Tag

context window

5 posts carrying this tag.

Mar 3, 2026 Claude Pro usage limit AI token consumption context window

Why Your $20/Month Claude Pro Plan Runs Out in 3 Prompts (And What's Actually Eating Your Tokens)

Your Claude Pro subscription burns through its 5-hour session limit in minutes. Here's the technical reason: your AI agent wastes 70% of your tokens reading files instead of answering your question.

Apr 1, 2026 Claude rate limits open source LLMs AI copilot alternative

Claude Is Rate-Limiting Everyone. Here's Why Good Context Beats a Smarter Model.

Anthropic just throttled Claude Opus and Sonnet during peak hours. Developers are canceling subscriptions and looking for alternatives. Here's the argument: a good open-source model with great context beats a frontier model that won't let you use it.

Mar 31, 2026 context window AI basics LLM fundamentals

What Is a Context Window? The Simple Explanation Everyone Gets Wrong

The context window is your AI's short-term memory. It's not storage — it's a fixed-size desk. Everything the AI is thinking about right now must fit on this desk.

Mar 31, 2026 training data context window parametric memory

Context Window vs. Training Data: Two Completely Different Things

Training data is everything the model learned. The context window is what it's thinking about right now. Here's why the distinction matters.

Jun 1, 2026 context rot vector search limitations GraphRAG limitations

Why Vector Search and GraphRAG Both End in the Same Context Rot

Vector search and GraphRAG look like opposites, but they share the same final move. Parse the code, retrieve some of it, rerank it, and stuff it into the context window. That last step is where both of them rot, because a model that is handed a pile of chunks degrades the same way no matter how the pile was chosen. Here is why the retrieval layer is not the cure for context rot, and what is.