Insights, tutorials, and updates from the ZharfAI team
Grok 4.6 improves long-running coding and knowledge work, while its model card documents stronger search and jailbreak resistance alongside factuality and behavior regressions.
A field guide to choosing serialization, version checks, transactions, leases, and fencing tokens when several AI workers can touch the same state.
A practical guide to Grok Bot's shared computer, role charters, routines, multi-agent handoffs, pricing, evidence, and safety boundaries.
A field guide to propagating cancellation, proving work has stopped, and reconciling side effects when an AI task outlives the user's intent.
A practical guide to AI in accounting: extracting data from Persian invoices, reconciliation, internal controls, and a measurable pilot path for finance teams at Iranian companies.
A practical architecture for deciding which AI work to admit, queue, degrade, defer, or reject before overload turns useful capacity into wasted effort.
An operational view of AI in Iranian banking: fraud detection, credit scoring, Persian customer assistants, and document automation, with governance requirements and a low-risk pilot path.
An evidence-first checklist for selecting an AI company in Iran: define the workflow, test Persian performance, examine security, measure a pilot, and negotiate an exit.
Iranian AI is more than a label. A decision guide for weighing local platforms against foreign tools: data residency, access resilience, Persian quality, and a fair evaluation checklist.
A practical guide to Persian business chatbots: retrieval-grounded architecture with citations, evaluation on real Persian data, security controls, and a staged deployment path.
A clear answer to what AI is, written for managers: precise definitions, machine learning versus language models, real capabilities and limits today, and a decision framework for adoption.
A field guide to versioning, validating, repairing, and safely consuming structured AI output without confusing schema compliance with truth or authority.