Multi-Agent Systems and MCP, Explained for Business Buyers
Multi-agent AI systems and the Model Context Protocol in plain business language — what they are, when they pay off, and what to ask vendors before buying.
អត្ថបទប្លុក Kodenique អំពី LLM — ការអភិវឌ្ឍសូហ្វវែរ Cloud, AI និងការផ្លាស់ប្តូរឌីជីថល។
អត្ថបទ 5
Multi-agent AI systems and the Model Context Protocol in plain business language — what they are, when they pay off, and what to ask vendors before buying.
When a small, domain-specific language model beats a frontier LLM on cost, privacy, and accuracy — and when the general-purpose model still earns its price.
A realistic breakdown of what AI features cost in 2026 — discovery, data prep, build, evals, and the ongoing token and monitoring costs nobody quotes upfront.
The three tiers of AI adoption — SaaS tools, API-based custom apps, and fine-tuned models — compared on cost, control, and effort, with a decision tree for SMEs.
Retrieval-augmented generation in plain language — how it makes AI answer from your company's documents, what it enables, and why data hygiene beats model choice.