Insights, tutorials, and updates from the ZharfAI team
A practical guide to deciding when AI should answer, seek evidence, defer, or refuse using calibrated signals, risk–coverage curves, and fallback capacity.
A field guide to admitting, quarantining, or rejecting MCP servers, plugins, and agent tools using provenance, capability tests, and enforceable runtime limits.
Intismeran plus Keytruda delayed melanoma recurrence in Phase 3. Here is what AI designed, what the topline result proves, and what remains unknown.
A field guide to baselines, delayed outcomes, change attribution, and deciding when deployed AI should be watched, constrained, rolled back, or rebuilt.
A decision guide to trusted execution, remote attestation, workload-bound channels, and secret release for sensitive AI inference and training.
A field guide to recovery points, state classification, rebuildable indexes, external-effect reconciliation, and drills for stateful AI systems.
A field guide to workload identity, token exchange, scoped credentials, connector proxies, and evidence when AI agents need temporary access to enterprise systems.
A field guide to deciding what may be pooled, what must be siloed, and how to keep retrieval, memory, caches, tools, logs, and evaluations inside the right customer boundary.
A practical architecture for separating event, observation, record, snapshot, decision, and action time so AI systems can reason honestly about changing facts.
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.