JSJaipal Singhinpremai.hashnode.dev·Mar 26 · 15 min readWhat Is a Unified AI API? How to Access Multiple LLMs from One EndpointYour engineering team uses GPT-4o for summarization, Claude for document analysis, Gemini for multimodal tasks. That's three SDKs. Three authentication flows. Three billing dashboards. Three sets of r00
JSJaipal Singhinpremai.hashnode.dev·Mar 25 · 14 min readHow to Fine-Tune AI Models: Techniques, Examples & Step-by-Step GuideA general-purpose LLM can write decent marketing copy and answer trivia questions. Ask it to handle insurance claim adjudication or generate clinical notes with the correct ICD-10 codes, and it falls 00
JSJaipal Singhinpremai.hashnode.dev·Mar 25 · 10 min readCloud vs Self-Hosted AI: A Practical Guide to Making the Right Choice (2026)Enterprise AI spending hit an average of $85,500 per month in 2025, up 36% from the year before. And a growing chunk of that budget goes toward a decision most teams get wrong: choosing between cloud 00
JSJaipal Singhinpremai.hashnode.dev·Mar 24 · 15 min readDomain-Specific Language Models: How to Build Custom LLMs for Your Industry57% of organizations estimate their data isn't AI-ready. General-purpose LLMs handle broad tasks well but hallucinate on specialized queries, miss domain jargon, and can't access proprietary knowledge00
JSJaipal Singhinpremai.hashnode.dev·Mar 22 · 11 min readSOC 2 Compliant AI Platform: What the Certification Misses About AI SecuritySamsung allowed its semiconductor engineers to use ChatGPT in March 2023. Within 20 days, three separate employees had fed proprietary source code, chip yield data, and confidential meeting transcript00
