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Articles 166,408Blog Posts 158,590Tech Tutorials 44,109Research Papers 32,470News 21,246
⚡ AI Lessons

Dev.to · AI Explore
4d ago
The Scunthorpe Problem in Devanagari: My Filter Banned 'Annual', Then Approved Everything
A banned-word filter rejected a clean Hindi line because a slur hid inside the word for 'annual'. I reached for \b, the fix shipped green — and quietl

Dev.to · AI Explore
1w ago
The 180M-Parameter LLM Running on a $10 Microcontroller — and Almost Nobody Noticed
On August 5, 2026 a 180.9M-parameter mixture-of-experts LLM ran on a $6-10 ESP32-P4 — and got two Hacker News points. The undercovered microcontroller

Dev.to · AI Explore
1w ago
Running an LLM on an $8 Microcontroller: What's Real in 2026
In July 2026 a 28.9-million-parameter LLM ran fully on-device on an $8 ESP32-S3 at almost 10 tokens per second. Here's how the trick works, who built

Dev.to · AI Explore
1w ago
The Hidden Cost of Embedding Model Drift in Production RAG
Your vector index and your query encoder drifted apart months ago. Retrieval quality is quietly collapsing, and nothing in your observability stack no
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

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.

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.

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.

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.

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.

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

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.

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.

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

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.

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

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.

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

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

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

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

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

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

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
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