Industry Insights
September 24, 2026•13 min read
AI, work, and three possible futures
A closer reading of Anthropic’s economic scenarios: what changes by 2030, who benefits, and how to turn uncertain futures into better decisions today.
Blog
Insights, tutorials, and updates from the ZharfAI team
Blog
AI Tutorials
September 24, 2026•22 min read
Cursor Tutorial: Complete Guide to the AI Code Editor in 2026
Install Cursor on macOS, Windows, or Linux, then learn Tab, inline edit, Agent and Plan modes, rules, MCP, privacy, pricing, and what developers in Iran need to know.
AI Tutorials
September 24, 2026•26 min read
Self-Hosting n8n on an Iranian Server with Docker: A Production Guide
Run n8n on an Iranian server with Docker Compose, PostgreSQL, and HTTPS: domestic image mirrors, backups, upgrades, queue mode, local Ollama models, and Jalali dates.
AI Tutorials
September 23, 2026•12 min read
An Empty AI Search Is Not Evidence That Nothing Exists
An assistant can return no matches before its search is finished. Check scope, continuation, partial failures and time before allowing a negative answer to close a task.
AI Technology
September 22, 2026•16 min read
Claude Opus 5.5: Cheaper Frontier Agents, Stricter Safeguards
Anthropic's September 22 model leads most agentic benchmarks, cuts cache reads by 60%, and brings four breaking API changes and Fable-class safeguards to Opus.
AI Technology
September 22, 2026•20 min read
Claude Opus 5.5 System Card: Risk, Cyber, Alignment, and Welfare
A section-by-section reading of Anthropic's 230-page Opus 5.5 system card: CB and AI R&D thresholds, cyber evaluations, prompt injection, alignment audits, welfare, and benchmarks.
AI Tutorials
September 22, 2026•13 min read
Building With Jev: State, Typed Questions, and Confidence Gates
A developer's reading of TypeSafe's Jev docs: request anatomy, choosing Choice, Score, or Noul, fan-out and composite scoring, confidence routing, failure modes, and evaluation.
AI Technology
September 22, 2026•12 min read
What Is Jev? TypeSafe's AI Model for Decisions, Not Text
Jev returns typed answers with calibrated probabilities instead of prose. What TypeSafe's first System One model does, what its launch evidence shows, and where it falls short.
AI Tutorials
September 21, 2026•11 min read
Keep AI Link Fetchers Out of Your Private Network
A public-looking link can lead an AI tool toward private services. Separate public fetching from authenticated connectors, and authorize the connection at every hop.
AI Tutorials
September 20, 2026•11 min read
How Unspoken Words Enter AI Meeting Transcripts
A fluent transcript can contain words nobody said. Preserve the recording, inspect silent spans and separate draft text from statements that become meeting evidence.
AI Tutorials
September 19, 2026•11 min read
A Shared Queue Can Distort Your AI Experiment
When AI changes a shared queue, the control group changes too. Choose the right assignment boundary, account for carryover and measure the effect you plan to deploy.
AI Tutorials
September 18, 2026•11 min read
Keep AI-Exported Text from Becoming Spreadsheet Formulas
A valid export can still turn untrusted text into a spreadsheet formula. Choose explicit cell types, a known import path and tests that preserve data without granting it execution.