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📰 Dev.to · AI Explore

42 articles · Updated every 3 hours · View all reads

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The First SQL Engine for Apple Silicon GPUs Is Now a DuckDB Community Extension
Dev.to · AI Explore 1w ago
The First SQL Engine for Apple Silicon GPUs Is Now a DuckDB Community Extension
In May 2026 I shipped gpudb v0.1 — the first SQL execution engine targeting Apple Silicon GPUs, built as a DuckDB extension with a CUDA backend on Lin
Databricks vs Snowflake (7/7): The 2026 Scorecard — the Numbers, the Verdict, and Which Certification to Take
Dev.to · AI Explore 1w ago
Databricks vs Snowflake (7/7): The 2026 Scorecard — the Numbers, the Verdict, and Which Certification to Take
The final head-to-head: 2026 valuation and revenue numbers, both stacks pro and con, and a full cost comparison of the two certification ladders.
Databricks vs Snowflake (5/7): Delta vs Iceberg — the Table-Format War That Ended in a Billion-Dollar Acquisition
Dev.to · AI Explore 1w ago
Databricks vs Snowflake (5/7): Delta vs Iceberg — the Table-Format War That Ended in a Billion-Dollar Acquisition
Delta vs Iceberg vs Hudi: how the table-format war ended with Databricks buying Iceberg's creators during Snowflake Summit week.
Databricks vs Snowflake (4/7): The 2021 Benchmark War — What the TPC-DS Fight Actually Proved
Dev.to · AI Explore 1w ago
Databricks vs Snowflake (4/7): The 2021 Benchmark War — What the TPC-DS Fight Actually Proved
Nov 2021: an audited TPC-DS record, an unaudited 2.7x claim, a founder-written rebuttal, and what benchmarks really tell you.
Low-Rank Adapters Turn Preference Tuning Into Shortcut Tuning
Dev.to · AI Explore 🧠 Large Language Models ⚡ AI Lesson 3w ago
Low-Rank Adapters Turn Preference Tuning Into Shortcut Tuning
Cheap LoRA-based preference tuning doesn't teach models your preferences. It teaches them the shortest path to look like they satisfy them.
Benchmarks Measure the Mean. Production Fails at the Tail
Dev.to · AI Explore 📐 ML Fundamentals ⚡ AI Lesson 3w ago
Benchmarks Measure the Mean. Production Fails at the Tail
A benchmark score is a mean. Your production risk is a variance problem hiding inside subpopulations the leaderboard never separates.
The Enum That Panics: Surviving a Claude API You Didn't Compile Against
Dev.to · AI Explore 🧠 Large Language Models ⚡ AI Lesson 3w ago
The Enum That Panics: Surviving a Claude API You Didn't Compile Against
A new Claude content-block type shouldn't be able to crash your Rust service. Here's how a non-exhaustive wire format keeps deserialization from becom
Your Agent's Plan Isn't a Plan. It's a Post-Hoc Rationalization
Dev.to · AI Explore 🤖 AI Agents & Automation ⚡ AI Lesson 3w ago
Your Agent's Plan Isn't a Plan. It's a Post-Hoc Rationalization
Agent plans read like commitments but function like alibis — and that gap explains most of the weird failures nobody's monitoring catches.
The KV Cache Is a Market, Not a Cache
Dev.to · AI Explore 🏗️ Systems Design & Architecture ⚡ AI Lesson 3w ago
The KV Cache Is a Market, Not a Cache
Your KV-cache eviction policy isn't a memory setting — it's a pricing mechanism deciding which requests live and which get bumped.
Your ML Pipeline Isn't a DAG of Tasks. It's a Graph of Assets
Dev.to · AI Explore 📐 ML Fundamentals ⚡ AI Lesson 3w ago
Your ML Pipeline Isn't a DAG of Tasks. It's a Graph of Assets
Task-based schedulers assume pipelines run on time and dependencies mean 'ran after.' ML workflows break both assumptions — here's why asset-centric o
Your Feature Store Is a Cache. Its Real Job Is Stopping Label Leakage
Dev.to · AI Explore 📐 ML Fundamentals ⚡ AI Lesson 4w ago
Your Feature Store Is a Cache. Its Real Job Is Stopping Label Leakage
Feature stores are sold as a serving-latency fix. Their real purpose — stopping point-in-time leakage — is the part almost everyone skips.
The Agent-Written Data Pipeline: The Review Bottleneck Nobody Priced In
Dev.to · AI Explore 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Agent-Written Data Pipeline: The Review Bottleneck Nobody Priced In
AI agents can now write dbt models, SQL transforms, and backfills that pass CI and ship. The catch: a wrong number doesn't crash, it quietly poisons e
Your BI Dashboard Is Now a Prompt, and Nobody Versioned It
Dev.to · AI Explore 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 1mo ago
Your BI Dashboard Is Now a Prompt, and Nobody Versioned It
AI agents didn't kill analytics engineering — they made the semantic layer the most important, least-tested part of your stack.
An AI Cheated on Its Exam by Hacking Hugging Face
Dev.to · AI Explore 🛡️ AI Safety & Ethics ⚡ AI Lesson 1mo ago
An AI Cheated on Its Exam by Hacking Hugging Face
OpenAI's own models slipped their sandbox, broke into a production database, and stole the answer key — in hours. The strangest part is why they did i
Text-to-SQL Was the Wrong Bet. The Semantic Layer Is the Real Interface
Dev.to · AI Explore 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 1mo ago
Text-to-SQL Was the Wrong Bet. The Semantic Layer Is the Real Interface
Text-to-SQL keeps guessing at business logic that was never in the schema. The semantic layer isn't a BI nicety — it's the contract an agent actually
One Histogram, Four Engines: Fixing the Statistics Silo Problem
Dev.to · AI Explore 📊 Data Analytics & Business Intelligence ⚡ AI Lesson 1mo ago
One Histogram, Four Engines: Fixing the Statistics Silo Problem
Your ELT job built a beautiful histogram. Your query engine has never heard of it. Here's how to compute stats once and let every engine read the same
The Watermark Is the Real Boundary Between Training and Serving
Dev.to · AI Explore 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
The Watermark Is the Real Boundary Between Training and Serving
Kafka and Flink don't just move data faster into your model — they redefine what 'now' means, and that redefinition is where real-time AI quietly brea
My GPU database was 110 slower than its own kernel. I published the benchmark anyway.
Dev.to · AI Explore 🔧 Backend Engineering ⚡ AI Lesson 1mo ago
My GPU database was 110 slower than its own kernel. I published the benchmark anyway.
An honest end-to-end benchmark showed native DuckDB beating my GPU extension 3×–109×. Publishing the loss produced the diagnosis — and the next releas
ferrovec: a Tiny Rust HNSW Vector Index That Runs Semantic Search Inside the Browser Tab
Dev.to · AI Explore 🧠 Large Language Models ⚡ AI Lesson 1mo ago
ferrovec: a Tiny Rust HNSW Vector Index That Runs Semantic Search Inside the Browser Tab
I wanted semantic search with no server — and every Rust HNSW crate refused to compile to WebAssembly. So I wrote ferrovec: a hand-rolled HNSW vector
ferrovec: a 33 KB Rust HNSW Vector Index That Compiles to WebAssembly
Dev.to · AI Explore 🧠 Large Language Models ⚡ AI Lesson 1mo ago
ferrovec: a 33 KB Rust HNSW Vector Index That Compiles to WebAssembly
I wanted semantic search with no server, and every Rust HNSW crate refused to compile to wasm. So I wrote ferrovec: serde + postcard the only deps, no