Joe Dymnioski
OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

MARIO.

Multi-Agent Runtime for Intelligent Output

The agentic harness I built for Woven Health Collective, used across email, websites, congress kiosks and internal-tool builds.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

It starts every build already onboarded.

Woven’s SOPs, development standards, client requirements and compliance rules load before a session starts. AI is a brilliant new hire who doesn’t know how the company works; this is its onboarding.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

It plans first, then stops for a person.

It states the scope and how it will reach the goal. Nothing is built from a plan a person hasn’t read.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

Specialist agents build, review and harden the work.

They build the approved plan the way the development team would. An independent AI reviewer checks it, then automated quality and security checks run.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

A person approves again before anything ships.

Issues are flagged, never resolved silently. Approved copy and design are preserved.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

Every correction becomes a lesson for the next build.

Reviewed lessons go into a shared library that every plan reads first. Feedback from client and MLR review joins the same loop.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

At a gate, a reviewer can change the plan as well as approve it.

The plan is held with its tasks, criteria and boundaries until a reviewer adjusts or approves it.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

One harness works across any channel and any model.

Every channel comes out of the same process. It isn’t tied to one AI model, so models can check each other’s work.

OutputEmail, web, kiosk and toolsGate 2Expert review and approvalAgentsBuild, review and hardenGate 1Expert review and approvalPlanScoped, then held for reviewLesson library750+ reviewed lessonsStandards & SOPsWoven standards, 7 stacksInputThe brief and its documentsAny model; they check each otherInside Gate 1Plan heldTasks, criteria, boundariesA person adjusts or approvesNothing moves without sign-offLesson writtenRead before the next planEvery correction improves the next planOutputGate 2AgentsGate 1PlanLesson libraryStandards & SOPsInputAny modelInside Gate 1Plan heldTasks, criteria, boundariesA person approvesNothing moves without sign-offLesson writtenRead before the next plan

It gets better with every project it runs.

  • 23lifecycle skills
  • 11tools in its MCP server
  • 7stacks
  • 750+reviewed lessons
  • 50+projects
  • ~60%less developer time and costobserved across projects

Hear how it works from the people who built it.

Cayce Richardson of Woven Health Collective talks with Tim O’Sullivan, EVP of Technology Innovation, and me.

MARIO: the full interview, Woven Health Collective Back to my work