I Read an Academic Paper and Rebuilt My AI Agent's Memory

IBM researchers proved that AI agents improve up to 14% when they learn from their own execution history. I run an AI agent platform called OpenClaw. I implemented their framework in a Saturday morning. Here’s what I built, what changed, and what I learned about making AI agents that actually get better over time.

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Setting Up OpenClaw: The 5 Things I Wish I Did First

OpenClaw becomes the backbone of how you work — but only if you set it up right. Most people skip the five steps that actually matter: SOUL.md, cron jobs, picking one channel, USER.md, and the skills system. Here’s what I’d do differently from day one.

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How I Earned My Commercial Pilot License at 45

From zero flight time at 44 to commercial multi-engine certificate at 46. Real hours, real costs, real timeline. Started at Pensacola, FL in late 2023 and knocked out PPL, IR, Commercial ASEL, and Commercial AMEL in under 18 months — all while holding down a day job in California. Here’s exactly how it went.

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The Cheapest Ways to Build Flight Hours in 2026

You need hours. Hours cost money. Unless you know the workarounds. A practical guide to every legitimate method for building pilot flight time affordably in 2026 — including options that are free and one where they pay you to fly 130 hours a month.

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How I'm Using AI to Build Side Income as a Pilot

I need 1,130 more flight hours at $200/hr. That's $226,000. I'm using AI automation to build side income through iOS apps, KDP publishing, and prediction market bots. Real numbers, real timeline, still early. Here's what's actually working and what isn't.

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The Ultimate Private Pilot Checkride Prep Guide (2026)

I passed my PPL checkride on the first try. Here's everything I wish someone had told me: what the DPE actually cares about, how to study the ACS without losing your mind, the oral questions that trip people up, and the flight maneuvers worth over-preparing.

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5 Apps Every Student Pilot Needs in 2026

The apps I actually used during training, not the ones flight schools push. ForeFlight is obvious. The other four saved me real money, real time, and real headaches during PPL through commercial.

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🍽️ FeedFare on App Store 📚 PPL Workbook 🛫 Flight Funded Tracker 𝕏 @nickrae