#llm

Articles tagged with #llm

Why 70% of RAG Projects Never Reach Production in 2026
Production RAG depends on far more than the vector database. Parsing, chunking, hybrid retrieval, and evaluation usually determine answer quality.
Jul 8, 20266 min read12
Choosing an LLM API for production in 2026: not benchmarks
Benchmarks don't pay your cloud bill. Compare latency, reliability, pricing, context windows, rate limits, and operational tradeoffs before choosing an LLM API for production.
Jul 7, 20267 min read65
Cursor vs Windsurf vs Copilot: real ROI for engineering teams
Faster typing is not the same as faster engineering AI coding tools are good enough now that pretending otherwise is silly. They autocomplete, explain code, generate tests, refactor files, and sometim
Jul 6, 20266 min read41
Beyond Pick the Cheapest: How We Built a Real LLM Cost Calculator
Last month, a developer on Reddit shared a screenshot of their OpenAI invoice. They had picked GPT-4o for a document processing pipeline, seemed like the safe choice, and budgeted \(200 month. The act
May 28, 20265 min read
Claude Opus 4.8: Anthropic's New Flagship Tops Benchmarks Across Coding, Reasoning, and Alignment
Anthropic released Claude Opus 4.8 today, replacing Opus 4.7 as the company's strongest model. The pricing stays the same as Opus 4.7, fast mode runs at 2.5x speed, and fast mode costs are now 3x chea
May 28, 20264 min read287