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I stopped collecting tutorials and started building smaller projects

For a while, my learning process looked like this: Tutorial → notes → another tutorial → another technology → repeat. I was learning a lot, but it wasn't always translating into the ability to build…

  • Author shifted from tutorials to building small projects
  • Learning loop: concept, project, challenges, debugging, documentation
  • Embracing getting stuck leads to tangible learning results

Building a Web Agent That Remembers Every Development Session

We Built a Web Agent That Remembers How We Build Building an AI coding assistant that doesn't forget our project after every session. Every AI coding session starts the same way.

  • Web agent retains context across development sessions
  • Lightweight memory system organizes project knowledge
  • Agent records changes, maintains consistent implementation

Ember-1

  • Ember-1 model retains Kimi K3 quality with 40% fewer tokens
  • Fireworks Research develops specialized models for efficient coding
  • Ember-1 outperforms K3-max and outperforms GPT-6 Astra in benchmarks

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