In early October 2026 I posted two LinkedIn articles that outline my approach to agent memory and introduce a component called Jev that judges retrieval results before generation. These ideas build on the memory graph and Jev discussion I shared in September 2026 linkedin posts september 2026.
Agents without memory aren't agents at all.
The model itself is still stateless.
In the 80‑turn evaluation the managed‑memory agent kept input near 1,300 tokens per request.
The managed‑memory agent won 48 evaluated turns, flat‑history won 13, and the remaining 19 were ties.
Jev evaluates every question in one packed request and returns a calibrated probability for each passage.
Hybrid search produces a shortlist of top‑20 passages that Jev then judges.