Blog
The blog: using AI affordably and safely
Breakdowns, guides and honest math, no fluff and no promises to “replace all programmers”. We write about what helps you work with AI every day.
RSS- · Sanzhar Abdurakhmanov · 2 min readA checklist to roll out AI in a company without leaking dataA practical checklist for rolling out LLMs in a company: tasks, access, keys, data retention, budget and staff training. For managers and IT teams.Read
- · Sanzhar Abdurakhmanov · 2 min readCursor with your own model: when it pays offWhen to plug your own model into Cursor via an API: exhausted limits, a large context, paying from the CIS. Pros, limitations and a one-minute setup.Read
- · Tenzo Cloud team · 2 min readA Telegram AI bot in Python in one eveningStep by step: a Telegram bot that answers with an LLM, in Python with python-telegram-bot. Full code, keys in environment variables, no VPN and no token bill.Read
- · Tenzo Cloud team · 2 min readContext window: how much code fits in 256K tokensWhat an LLM context window is, how many lines of code and pages of text fit in 128K and 256K tokens, and why a large context does not mean “send everything”.Read
- · Tenzo Cloud team · 2 min readAn OpenAI-compatible API: what it is and why it is convenientAn OpenAI-compatible API uses the same request and response format as OpenAI. What it gives you, how to switch providers in two lines and what to watch out for.Read
- · Sanzhar Abdurakhmanov · 2 min readWhy AI agents burn your budget and how to stop itAgents make dozens of requests per task and resend the whole context each time. Where the token bill comes from, how to cut it, and when a subscription is simpler.Read
- · Tenzo Cloud team · 2 min readQwen, GLM or DeepSeek: which model to pick for the jobHow to choose an open model for the task: code and agents, large documents, reasoning or fast high-volume requests. Qwen 3.8 Max, GLM 5.3, DeepSeek V4 Pro and the Flash models compared.Read
- · Sanzhar Abdurakhmanov · 2 min readAI in Kazakhstan without a VPN: a practical 2026 guideWhich AI services work in Kazakhstan without a VPN, where prices are in tenge and what to choose for code, writing and business. A practical guide without workaround hacks.Read
- · Sanzhar Abdurakhmanov · 2 min readWhere your AI prompts are stored and what happens to themWhere prompts to AI services go: chat history, API logs, model training. What to ask any AI service and how storage works at Tenzo Cloud, without empty promises.Read
- · Tenzo Cloud team · 2 min readHow to connect Claude Code to Qwen and GLM, step by stepA step-by-step guide to running Claude Code on Qwen 3.8 Max and GLM 5.3 in compatible mode: environment variables, settings.json, choosing a model and common errors.Read
- · Tenzo Cloud team · 2 min readParallel streams: what they are and how many you needA stream is one concurrent request to the model. How many streams you need for yourself, a team, an agent or a bot, what happens when you run short, and why streams beat per-token billing.Read
- · Sanzhar Abdurakhmanov · 3 min readWhat a million tokens costs in 2026 and why a subscription often winsHow to estimate LLM API cost: tokens, context, agents and hidden repeats. When per-token billing is cheaper and when a fixed-price subscription saves you a lot.Read
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