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Your AI agent is burning through tokens re-reading the same info over and over — and it's costing you speed and accuracy. This breakdown covers a free open-source memory tool that cuts agent token usage by up to 91% while boosting accuracy, plus the exact setup tips to get it working for you.
00:00 Intro – Free tool cuts AI agent token usage by 91%
00:51 What It Is – Memory system that files agent context like folders
1:43 The 3-Layer Trick – Tiered summaries slash wasted tokens
2:30 Smart Search – Agent drills down like a librarian for exact answers
3:25 Transparency + Learning – See the retrieval trail, agent improves over time
3:57 Benchmark Results – 91% token drop, accuracy jumps 24% → 82%
4:47 Why It Matters – Faster responses, fewer dumb mistakes
6:05 Who Needs This – Best for repeat-session agents (Claude Code, Cursor, Codex)
6:26 Pro Tips – Try the live demo, use the retrieval trail, check the license
Want to make money and save time with AI? Join here: https://www.skool.com/ai-profit-lab-7462/about
Your AI agent is burning through tokens re-reading the same info over and over — and it's costing you speed and accuracy. This breakdown covers a free open-source memory tool that cuts agent token usage by up to 91% while boosting accuracy, plus the exact setup tips to get it working for you.
00:00 Intro – Free tool cuts AI agent token usage by 91%
00:51 What It Is – Memory system that files agent context like folders
1:43 The 3-Layer Trick – Tiered summaries slash wasted tokens
2:30 Smart Search – Agent drills down like a librarian for exact answers
3:25 Transparency + Learning – See the retrieval trail, agent improves over time
3:57 Benchmark Results – 91% token drop, accuracy jumps 24% → 82%
4:47 Why It Matters – Faster responses, fewer dumb mistakes
6:05 Who Needs This – Best for repeat-session agents (Claude Code, Cursor, Codex)
6:26 Pro Tips – Try the live demo, use the retrieval trail, check the license