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7 min readTogether AI: Run 200+ Open Models via OpenAI-Compatible API
Together AI provides serverless inference for 200+ open-source models including Llama 3.1 405B at $3.50/1M tokens, with fine-tuning, batch jobs, and an OpenAI-compatible SDK.
8 min readLLM Compression: Pruning, Distillation, and Quantization Compared
Three techniques for making large language models smaller and faster - quantization, pruning, and knowledge distillation - each with different tradeoffs in quality, speed, and implementation complexity.
7 min readMusicGen: Meta's Text-to-Music Model That Runs Locally
Meta's MusicGen generates 30-second music clips from text descriptions or melody conditioning using an EnCodec audio tokenizer and autoregressive transformer - fully open and self-hostable.
8 min readSemantic Drift in LLMs: Tracking Changes in Model Outputs Over Time
Models updated silently behind APIs can drift in behavior. Learn how to trace embedding vectors to catch changes in answers.
7 min readGPT-4o vs Claude 3.5 Sonnet vs Gemini Pro vs Deepseek V3: Honest Comparison 2026
Real benchmark scores, exact pricing, and honest assessments of what GPT-4o, Claude 3.5 Sonnet, Gemini 1.5 Pro, and Deepseek V3 are genuinely best at in 2026.
7 min readSPLADE: Sparse Neural Retrieval That Beats BM25 With Learned Weights
SPLADE uses BERT's masked language model head to produce sparse, interpretable retrieval representations that outperform BM25 while remaining compatible with inverted index infrastructure.
8 min readInternational SEO and hreflang: How to Rank in Multiple Countries
hreflang tells Google which version of your content to show which country and language. Here is the correct implementation, common mistakes, and how to monitor in GSC.
10 min readOpen Source AI Agent Frameworks: LangGraph vs CrewAI vs AutoGen Comparison
We contrast the core execution loops, state tracking, and integration ecosystems of three major open-source agent libraries.
9 min readSelf-Hosting LLMs with vLLM and Ollama: A DevOps Guide
Step-by-step server configurations for running localized inference endpoints, setting up API gateways, and managing token throughput.
9 min readHow to Write a System Prompt That Actually Works: Examples for Every Use Case
System prompts set the model's role, constraints, and output format. Six complete system prompt examples for customer support, code review, research, writing, data analysis, and project management.
7 min readPerplexity Sonar Online: The Search-Augmented LLM API for Real-Time Data
Perplexity's Sonar API returns LLM-generated answers with inline citations from live web search - an OpenAI-compatible endpoint that replaces custom RAG pipelines for real-time data retrieval use cases.
7 min readDeno 2: The Node.js Alternative That Now Runs npm Packages
Deno 2 drops in npm and Node.js compatibility while keeping its permission model and built-in TypeScript - here is what changed, what still differs, and when to choose it.