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AI Explore

Principal AI & Data Engineer

Joined Joined on  Personal website https://notepatra.org/
ferrovec: a 33 KB Rust HNSW Vector Index That Compiles to WebAssembly

ferrovec: a 33 KB Rust HNSW Vector Index That Compiles to WebAssembly

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5 min read

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Your Data Pipeline's Real Bug Is a Lineage Problem, Not a Cleaning Problem

Your Data Pipeline's Real Bug Is a Lineage Problem, Not a Cleaning Problem

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5 min read
The Inference Hardware Wars: Why Your Token Bill Is Decided in a Fab, Not a Prompt

The Inference Hardware Wars: Why Your Token Bill Is Decided in a Fab, Not a Prompt

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8 min read
Structured Output Gives You Syntax. It Doesn't Give You Semantics

Structured Output Gives You Syntax. It Doesn't Give You Semantics

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5 min read
crimson-crab: a Production-Grade Rust SDK for Claude (and Why tokio Leaves the Tree on wasm32)

crimson-crab: a Production-Grade Rust SDK for Claude (and Why tokio Leaves the Tree on wasm32)

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7 min read
Prompt Injection Isn't a Filtering Problem, It's an Architecture Problem

Prompt Injection Isn't a Filtering Problem, It's an Architecture Problem

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5 min read
The Silent Socket: A Gemini-TTS Batch That Hung Forever, and the Deadline That Smashed It

Summer Bug Smash: Smash Stories Submission 🐛🛹

The Silent Socket: A Gemini-TTS Batch That Hung Forever, and the Deadline That Smashed It

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4 min read
A Redirect Is Not a Receipt: The Automation Bug That Told Me It Succeeded

Summer Bug Smash: Smash Stories Submission 🐛🛹

A Redirect Is Not a Receipt: The Automation Bug That Told Me It Succeeded

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4 min read
Your LLM Evals Are a Flaky Test Suite — Treat Them Like One

Your LLM Evals Are a Flaky Test Suite — Treat Them Like One

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5 min read
The Model You Shipped Isn't the Model That Runs

The Model You Shipped Isn't the Model That Runs

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5 min read
Your AI Agent Is a Distributed System — Debug It Like One

Your AI Agent Is a Distributed System — Debug It Like One

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4 min read
Agent Memory Fails Because Nothing Ever Gets Forgotten

Agent Memory Fails Because Nothing Ever Gets Forgotten

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4 min read
Your RAG Stack Is a Data Pipeline — Treat It Like One

Your RAG Stack Is a Data Pipeline — Treat It Like One

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4 min read
Diskhoji: a 6 MB Rust binary that shows you where your disk actually went

Diskhoji: a 6 MB Rust binary that shows you where your disk actually went

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4 min read
Your Guardrails Are Decaying and You Aren't Measuring It

Your Guardrails Are Decaying and You Aren't Measuring It

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5 min read
Shravana — learn anything by listening (Gemini writes it, ElevenLabs voices it)

DEV Weekend Challenge: Passion Edition Submission

Shravana — learn anything by listening (Gemini writes it, ElevenLabs voices it)

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4 min read
You're Not Paying for Compute. You're Paying for Memory Bandwidth

You're Not Paying for Compute. You're Paying for Memory Bandwidth

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4 min read
The Open-Weight Frontier Didn't Die— It Moved

The Open-Weight Frontier Didn't Die— It Moved

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6 min read
Multimodal Models Don't Fail at Understanding. They Fail at Sampling

Multimodal Models Don't Fail at Understanding. They Fail at Sampling

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5 min read
Sol, Terra, Luna vs. Fable 5: The Week the AI Frontier Got a Price War

Sol, Terra, Luna vs. Fable 5: The Week the AI Frontier Got a Price War

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7 min read
AI Coding Assistants Solved Typing, Not Thinking

AI Coding Assistants Solved Typing, Not Thinking

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5 min read
Stop Editing Prompts. Build a Context Compiler Instead

Stop Editing Prompts. Build a Context Compiler Instead

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5 min read
Self-Hosting a Model Means Self-Hosting Its Evaluation Too

Self-Hosting a Model Means Self-Hosting Its Evaluation Too

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5 min read
LoRA Doesn't Approximate Fine-Tuning. It Changes What You Can Teach

LoRA Doesn't Approximate Fine-Tuning. It Changes What You Can Teach

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4 min read
My DuckDB Extension PR Sat Red for Eight Weeks. The Bug Wasn't What the CI Said.

My DuckDB Extension PR Sat Red for Eight Weeks. The Bug Wasn't What the CI Said.

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4 min read
The Mean Is Lying to You: Benchmarks Hide the Variance That Breaks Prod

The Mean Is Lying to You: Benchmarks Hide the Variance That Breaks Prod

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5 min read
Your Guardrails Are a Firewall. Your Failures Are a Cascade

Your Guardrails Are a Firewall. Your Failures Are a Cascade

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5 min read
The 10x-a-Year Price Collapse Is an Architecture Bet, Not a Prompt Trick

The 10x-a-Year Price Collapse Is an Architecture Bet, Not a Prompt Trick

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5 min read
On-Device AI Just Got Real

On-Device AI Just Got Real

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6 min read
The Coding-Agent Arms Race: Who Survives the H1-2026 Shakeout

The Coding-Agent Arms Race: Who Survives the H1-2026 Shakeout

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8 min read
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