Blog
Agent memory, explained honestly
Guides on permission-aware retrieval, reviews of the tools in this space, and news from building a condensed context layer in the open.
Context Engineering for AI Agents: A Practical Playbook
Context engineering for AI agents explained: compaction, sub-agents, and memory design that stop long-running agents from losing the plot.
How to Choose Enterprise Search Software in 2026
A practical checklist for picking enterprise search software in 2026: entitlement, freshness, self-hosting and the questions that actually matter.
AI Enterprise Search Explained: RAG and Permissions
How AI enterprise search actually works: retrieval, synthesis, and why permissions have to be checked before an answer is written, not after.
Permission Aware RAG: A Practical Guide
What permission aware rag actually means, how retrieval-time entitlement differs from redaction, and how to build or buy it properly.
How to Set Up Self Hosted AI Memory, Step by Step
A practical, step-by-step guide to self hosted ai memory: Docker, your database, an LLM key, your first source, and entitlement scopes.
Context Engineering 101: Why Stuffing Prompts Fails
Context engineering explained plainly: why more text in a prompt makes AI answers worse, and what to do about it instead.
Company Knowledge Base AI: A Real-World Case Study
An illustrative case study of a 90-person logistics company moving from scattered systems to a company knowledge base ai an assistant can trust.