Writing on TypeScript multi-agent orchestration: goal-driven task DAGs, mixed-model teams, durable shared state, and lessons from the agent-framework ecosystem.https://open-multi-agent.com/https://open-multi-agent.com/blog/typescript-agents-without-python-sidecar/https://open-multi-agent.com/blog/typescript-agents-without-python-sidecar/Three agents behind one Express route, in the Node process you already deploy: per-agent model tiers, validated JSON handoffs, a run-level token ceiling, and cancellation that actually cancels.Sun, 02 Aug 2026 00:00:00 GMTtypescriptnodejsmulti-agentexpresshttps://open-multi-agent.com/blog/v1-14-adaptive-recovery-hybrid-routing/https://open-multi-agent.com/blog/v1-14-adaptive-recovery-hybrid-routing/v1.14 adds adaptive plan recovery, opt-in hybrid semantic execution routing, DeepSeek V4 Flash reasoning controls, and fail-closed validation for task graphs, coordinator plans, and task requirements.Sun, 02 Aug 2026 00:00:00 GMTreleaseorchestrationrecoverytypescripthttps://open-multi-agent.com/blog/best-typescript-multi-agent-frameworks-2026/https://open-multi-agent.com/blog/best-typescript-multi-agent-frameworks-2026/A source-backed guide to six TypeScript options for multi-agent systems, matched to explicit graphs, agent UIs, handoffs, routed networks, all-in-one apps, and goal-driven task DAGs.Fri, 31 Jul 2026 00:00:00 GMTtypescriptmulti-agent-frameworksframework-selectionhttps://open-multi-agent.com/blog/competitive-monitoring-contradiction-detection/https://open-multi-agent.com/blog/competitive-monitoring-contradiction-detection/One agent per source, structured claims out of each, and an aggregator that reads validated records instead of prose — so contradictions between a vendor post, a community thread, and a news article survive to the report.Fri, 31 Jul 2026 00:00:00 GMTcompetitive-intelligenceresearchtypescripthttps://open-multi-agent.com/blog/customer-support-routing-playbook/https://open-multi-agent.com/blog/customer-support-routing-playbook/Keep the high-volume path on a typed classify → draft → QA graph, let escalations get a coordinator-built team, and put the refund behind a confirmation gate the runtime enforces per call.Fri, 31 Jul 2026 00:00:00 GMTcustomer-supporttypescriptagentshttps://open-multi-agent.com/blog/incident-postmortem-parallel-investigation/https://open-multi-agent.com/blog/incident-postmortem-parallel-investigation/Logs, deployments, and blast radius are independent evidence streams. A runTasks() DAG starts them together, keeps each result unmerged in taskResults, and hands the analyst validated structured payloads instead of prose.Fri, 31 Jul 2026 00:00:00 GMTsreincident-responsetypescripthttps://open-multi-agent.com/blog/multi-agent-application-patterns-field-note/https://open-multi-agent.com/blog/multi-agent-application-patterns-field-note/Across OMA's runnable recipes the same five boundaries keep reappearing — and each one turns out to have a specific runtime mechanism behind it, from structured dependency payloads to an execution routing decision you can read back.Fri, 31 Jul 2026 00:00:00 GMTfield-notesworkflow-designagentshttps://open-multi-agent.com/blog/translation-quality-cross-model-review/https://open-multi-agent.com/blog/translation-quality-cross-model-review/Translate with one provider, back-translate with another through a model-routing rule, and let a reviewer return structured drift findings — then measure the reviewer itself with a versioned EvalSet.Fri, 31 Jul 2026 00:00:00 GMTlocalizationtranslationtypescripthttps://open-multi-agent.com/blog/v1-13-execution-routing-governance-scheduling/https://open-multi-agent.com/blog/v1-13-execution-routing-governance-scheduling/v1.13 adds execution routing, declared governance, consequential-tool confirmation, event-driven task scheduling, task-scoped results, structured handoffs, and retryable model fallbacks.Fri, 24 Jul 2026 00:00:00 GMTreleaseorchestrationgovernancetypescripthttps://open-multi-agent.com/blog/v1-12-1-evaluation-zero-key/https://open-multi-agent.com/blog/v1-12-1-evaluation-zero-key/v1.12.1 adds versioned EvalSets, scorers, CI gates, online sampling, richer offline run inspection, per-run metadata, and a deterministic create-oma-app demo that needs no API key.Mon, 20 Jul 2026 00:00:00 GMTreleaseevaluationtypescripthttps://open-multi-agent.com/blog/local-multi-agent-team-ollama-gemma/https://open-multi-agent.com/blog/local-multi-agent-team-ollama-gemma/Run a multi-agent team fully on your laptop in TypeScript — even the coordinator is a 5B Gemma over Ollama, at $0 API cost. With a real per-agent ledger, honest friction, and a hybrid cloud+local variant.Thu, 02 Jul 2026 00:00:00 GMTtypescriptaiagentsollamahttps://open-multi-agent.com/blog/meeting-summarizer-parallel-agents/https://open-multi-agent.com/blog/meeting-summarizer-parallel-agents/Most meeting summarizers cram summary, action items, and sentiment into one LLM prompt. Here's a cleaner TypeScript shape: three specialist agents run in parallel, two return typed Zod output, and an aggregator merges them into one report.Wed, 24 Jun 2026 00:00:00 GMTtypescriptaiagentsopensourcehttps://open-multi-agent.com/blog/goal-to-task-dag-coordinator/https://open-multi-agent.com/blog/goal-to-task-dag-coordinator/In most TypeScript agent frameworks you wire the task graph by hand. open-multi-agent's runTeam() hands a goal to a coordinator that builds the DAG for you — here's the mechanism, step by step.Sun, 21 Jun 2026 00:00:00 GMTtypescriptaiagentsopensourcehttps://open-multi-agent.com/blog/agent-long-term-memory-tencentdb/https://open-multi-agent.com/blog/agent-long-term-memory-tencentdb/Wiring open-multi-agent's MemoryStore to TencentDB-Agent-Memory through its Hermes Gateway: a measured cross-run memory loop, and two upstream gotchas that decide whether anything gets stored.Mon, 15 Jun 2026 00:00:00 GMTtypescriptaillmtutorialhttps://open-multi-agent.com/blog/goal-driven-vs-explicit-graphs/https://open-multi-agent.com/blog/goal-driven-vs-explicit-graphs/Most multi-agent framework reviews compare features. This post compares a different axis: where the framework places the decomposition cost. Goal-first frameworks pay it at runtime in tokens; graph-first frameworks pay it at design time in code.Wed, 03 Jun 2026 00:00:00 GMTtypescriptaihttps://open-multi-agent.com/blog/multi-agent-framework-walls/https://open-multi-agent.com/blog/multi-agent-framework-walls/Mastra spent a year migrating .network() to the Supervisor pattern. 5 engineering walls hit (context, routing, observability, nesting, performance), 18 GitHub issues as receipts. What it means for TypeScript multi-agent framework development.Thu, 21 May 2026 00:00:00 GMTmastratypescriptagentsopensourcehttps://open-multi-agent.com/blog/mixed-model-agent-team/https://open-multi-agent.com/blog/mixed-model-agent-team/A practical walkthrough from a single-model team baseline to a mixed-provider production setup with live cost and latency monitoring, using open-multi-agent, the TypeScript-ecosystem answer to CrewAI.Sat, 16 May 2026 00:00:00 GMTtypescriptagentsaiopensourcehttps://open-multi-agent.com/blog/multi-agent-vercel-ai-sdk/https://open-multi-agent.com/blog/multi-agent-vercel-ai-sdk/Add multi-agent orchestration to an existing Vercel AI SDK app: the AI SDK streams tokens and talks to models while open-multi-agent's runTeam() decomposes the goal and coordinates the agents — sharing a single Next.js API route.Wed, 15 Apr 2026 00:00:00 GMTainextjswebdevtypescript