CORE

Building a knowledge graph memory system with 10M+ nodes: Architecture, Failures, and Hard-Won Lessons

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Building a knowledge graph memory system with 10M+ nodes: Architecture, Failures, and Hard-Won Lessons

TL;DR: Building AI memory at 10M nodes taught us hard lessons about query variability, static weights, and latency. Here's what broke and how we're fixing it. You've built the RAG pipeline. Embeddings are working. Retrieval is fast. Then a user asks: "What

Claude as your Github community manager

How I Automated GitHub Community Management and Saved 10 Hours/Week (Claude + CORE Memory)

Learn how I automated GitHub community management with Claude + CORE Memory. This workflow cut my daily GitHub time from 2 hours to 15 minutes with a 15-minute setup. TLDR: Managing GitHub issues, PRs, and comments used to eat 1–2 hours every morning. I connected Claude to CORE Memory (persistent

Why AI Forgets Everything You Tell It (And How to Fix It in 2025)

Why AI Forgets Everything You Tell It (And How to Fix It in 2025)

I was 20 minutes into debugging with claude, explained my (architecture, database schema, 3 different approaches) and just when the AI finally understood my problem, the session timed out and it forgot everything This happens 5-10 times a week to every developer using AI tools, and it's not

We built memory for individuals and achieved SOTA (88.24%) on LoCoMo benchmark

We built memory for individuals and achieved SOTA (88.24%) on LoCoMo benchmark

CORE became SOTA on the LoCoMo benchmark with overall 88.24% accuracy. LoCoMo tests how well AI systems remember and reason across long conversations (300+ turns). Think of it as the SAT for AI memory - it evaluates whether systems can maintain context, resolve contradictions, and surface relevant information as

Why claude.md Fails and How CORE Fixes Memory in Claude Code

Why claude.md Fails and How CORE Fixes Memory in Claude Code

The Pain Every Claude Code User Knows You’re in the middle of a tricky refactor. After 20 minutes of explaining architecture and trade-offs, Claude Code helps you land the perfect solution. Then the session times out, Claude Code forgets everything and you’re back to square one. To fix

How to make Cursor an Agent that Never Forgets and has better project context

How to make Cursor an Agent that Never Forgets and has better project context

Stop explaining the same context over and over. Start building with AI that remembers everything. Token Limits Kill Flow Every complex project, same nightmare: token limits. Cursor is brilliant but forgetful. After hours of explaining architecture and walking through code, you eventually hit the limit and get stuck with three