
After the Stop Button: Cancellation Semantics for AI Agents
A field guide to propagating cancellation, proving work has stopped, and reconciling side effects when an AI task outlives the user's intent.
Insights, tutorials, and updates from the ZharfAI team

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.

An operating guide for deciding when an AI call may be retried, hedged, failed over, or reconciled—and for preventing timeout ambiguity from becoming duplicate business action.

A practical architecture for deciding when an AI answer may be reused, which context must enter the cache key, and when freshness, authority, or consequence requires a new result.

Master GitHub Copilot CLI from installation and permissions to plan and autopilot modes, fleet agents, skills, MCP, plugins, IDE and remote work, review, hooks, and automation.