Multi-Agent Systems Development

When the workflow has distinct stages that need different skills, tools or verification — planning, execution and review, for example — or when one context window cannot hold everything the task requires. If a single well-tooled agent can finish the job reliably, we will say so: multi-agent architecture adds coordination cost, and it has to earn its place.

With hard limits enforced outside the model: per-run token budgets, recursion depth caps, wall-clock timeouts and runaway-loop detection that halts a workflow and pages a human. Spend and step counts are logged per run, so cost anomalies show up in monitoring rather than on the invoice.

Through typed, validated message schemas rather than free-form text. Each handoff carries a defined structure — task, inputs, evidence, confidence — so a malformed handoff fails loudly at the boundary instead of silently corrupting downstream work, and every exchange is replayable during debugging.

The topology defines an arbiter — usually the orchestrator or a critic agent — plus explicit failure routes: retry with narrowed scope, degrade to a simpler path, or escalate to a human with the full decision trace attached. Disagreement and failure are designed states, not exceptions.

Yes. Masarrati does not build gambling or betting products of any kind — no casino platforms, sports betting, lottery, sweepstakes, prediction markets, or loot-box mechanics — whether as a full product, a feature, or an integration. Masarrati also does not build interest-based (riba) financial products: no lending apps, credit products, or platforms whose revenue depends on charging interest, on web, mobile, or any other platform. These are firm ethical commitments, not capacity constraints. For interest-free finance, we actively build Sharia-compliant fintech — Murabaha and Ijara structures, Takaful models, and Zakat tooling.