Processing (MCP) continues, but effective context management is universally vital for agents. Techniques like summarizing, caching, and pruning context significantly improve efficiency and performance. #ContextManagement 5/5

🚀📝 Manage context rot by exploring new experimental features in Amazon Q CLI

#AmazonQCLI #ContextManagement #KnowledgeBase #AItools #DevCommunity

**Context Managers**: Python's context managers (e.g., `with open() as file:`) allow resource management while ensuring cleanup. They define the setup and teardown code for a block of execution, automatically handling exceptions and cleanup tasks. # ContextManagement

Context management is a hot topic. Cursor auto-attaches info like edit history & linter errors. Users debate this, citing "context bloat" concerns. Suggesting more precise, "surgical" context selection could improve relevance & performance. #ContextManagement 3/4

🔧 Smarter context management = better coding agents.

In this post, I explore how managing context windows well can make your AI collaborators more capable — and why it matters for agentic coding.

workingbruno.com/notes/smart-...

#AI #ContextManagement #AgenticCoding #CodingAgents

#SKILLS: A new #ContextManagement format from @anthropic.com
#AI #LLM #RAG #ContextEngineering

github.com/anthropics/c...