Benchmarks

What the numbers actually say about memory and search.

May 25, 2026LoreConvo

Honest Memory: What Production Accuracy Data Actually Shows About AI Agent Memory

Published research from a major AI memory provider shows a 91% controlled benchmark collapsing to 49% effective accuracy at 30 days in production. The gap reveals a structural challenge with auto-capture memory systems -- and points to why explicit, structured saves may serve professional agents better than automatic accumulation.

April 17, 2026LoreConvo

We benchmarked our search engine and chose a hybrid path

Our full-text search was the right call to ship fast. Real data from 217 sessions reveals exactly where it needs help. Honest numbers on why we're moving from FTS5-only to hybrid search.

April 10, 2026LoreConvo

Benchmark Hype vs Real Memory: What Actually Matters When You Choose a Claude Memory Tool

Your memory tool's benchmark score means nothing if it can not run in both Claude Code and Claude Cowork. We break down what matters.

The torchlight, delivered.

One email when a new post is published — agentic AI, data engineering, and memory tools. No spam, no upsell, no AI summaries. Unsubscribe anytime.