Author: Oscar Serra
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MNEMOSYNE: Four Hooks That Upgrade Your Agent’s Memory Without Forking It
Your long-running agent’s memory has four quiet failure modes — slow lookups, task-blind retrieval, silent contradictions, and detail destroyed at compaction — and MNEMOSYNE fixes all…
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Why Your Pre-Push Privacy Gate Is Lying to You — and the Recipe as the Missing Middle Layer
Every individual push passed the privacy gate. The accumulated history still leaked 16 times — here’s the per-delta-vs-cumulative trap, and the named, replayable abstraction that sits…
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Total Recall: Pointer-Based Compaction and Task-Conditioned Retrieval for Persistent LLM Agents
Most AI agents compact old context by summarizing it — quietly losing the one detail that mattered. Total Recall is a lossless, event-sourced memory architecture that…
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Running an AI Agent 24/7: What Nobody Tells You
75 crashes, 45 wrong messages, and 138 restart loops. What actually happens when you leave an AI agent running around the clock.
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How to Track AI Token Costs in Real Time
See where every AI token goes — in real time, not on next month’s invoice. Practical strategies that cut our daily costs by 60%.
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How to Set Up Self-Improving AI Cron Jobs
The META pattern: AI cron jobs that rewrite their own prompts after each run. Day 1 mediocre, Day 30 expert. No human intervention.
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The Field Guide for AI Agents: 32 Lessons from Running One 24/7
32 hard-won lessons from running an AI agent 24/7. The operational manual nobody else has written.
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TinkerClaw: We Forked OpenClaw. Here’s What We Changed and Why.
262 fork commits, a real-time token dashboard, cognitive memory, and self-improving crons. What TinkerClaw adds to OpenClaw — and why we built it.
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We Taught Our AI to Teach Another AI
Two OpenClaw instances, same family, different operators. How we transferred 32 operational lessons from one AI agent to another — and wrote the field guide for…
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What Running an AI Agent 24/7 Actually Costs
After 6 weeks of running AI agents around the clock, we learned where every token goes — and wrote it all down. Real numbers, real crashes,…