vLLM 0.31 adds constrained decoding and takes tool-call accuracy to 100%
Use a plain script when the inputs are structured and the branching is finite; reach for an LLM agent only when the input is messy text or the decision tree is too wide to...
AI and automation news with a practical take: what each release means for a small business, and whether it is worth plugging into your workflow.
Use a plain script when the inputs are structured and the branching is finite; reach for an LLM agent only when the input is messy text or the decision tree is too wide to...
Choose a regular script when the API is stable and inputs are structured; choose an AI agent like GPT-6.1 Terra when the work lives on changing screens, scanned PDFs or portals without an API....
If you plan to run customer documents, invoices or contracts through a free Chinese model like Qwen or DeepSeek, keep it in a sandbox with outbound network blocked and treat the weights like any...
The common thread across this week's news for small-business automation: the hard parts are no longer the model itself but routing, credentials, access and ROI math on real tasks. Agent-friendly websites are shrinking Delta,...
Use a plain script when inputs are structured and the rules don't change; reach for an LLM pipeline when you deal with messy text, photos, or decisions that need judgment. Kimi K3.1 Pro just...
For a small business, the price of an AI assistant mostly tracks the LLM behind it, and Kimi K3.1 Pro now sits in a tier where lead triage, document parsing, and support bots become...
1Password for Agents is a credential broker that lets an AI agent sign into your SaaS accounts without the password ever touching the agent, and every login attempt is confirmed by you in the...
For a small business in Russia choosing between n8n and Make, n8n wins when you need AI agents that remember customers, documents and past decisions - and the new n8n + Cognee integration is...
The price of an AI assistant for a small business is driven by setup work plus the monthly LLM traffic, and self-hosting a model to shrink that monthly bill rarely pays off below steady,...
The fastest return in small-business automation comes from repetitive classification decisions - sorting leads, routing tickets, tagging invoices - where staff spend minutes on choices a model handles in milliseconds. OpenAI's new Decisions API...