Insights
Practical guides on AI coding agents, LLM costs, websites and custom software: what we built, what it cost and what we would do differently.
Claude Max weekly limit, measured: our Max 5x account, capped every week, used 48% to 82% less after Opus 5.5 arrived. One account only. See the data, the method and what Anthropic has published.
The EU AI Act small business rules in 2026: which dates moved after the omnibus, what tool users must do, when to label AI content, and the fines as written.
To use AI effectively, give it context and examples, ask for a format, refine the draft and check every fact. This guide covers prompts, limits, privacy and a checklist.
The best AI coding plan depends on your monthly calls. Six usage profiles priced at API list prices and matched to published plan allowances, with the arithmetic and when to switch.
A router gives you one key, one bill and many models. A direct API gives you one contract and fewer parties. See how OpenRouter, OpenCode, Command Code and a local gateway differ, checked 4 October 2026.
AI inference costs per token fall about 13× a year for a fixed capability, yet each task uses more tokens. Track cost per task, with a worked example, not price per token.
GLM Coding Plan starts at $18 a month. We compared it with Kimi Code, MiniMax M Plan, Alibaba's Coding Plan and DeepSeek on 4 October 2026, including Claude Code setup.
e-Factura Romania explained: who must send invoices through RO e-Factura, the 5 working-day deadline, how SPV works, common errors and the fines in the law. Checked on 4 October 2026.
OpenCode Go costs $10 a month, Command Code starts at $1 with a $10 GOAT plan, and Charm Hyper (called HyperCharm in some tools) sells credits. Prices, limits and caveats as of 4 October 2026.
The best open weight coding models on 4 October 2026, ranked with dated scores, licences, hardware needs and Claude Code setup for local and hosted use.
AI capex at four big tech firms is heading for about $720–745 billion in 2026. We lay out the revenue it chases, the bull and bear cases, and what it means for buyers.
AI hallucinations are confident answers that are false, because models predict likely words and are rewarded for guessing. Search, source texts and a verification routine lower the risk.
AI adoption in Romania: 5.21% of enterprises used AI in 2025, the lowest share in the EU. Eurostat data, first use cases, costs, GDPR, the AI Act and verified funding.
On personal plans, ChatGPT may train on your chats unless you opt out. Compare ChatGPT, Gemini, Claude, Copilot and others: training defaults, opt-outs, temporary chats and retention, checked 4 October 2026.
Cybersecurity for small business starts with ten habits: unique passwords, 2FA, payment checks, updates, tested 3-2-1 backups and an incident plan. Checklist and Romanian contacts included.
AI agents ROI comes down to time saved times loaded cost, minus tokens, review and maintenance. A formula, a worked example, a pilot method and when not to automate.
AI for students works as a tutor, not a ghostwriter. See what ASE and other Romanian universities allow, how to self-test, check sources, cite AI use and prompt it like a tutor.
Claude Code with other models works through ANTHROPIC_BASE_URL, either directly or via an LLM gateway. Here is the setup, tier routing, fallbacks and what you give up.
Website cost in Romania in 2026 runs from about €200 for a template to €10,000 for an online shop. See the ranges by site type and what drives the price.
Claude Code is free to install, but the model is what costs money. These are the real free routes, local models, free tiers and gateways, and what you give up.
Prompt caching lets an LLM reuse the part of your prompt that has not changed and bill it at a fraction of the input price. Here is how the cache, its 5-minute and 1-hour TTL, and keep-alive pings work.
Add Google Calendar booking on your own website with no booking SaaS: free slots from free/busy, double-booking checks, reminders and Meet links.
Claude subscription vs API comes down to how steady your usage is. See how each is billed, how the cache TTL differs, what drives Claude Code cost and how to track it.
A git-based CMS keeps content as files in Git, so your site needs no database. See how danubelabs.net works, what the limits are and who it suits.
Local Whisper transcription keeps your audio on your own computer. Convert to 16 kHz mono with FFmpeg, run faster-whisper on a GPU or CPU, and export TXT, SRT or VTT, with speaker labels from pyannote.
Claude Code keeps session history as JSONL files and deletes them after 30 days by default. Learn where they live, how to change cleanupPeriodDays, fix a broken resume and archive everything.
To translate a Word document with AI and keep the formatting, extract the text run by run, translate it in chunks with context, and write it back into the same runs. PDFs need extraction or OCR first.
Give every Vercel, Netlify, Cloudflare, Supabase or Gmail account its own isolated browser session and you can switch without logging out. Here are the options, the security trade-offs and the rules to check.
A step-by-step YOLOv8 custom training walkthrough with real results: 0.84 precision, 0.50 recall and 0.59 mAP@50. Learn what low recall means and why more varied data helped more than a bigger model.
Small teams do not lack automation ideas, they lack a way to rank them. A one-page scoring method we use in consulting engagements.
Embedding a client's live site in your portfolio is a great demo, until X-Frame-Options or a Content-Security-Policy quietly blanks the frame. A practical guide.
Most AI features are expensive because nobody measured them. Here is the routing, caching and prompt work that took one production workload from thousands to tens of dollars a month.
