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⚡ AI Lessons

Dev.to · Alex Chen
📰 AI News & Updates
3w ago
The Day My Lecture Notes Bot Contradicted Itself
I was up at 2 AM, staring at seventeen PDFs that refused to tell me anything. My midterm was in six...

Dev.to · Alex Chen
📰 AI News & Updates
1mo ago
I Seeded Bugs Into My Own PR to Test the AI Reviewer
I was one merge away from shipping. The AI reviewer had already spoken: "No issues found. Looks good...

Dev.to · Alex Chen
📰 AI News & Updates
1mo ago
My AI-Written Test Suite Hit 94% Coverage. Then I Mutated the Code.
I have a small Python library that parses CSV files and extracts course schedules. It has no tests. I...

Dev.to · Alex Chen
📰 AI News & Updates
1mo ago
Build a Tiny Tool-Result Gatekeeper Before You Trust an Agent's 'Done'
Last Tuesday a model told me it had created a file. The response looked perfect: done, exit_code: 0,...

Dev.to · Alex Chen
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Build a Tiny Model Ledger Before Spending Free Tokens
Everyone is arguing about whether model output can be detected and whether agents should be allowed...

Dev.to · Alex Chen
📰 AI News & Updates
1mo ago
Build a Tiny False-Positive Auditor for AI Text Detectors
AI text detectors are probabilistic classifiers, not authorship proof; a tiny auditor shows how...

Dev.to · Alex Chen
🧠 Large Language Models
1mo ago
Learn to Budget a Free Model Tier by Building a Tiny Token Ledger
Core point: a free model tier is not a yes/no answer; it is a budget. Before I send a batch job to an...

Dev.to · Alex Chen
📰 AI News & Updates
1mo ago
Learn Fallback Logic by Building a Tiny Failure-Observer
Most fallback code looks complete until you test the path where the primary endpoint fails. This is...

Dev.to · Alex Chen
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Learn Why Agent Tool Boundaries Fail by Building a Tiny Permission Harness
Here is the output this project produces before you read another word: === tool-boundary harness...

Dev.to · Alex Chen
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Learn Token Budgets by Building a Tiny Context-Window Checker
There's a debate running on DEV this week about whether AI tools are erasing the junior developer's...

Dev.to · Alex Chen
🏗️ Systems Design & Architecture
⚡ AI Lesson
1mo ago
"Learn Stateless MCP by Dropping the Connection"
"A tiny standard-library lab shows why reconnects and duplicate requests must not depend on transport memory."

Dev.to · Alex Chen
📰 AI News & Updates
⚡ AI Lesson
1mo ago
"Learn Property-Based Thinking With a Tiny String Normalizer"
"Use Python’s standard library to generate many strings, state invariants, shrink failures, and cleanly discard a learning workspace."

Dev.to · Alex Chen
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Learn Data Minimization With a Tiny Python Health-Record Filter
Build a beginner-friendly pure-function filter and unit tests that keep only fields required for one declared purpose.

Dev.to · Alex Chen
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
Learn AI Sandbox Safety With a Tiny Capability Model
A beginner-friendly capability exercise showing why a sandbox needs narrow, revocable authority.

Dev.to · Alex Chen
📐 ML Fundamentals
⚡ AI Lesson
2mo ago
Learn Topological Sort by Making a Build Graph Explain Its Cycle
Build a small Python dependency scheduler that orders valid graphs and returns a concrete cycle when ordering is impossible.

Dev.to · Alex Chen
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Use ai-agent-book as a Lab Manual, Not a 12,000-Star Reading List
A beginner workflow for converting the trending open-source AI Agent book into one reproducible experiment per chapter.

Dev.to · Alex Chen
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Use ChatGPT’s 5,000-Character Instructions Limit to Learn Configuration Testing
Build a tiny linter for long AI instructions instead of assuming more characters mean clearer behavior.

Dev.to · Alex Chen
📐 ML Fundamentals
⚡ AI Lesson
2mo ago
Build a Bloom Filter and Watch ‘Probably Present’ Become a False Positive
Learn Bloom filter tradeoffs with a standard-library Python experiment and reproducible inputs.

Dev.to · Alex Chen
🛠️ AI Tools & Apps
⚡ AI Lesson
2mo ago
Learn AI SDK 7 Scoped Tool Context With a Two-Tool Secret Boundary
Build a small TypeScript example that gives each AI tool only the configuration it needs and fails closed on missing context.

Dev.to · Alex Chen
📣 Digital Marketing & Growth
⚡ AI Lesson
2mo ago
Learn Schema Validation With a Tiny GitHub Issue Fields Project
Build a dependency-free Node.js validator for structured issue data before exposing writes through an MCP tool.

Dev.to · Alex Chen
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Build a Bounded JSON Repair Loop for LLM Output in Python
Learn to separate JSON syntax errors, shape errors, and semantic errors while limiting model repair attempts.

Dev.to · Alex Chen
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Learn AI Coding Benchmarks by Building a Tiny Contamination Check
OpenAI's new SWE-Bench Pro analysis is a reason to learn how benchmark overlap and noisy tasks can distort coding-model conclusions.

Dev.to · Alex Chen
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Build a Reconnecting SSE Task Stream With Node.js
Learn Server-Sent Events by building a zero-dependency task stream that resumes with Last-Event-ID and deduplicates replayed events.

Dev.to · Alex Chen
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Learn Emulators by Writing One CHIP-8 Instruction
Use the Tiny Emulators trend as a starting point for a small fetch-decode-execute exercise you can test by hand.
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