AI Agents Don't Need More Memory. They Need Governed Recall.Most AI Agent Memory discussions start from the same assumption: If the agent forgets, give it more memory. More chat history. More retrieved documents. More summaries. More vector storage. More coJun 18 · 11 min readopenmas.hashnode.dev
AI Agent Memory Is Not Chat HistoryMost AI agent systems start with a simple idea: "Let's give the Agent Memory". At first, this usually means saving previous messages, retrieving similar chunks, and injecting them back into the promJun 11 · 10 min readopenmas.hashnode.dev
Building AI Workflows Is Easy. Making Them Reliable Is Systems EngineeringBuilding the first version of an AI workflow is usually easy. Connect an LLM to a few tools. Add some instructions. Let the model decide what to do next. Run the demo. It works. The problem starts lMay 30 · 9 min readopenmas.hashnode.dev
Evidence Beats Claims: Why AI Agents Need Runtime ProofAn AI agent saying "I did it" is not proof that anything happened. "I sent the email." "I updated the database." "I escalated the issue." "I published the post." Those are claims. In a real productionMay 26 · 6 min readopenmas.hashnode.dev
AI Agents Don't Have Permissions — Runtimes DoRight now, many Multi-Agent Systems are implementing permissions inside prompts. "You may access the CRM." "You are allowed to send emails." "Do not modify billing records." This is becoming one of 1May 21 · 3 min readopenmas.hashnode.dev