inferencesglangvllm
SGLang and the Structured-Output Renaissance
Constrained generation used to be a library you bolted on. It is becoming a feature of the inference engine. Why that matters for agent reliability.
Max PMay 5, 2026
Blog
Developer insights, AI tool comparisons, and practical guides for building with AI.
agentscrewaiautogen
CrewAI vs AutoGen vs Pydantic AI: A Hands-On Agent Framework Shootout
I built the same simple agent task in three frameworks back to back. Here is what each one feels like in practice and where each one fits.
Billy CMay 5, 2026
agentsmemoryletta
Letta and Mem0: What AI Memory Looks Like When You Actually Need It
Memory is the most overhyped feature in agents, and also the one most teams botch. Here is what Letta and Mem0 actually do and when you actually need them.
Max PMay 4, 2026
speech-recognitionwhisperopen-source
whisper.cpp vs faster-whisper: Speed and Accuracy Compared
Two leading open source paths to running OpenAI Whisper. One is a CPU-friendly C/C++ port, the other rides CTranslate2 and a GPU. Which one fits your workload?
Billy CMay 4, 2026
agentsframeworkscrewai
The Agent Framework Landscape: A 2026 Buyer's Guide for Builders
There are now half a dozen viable agent frameworks, and they all claim the same things. This guide cuts through the noise by matching frameworks to actual use cases.
Max PMay 3, 2026
voice-cloningf5-ttstts
Running F5-TTS Locally for Voice Cloning, A Setup Guide
Step-by-step on installing F5-TTS, prepping a clean reference clip, running CLI and Gradio inference, and a candid comparison to Coqui TTS and XTTS-v2.
Billy CMay 2, 2026
video-generationopen-soraanimatediff
Open-Source Video Generation: Open-Sora, AnimateDiff, and What's Next
A survey of where open source video generation actually is. Open-Sora's DiT approach, AnimateDiff's motion modules over Stable Diffusion, and StreamDiffusion for the real-time adjacent case.
Max PMay 1, 2026
litellmollamallm-gateway
From OpenAI to LiteLLM: Cutting the AI Bill with Smart Routing
A first-person take on putting LiteLLM in front of OpenAI, Anthropic, and a local Ollama instance, with routing rules, fallbacks, and observability. Plus when not to bother.
Billy CApril 30, 2026
aphrodite-enginevllmsglang
Why Aphrodite Engine Is the Dark Horse of LLM Serving
Aphrodite Engine forks vLLM and adds the long tail of quantization formats and samplers that the community-quantized model world actually uses. Here is what it does well and where vLLM still wins.
Max PApril 29, 2026
open-webuiollamalitellm
Self-Hosting an Open WebUI ChatGPT Clone with Model Rotation
A practical walkthrough for standing up Open WebUI on your own box, plugging Ollama in for local models, and rotating to remote backends per chat through a unified proxy.
Billy CApril 28, 2026
ragretrievalcolbert
RAG Is Dead, Long Live RAG: Where Retrieval Is Going
The 'RAG is dead' meme misses what is actually happening. Hybrid retrieval, late-interaction models, agentic retrieval, and contextual chunking are quietly reshaping the field.
Max PApril 27, 2026
fine-tuningunslothllama
Fine-Tuning Llama 3.3 with Unsloth on a 16GB GPU, Step-by-Step
A practical, end-to-end fine-tuning walkthrough with Unsloth: dataset prep, LoRA config, 4-bit quantization, training, and exporting to GGUF for llama.cpp.
Billy CApril 26, 2026
vector-databasesqdrantmilvus
Vector Database Benchmarks: Qdrant vs Milvus vs Weaviate vs LanceDB
A qualitative comparison of four popular open-source vector databases across architecture, hybrid search, scaling, SDKs, and license.
Max PApril 25, 2026
ragself-hostedollama
Building a Private RAG Stack with Ollama, Qdrant, and AnythingLLM
An end-to-end blueprint for a fully self-hosted RAG system using Ollama for inference, Qdrant for the vector store, and AnythingLLM for ingestion and chat.
Billy CApril 24, 2026
coding-agentsopen-sourcecline
Cline, Roo Code, and the New Wave of Open-Source Coding Agents
Open-source coding agents now do far more than complete the next token. We compare Cline, Roo Code, Continue, and Aider, and what makes an agent different from an assistant.
Max PApril 23, 2026
comfyuiswarmuistable-diffusion
ComfyUI vs SwarmUI: Which Stable Diffusion UI to Pick in 2026
A direct comparison of ComfyUI and SwarmUI: ComfyUI is the node-graph engine power users love, SwarmUI wraps it in a friendlier interface. Who each is for, what extensions look like, and the deployment story.
Billy CApril 22, 2026
dspyprompt-engineeringllm
DSPy and the Rise of Programmatic Prompting
DSPy reframes prompts as code that can be compiled and optimized. Here is what that actually means, why it has gotten popular, and where it sits next to structured-output libraries like Outlines and Guidance.
Max PApril 21, 2026
vllmqwen3self-hosting
Running Qwen3 Locally with vLLM on a Single 4090, Setup and Notes
A practical setup walkthrough for serving a Qwen3 variant locally with vLLM on a single 24GB consumer GPU, with notes on which sizes fit, quantization choices, useful CLI flags, and the OpenAI-compatible endpoint.
Billy CApril 20, 2026
llm-inferencevllmllama-cpp
The State of Open-Source LLM Inference Engines in 2026
A survey of where the major open-source LLM inference engines stand: vLLM, llama.cpp, Aphrodite, SGLang, LMDeploy, and LightLLM. Where each one fits, what hardware it targets, and how they compare on quantization and structured output.
Max PApril 19, 2026
ai-codingaidercursor
Why I Switched from Cursor to Aider for Terminal-First AI Coding
After a long stretch with Cursor, I moved my daily AI pair programming work to Aider. Here is what the terminal-first, git-aware, model-agnostic workflow looks like, and what I gave up to get there.
Billy CApril 18, 2026
state-oftrendsai-tools
The State of AI Developer Tools in 2026
A comprehensive look at where AI dev tools stand today - what works, what does not, and what is next.
Max PApril 15, 2026
pair-programmingtipsai-coding
AI Pair Programming: 10 Tips to Get Better Results
Using AI as your pair programmer works - if you know how to work with it. Here are 10 tips.
Billy CApril 12, 2026
freeai-toolsdeveloper-tools
The Best Free AI Tools for Developers in 2026
You do not need to pay for AI dev tools. These free options are legitimately good.
Max PApril 8, 2026
tutorialbuildingai-coding
How to Build a Developer Tool with AI in a Weekend
A step-by-step walkthrough of building and shipping a dev tool using AI coding assistants.
Billy CApril 5, 2026
mobileai-toolsreact-native
AI Tools for Mobile App Development in 2026
Building mobile apps with AI assistance - from React Native to Flutter to native Swift/Kotlin.
Max PApril 1, 2026
ideai-codingtrends
Why Developers Are Switching to AI-First IDEs
VS Code plugins are not enough anymore. AI-native editors are taking over for a reason.
Billy CMarch 29, 2026
mcpprotocolai-tools
MCP Servers Explained: What Developers Need to Know
Model Context Protocol is connecting AI to everything. Here is how MCP servers work and why they matter.
Billy CMarch 25, 2026
debuggingai-toolsdeveloper-tools
AI Debugging Tools That Actually Find the Bug
AI tools that help you debug faster - from error explanation to root cause analysis.
Max PMarch 22, 2026
self-hostedprivacyai-coding
Self-Hosted AI Coding Tools: Run Your Own Copilot
If you want AI code assistance without sending code to the cloud, these self-hosted options work.
Billy CMarch 18, 2026
code-generationbest-practicesai-coding
AI Code Generation: Best Practices That Actually Work
Getting good output from AI code generators requires technique. Here is what works.
Billy CMarch 14, 2026
pythonai-toolsdeveloper-tools
Best AI Tools for Python Developers
Python-specific AI tools for code generation, debugging, testing, and package management.
Billy CMarch 11, 2026
evaluationguideai-tools
How to Evaluate AI Developer Tools (Without Getting Burned)
A framework for cutting through the hype and picking AI tools that actually help.
Max PMarch 7, 2026
securityvulnerabilityai-tools
AI Tools for Security Scanning and Vulnerability Detection
AI security tools that find vulnerabilities before attackers do. Here are the ones worth using.
Billy CMarch 4, 2026
claudechatgptllm
Claude vs ChatGPT for Developers: Which LLM Should You Use?
A practical comparison of Claude and ChatGPT for day-to-day development tasks.
Max PFebruary 28, 2026
testingai-toolscomparison
AI Testing Tools Compared: Unit Tests, E2E, and Everything Between
AI-powered testing tools promise to write your tests for you. We checked which ones deliver.
Billy CFebruary 25, 2026
startupsai-toolsdeveloper-tools
The Best AI Developer Tools for Startups in 2026
When you are a team of 1-5 developers, these are the AI tools that give you the most leverage.
Max PFebruary 21, 2026
ai-agentsguidedevelopment
How to Build with AI Agents: A Developer Guide
AI agents are the next wave. Here is a practical guide to building agent-based workflows.
Billy CFebruary 18, 2026
documentationtechnical-writingai-tools
AI Tools for Technical Writing and Documentation
Stop dreading docs. These AI tools make writing technical documentation actually bearable.
Max PFebruary 14, 2026
windsurfcursoride
Windsurf vs Cursor: Battle of the AI-First IDEs
Two AI-native code editors going head-to-head. Which one should you actually switch to?
Billy CFebruary 11, 2026
devopsinfrastructureai-tools
AI Tools for DevOps: Automate Your Infrastructure Smarter
How AI is making DevOps less soul-crushing - from incident response to IaC generation.
Max PFebruary 7, 2026
databasesqlai-tools
The Best AI Tools for Database Management and SQL
AI tools that write SQL, optimize queries, visualize schemas, and make database work less painful.
Billy CFebruary 4, 2026
frontendai-toolsweb-development
How AI Is Changing Frontend Development in 2026
From v0 to Bolt to AI Figma plugins - frontend development is getting a massive AI upgrade.
Max PJanuary 31, 2026
terminalclideveloper-tools
AI-Powered Terminal Tools That Will Change How You Work
Forget GUI apps - these AI terminal tools integrate right into your shell workflow.
Billy CJanuary 28, 2026
open-sourceai-toolsfree
15 Open-Source AI Dev Tools You Should Know About
The best free and open-source AI tools for developers that deserve more attention.
Max PJanuary 24, 2026
reactfrontendai-tools
AI Tools for React Development: Build Components Faster
From generating components to writing hooks to catching bugs - AI tools that speed up React work.
Max PJanuary 21, 2026
javascripttypescriptai-tools
The Best AI Tools for JavaScript and TypeScript Developers
AI tools purpose-built for the JS/TS ecosystem - from type generation to bundle analysis.
Max PJanuary 17, 2026
apitestingdeveloper-tools
The Best AI Tools for API Development and Testing
From generating OpenAPI specs to automated endpoint testing, these AI tools speed up API work.
Max PJanuary 13, 2026
code-reviewai-toolsworkflow
How to Use AI for Code Review Without Losing Your Mind
AI code review tools are everywhere now. Here is how to actually set them up and get value from them.
Billy CJanuary 10, 2026
cursorcopilotcomparison
Cursor vs GitHub Copilot: Which AI Code Editor Actually Wins?
We put Cursor and Copilot head-to-head across speed, accuracy, and real-world coding tasks.
Billy CJanuary 6, 2026
ai-codingcomparisondeveloper-tools
The 10 Best AI Coding Assistants in 2026
A head-to-head comparison of the top AI coding tools that are actually worth using in 2026.
Max PJanuary 3, 2026