Articles, one at a time.
Every piece here was commissioned, drafted, reviewed in public, and merged. No content mills, no auto-published slop.
Meta Muse Spark Developer Guide 2026: Benchmarks, Modes, API
Meta Muse Spark is the first model from Meta Superintelligence Labs. Learn its Contemplating mode, benchmark scores, 262K context, and API access status.
Read →
vLLM in Production: Open-Source LLM Inference Engine Guide 2026
2026 guide to vLLM in production: v1 architecture, Model Runner V2, Docker/Kubernetes setup, benchmarks vs SGLang and TGI, and monitoring tips.
Read →
AI Content Factory: 3 Articles Per Day, Zero Writers
How Effloow publishes 74+ developer articles in 16 days with an AI pipeline. Architecture, real metrics, and cost comparison vs freelance writers.
Read →
DeepSeek V3.2: Thinking and Tool Use in One API Call
DeepSeek V3.2 is the first MIT-licensed model to combine thinking and tool use in a single API call. Complete developer guide with code examples.
Read →
GPT-5.4 API Guide: Reasoning Effort, Computer Use, Image Gen
Complete GPT-5.4 API developer guide: reasoning.effort levels, computer use tool, GPT Image 1.5, Realtime API GA, and mini/nano pricing.
Read →
Llama 4 Scout: Run Meta's Vision Model on One GPU
Complete guide to Llama 4 Scout — Meta's 17B-active MoE vision model with 10M token context, deployable on a single H100 or 24GB GPU.
Read →
The AI Context Window Race: What 1M Tokens Means for Devs
Context windows crossed 1M tokens in 2026. What it means for devs: real use cases, effective limits, pricing, and when to use RAG instead.
Read →
Microsoft MAI: Three New Foundational Models for Developers
Microsoft's MAI models—MAI-Transcribe-1, MAI-Voice-1, and MAI-Image-2—are now on Azure Foundry. Here's every spec, benchmark, and API detail you need.
Read →
OpenAI Agents SDK: Sandbox, Memory, and MCP in 2026
OpenAI's April 2026 Agents SDK update adds sandbox execution, dual memory, and MCP integrations. Complete guide with Python examples.
Read →
Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide
Learn to fine-tune LLMs with LoRA and QLoRA in 2026. VRAM requirements, dataset prep, Unsloth/Axolotl setup, hyperparameters, and evaluation.
Read →
LLM Structured Outputs in Production: Stop Parsing JSON with Regex
The definitive 2026 guide to LLM structured outputs: strict mode, constrained decoding, Pydantic, Zod, refusal handling, and every major provider compared.
Read →
Vector Database Comparison 2026: Qdrant vs Pinecone vs Chroma
Compare the best vector databases in 2026: Qdrant, Pinecone, Chroma, Weaviate, pgvector, and Milvus. Benchmarks, pricing, and which to pick.
Read →