Why Bigger Context Windows Still Fail on Real Codebases
You're still repeating yourself, even with huge context windows. Here's why raw token capacity isn't memory—and what actually works for AI that understands your codebase.
Kumbukum is an open-source shared memory layer for teams that need AI context across assistants, code review, support, email, and research. Start with the comparison hub, the MCP memory alternatives guide, or the use-case pages for support teams, code review, and AI email triage.
You're still repeating yourself, even with huge context windows. Here's why raw token capacity isn't memory—and what actually works for AI that understands your codebase.
We are excited to announce significant enhancements to our Git-sync feature, including the ability to store your commit messages directly in your memories.
AI users face a tradeoff between messy long chats and forgetful new chats. Kumbukum fixes it with durable memory.
I'm excited to share that my team and I have been diligently working on an innovative new project called Kumbukum. Our goal with Kumbukum is to revolutionize the
Developers building their own AI memory layers hit the same walls every time: noise accumulation, no decay, no cross-tool sync. Here is why rolling your own is harder than it looks.
MCP tool calls eat 500-2000 tokens of overhead. Naive memory servers bloat your context window and degrade AI quality. Here is how to fix it.
MemPalace got thousands of GitHub stars in a week. But is it real persistent AI memory or just better-organized forgetting? The answer matters for builders.
Memory lock-in happens when your long-term AI context is trapped inside one vendor. Learn how it works and how to stay free with a shared persistent memory layer.
AI context management is the missing piece when your AI keeps answering like nothing happened. Save a context pack of decisions, constraints, and current state, and reuse it across Cursor, Claude, and ChatGPT.
AI memory systems store text, not meaning. Here is why it breaks and what persistent memory must do instead.
Claude Desktop is smart but forgets everything between sessions. Here's how to add persistent memory using Kumbukum in under 60 seconds. No Docker, no local database, just copy-paste.
Every AI coding session starts from zero. Your architectural decisions, trade-offs, and hard-won context disappear. Here's what context rot actually costs — and how to fix it.