8 min read
Why Memoato Is Becoming a Trustworthy Context Product
What started as a personal memory app is becoming a context layer for people and AI agents, without abandoning the personal product that exposed the real problem.
Field notes.
Practical notes from backend engineering and building products, plus occasional writing about business, family, and ambition.
Search results.
6 notes for “Context”
8 min read
What Reliable Context for AI-Assisted Teams Actually Requires
Giving an AI assistant more text is easy. Giving it current, permitted, traceable, and testable context is an engineering problem.
4 min read
How I Structure Context for Coding Agents
A practical structure for giving coding agents useful context without turning every task into a giant prompt dump.
3 min read
Which Context Should Win?
Agent reliability is not only retrieval. The hard part is deciding which source is allowed to control the next action when context conflicts.
5 min read
Memory Is Not Enforcement
Why agent memory is useful, but not enough. The real work is source-backed context, permissions, stale-context detection, and eval traces.
5 min read
The AI Agent Problem Is Not the Model. It Is the Context.
Why the long-term advantage in AI-assisted software work is not picking the winning model, but building reliable context systems around any model or tool.