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How We Cut Devanagari LLM Token Costs by 33.8% via Brahmi Token Injection

How We Cut Devanagari LLM Token Costs by 33.8% via Brahmi Token Injection

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3 min read
LLM Context Window Management: Strategies and Patterns

LLM Context Window Management: Strategies and Patterns

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5 min read
Picking a Gemma 4 Quantization: VRAM Math That Actually Matters

Picking a Gemma 4 Quantization: VRAM Math That Actually Matters

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2 min read
Character Consistency Across 24 Pages of a Generated Picture Book

Character Consistency Across 24 Pages of a Generated Picture Book

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2 min read
trelix v2.7 to v2.9: The Release Where the Pipeline Itself Became the Product

trelix v2.7 to v2.9: The Release Where the Pipeline Itself Became the Product

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10 min read
SM-2 Is Not Enough: Where Classic Spaced Repetition Breaks Down

SM-2 Is Not Enough: Where Classic Spaced Repetition Breaks Down

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2 min read
Making Two TTS Voices Sound Like an Actual Conversation

Making Two TTS Voices Sound Like an Actual Conversation

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2 min read
Identity Consistency Is the Hard Part of Two-Person Image Generation

Identity Consistency Is the Hard Part of Two-Person Image Generation

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2 min read
Why Japanese and Korean Break Your Text Processing Pipeline

Why Japanese and Korean Break Your Text Processing Pipeline

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2 min read
Evolution of NFT

Evolution of NFT

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3 min read
A Route API Is Not an Itinerary: Turning OSRM Output Into Honest Iceland Day Budgets

A Route API Is Not an Itinerary: Turning OSRM Output Into Honest Iceland Day Budgets

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3 min read
minbpe vs turboBPE: Two ways to think about tokenizer training

minbpe vs turboBPE: Two ways to think about tokenizer training

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4 min read
My Commit-Message Script Has an Empty-Diff Guard. My MCP Tool Version Doesn't — and It Doesn't Fail Loud.

My Commit-Message Script Has an Empty-Diff Guard. My MCP Tool Version Doesn't — and It Doesn't Fail Loud.

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4 min read
Building a Password Generator CLI in Python — string, random, any, and Testing Randomness

Building a Password Generator CLI in Python — string, random, any, and Testing Randomness

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11 min read
What Building ContextLens Taught Me About Context-Aware Systems

What Building ContextLens Taught Me About Context-Aware Systems

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6 min read
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