https://nitinksingh.com/tags/workflow/Recent content in Workflow on Nitin Kumar SinghHugo -- gohugo.ioen© 2026 Nitin Kumar Singh. All rights reserved.Sun, 03 May 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-20-visualization/Sun, 03 May 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-20-visualization/Render any workflow as Mermaid (GitHub-friendly) or Graphviz DOT (production runbooks). One line each, deterministic output, dark-mode-safe palette.https://nitinksingh.com/posts/maf-v1-19-declarative-workflows/Sat, 02 May 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-19-declarative-workflows/Define a workflow in YAML, load it at runtime, and tweak orchestration without recompiling the Python or .NET app safely.https://nitinksingh.com/posts/maf-v1-17-human-in-the-loop/Sat, 02 May 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-17-human-in-the-loop/Pause a workflow for human input, resume it with the same request_id, and keep the caller-side contract simple across runs.https://nitinksingh.com/posts/maf-v1-18-state-and-checkpoints/Sat, 02 May 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-18-state-and-checkpoints/Persist workflow state at superstep boundaries, reload snapshots in a fresh process, and continue without losing progress.https://nitinksingh.com/posts/maf-v1-15-group-chat-orchestration/Sun, 26 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-15-group-chat-orchestration/Use a centralized manager to pick speakers each round, compare round-robin and agent-driven strategies, and cap runaway loops.https://nitinksingh.com/posts/maf-v1-14-handoff-orchestration/Sun, 26 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-14-handoff-orchestration/Let a Triage agent route the conversation to Math or History specialists, handle handbacks, and guard against loops in production.https://nitinksingh.com/posts/maf-v1-16-magentic-orchestration/Sun, 26 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-16-magentic-orchestration/Use Magentic orchestration for autonomous planning: a manager keeps facts, delegates to workers, reassesses, and replans when stuck.https://nitinksingh.com/posts/maf-v1-11-agents-in-workflows/Sat, 25 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-11-agents-in-workflows/Wrap a ChatClientAgent as a workflow executor, chain two translators, and hide adapter plumbing behind AgentWorkflowBuilder.https://nitinksingh.com/posts/maf-v1-13-concurrent-orchestration/Sat, 25 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-13-concurrent-orchestration/Fan one input out to an expert panel, aggregate the responses, and keep wall-clock time bounded by the slowest branch cleanly.https://nitinksingh.com/posts/maf-v1-12-sequential-orchestration/Sat, 25 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-12-sequential-orchestration/Use SequentialBuilder or BuildSequential to pass one conversation through Writer, Reviewer, and Finalizer agents without hand-built adapters.https://nitinksingh.com/posts/maf-v1-10-workflow-events-and-builder/Sun, 19 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-10-workflow-events-and-builder/Two kinds of workflow events — lifecycle and custom. Subscribe to the stream in Python and .NET, filter by type, and wire a live progress indicator.https://nitinksingh.com/posts/maf-v1-09-workflow-executors-and-edges/Sun, 19 Apr 2026 00:00:00 +0000https://nitinksingh.com/posts/maf-v1-09-workflow-executors-and-edges/Model deterministic workflows with executors as nodes, edges as routes, and a Pregel-style scheduler in Python and .NET.