Welcome to My Blog
Sharing stories, insights, and inspiration
Latest Articles
Insights, tutorials, and stories from our team
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Building a Tokenizer From Scratch: Byte-Pair Encoding, Verified on Real Data (Ep:00.02)
Whole-word tokenization hits a wall the first time it meets a word it’s never seen. This episode builds Byte-Pair Encoding…
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Colab Setup + TinyStories — Picking the Right Dataset to Train an LLM From Scratch (Ep:00.01)
Set up a free Google Colab environment for training an LLM from scratch, and learn why dataset choice matters more…
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From Scratch to Agents — Build a Real LLM, Fine-Tune It, Add RAG, Make It an Agent (Ep:00.00)
A hands-on, code-only course: build a real GPT-style LLM from scratch on Google Colab’s free tier, pretrain it on real…
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Multi-Agent Systems Explained: A Sub-Agent Is Just a Tool That Runs Its Own Loop (Ep:06.08)
An orchestrator agent invoking a specialist sub-agent is structurally identical to a single agent calling a tool — the only…
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Why “More Training” Didn’t Fix the Undertrained Tool — a Deeper Diagnosis (Ep:06.07)
Oversampling a tool’s training data 4x more didn’t fix it — because the real problem wasn’t repetition count, it was…
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Why Self-Correction (Reflexion) Doesn’t Fix an Undertrained Model (Ep:06.06)
Reflexion lets an agent verbally reflect on its own mistakes and retry, entirely in-context, with no weight updates. Module 6…
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About Me
Writer, creator, and storyteller
Welcome to my corner of the internet. I share thoughts, experiences, and insights on topics I'm passionate about.
What I Write About
- Personal growth and development
- Creative writing and storytelling
- Technology and innovation
- Life experiences and lessons learned
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