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⚡ AI Lessons

Dev.to · mote
3w ago
I Burned 3 Weeks Tuning Vector Search Before Realizing the Problem Was the Index, Not the Algorithm
I was getting 200ms latency on vector search with only 50,000 embeddings. For a drone that needs to...

Dev.to · mote
⚡ AI Lesson
1mo ago
I Built a Database Engine in Rust for My Robot and Learned That SQLite Was the Wrong Battle
The robot started ignoring me on a Tuesday afternoon. Not dramatically — no sparks, no screaming...

Dev.to · mote
1mo ago
I Tried 4 Async Runtimes on a Raspberry Pi — Only One Didn't Make Me Want to Throw It Out the Window
Last month I spent three weeks doing something that sounds simple: making an HTTP client work...

Dev.to · mote
1mo ago
I Spent 3 Months Tuning a Tokio Runtime for My Robot — Here's What No Tutorial Tells You
I Spent 3 Months Tuning a Tokio Runtime for My Robot — Here's What No Tutorial Tells You Last...

Dev.to · mote
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I Replaced SQLite with a Rust Database in My AI Robot — Here's What Happened
I used SQLite for everything. For years, it was my default answer to "where do I store stuff."...

Dev.to · mote
1mo ago
Your Robot Doesn't Need a Vector Store — It Needs a Memory System
Last Tuesday, our robot walked into the kitchen for the 31st time that week. Same route. Same...

Dev.to · mote
1mo ago
I Watched My Robot Forget Everything 47 Times a Month — Until I Moved Memory to the Edge
Last Tuesday, my robot was halfway through cleaning the kitchen when the WiFi died. Not a big deal,...

Dev.to · mote
1mo ago
My Drone Flew 5 Minutes Before Its Brain Crashed — Every Single Time
My Drone Flew 5 Minutes Before Its Brain Crashed — Every Single Time A true story about...

Dev.to · mote
1mo ago
My Robot Said Kitchen 47 Times — And Never Knew It Had Already Been There
My Robot Said Kitchen 47 Times — And Never Knew It Had Already Been There Last Tuesday, my...

Dev.to · mote
1mo ago
I Tried 5 Ways to Give My AI Agent Memory (And Built a Database Instead)
Last month, my AI agent forgot a user's name three times in one conversation. Not a complex name....

Dev.to · mote
1mo ago
My Drone Crashed 47 Times Before I Understood What Robot Memory Actually Needs
Last Tuesday, at 3 AM in a robotics lab that smelled like solder and desperation, my drone—let's call...

Dev.to · mote
1mo ago
I Spent 3 Weeks Fighting Embedded Database Lockups — Here's What I Learned
Last month, I was debugging a weird issue on a Raspberry Pi 4. Our robot would randomly freeze for...

Dev.to · mote
1mo ago
My Drone Crashed 47 Times Before I Understood What Robot Memory Actually Needs
Last Tuesday, at 3 AM in a robotics lab that smelled like solder and desperation, my drone—let's call...

Dev.to · mote
1mo ago
I Spent 3 Months Debugging a Robot's Memory — 5 Things I Wish I Knew About Edge AI Data
I Spent 3 Months Debugging a Robot's Memory — 5 Things I Wish I Knew About Edge AI...

Dev.to · mote
1mo ago
Building Embodied AI Memory: moteDB for Vectors, Time-Series and State
The Problem AI robotics needs a new kind of database. Modern embodied AI applications...

Dev.to · mote
1mo ago
Why Your Robot Doesn't Need Pinecone (And What It Actually Needs)
Why Your Robot Does Not Need Pinecone (And What It Actually Needs) Pinecone, Weaviate,...

Dev.to · mote
1mo ago
Run a Vector Database on a Raspberry Pi in 5 Minutes (No Server Required)
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Dev.to · mote
1mo ago
Why moteDB? The Embedded Multimodal Database Built for Embodied AI
Building Embodied AI Memory: How moteDB Stores Vector, Time-Series, and State Together A...

Dev.to · mote
1mo ago
Why moteDB? The Embedded Multimodal Database Built for Embodied AIWhy moteDB? The Embedded Multimodal Database Built for Embodied AI
Why moteDB? The Embedded Multimodal Database Built for Embodied AI Modern AI...

Dev.to · mote
1mo ago
I Built a Database for Robots — 5 Things Nobody Tells You About Edge AI
I Built a Database for Robots — 5 Things Nobody Tells You About Edge AI Last year, I...

Dev.to · mote
1mo ago
Why Embedded Databases Are the Missing Piece in AI Robotics
When we think about AI infrastructure, we picture massive GPU clusters, cloud databases, and API...

Dev.to · mote
1mo ago
Why Vector Databases Alone Aren't Enough for Embodied AI: Introducing moteDB
When we talk about AI databases, most people immediately think of vector databases like Pinecone,...

Dev.to · mote
1mo ago
Part I: Terms, Origins, and Paradigm Shifts
When a change truly begins to enter reality, what changes first is often not the tools, but the...

Dev.to · mote
1mo ago
Prologue: After We No Longer Write Code by Hand, What Remains for Engineers?
1. A Question We Can No Longer Avoid See Figures 0-1 and 0-2 in this chapter. Over the...
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