Carlos “Mumo” Muñiz — Team Architect. Fifteen years split between building software and building the teams that build it.https://mumoc.dev/enhttps://mumoc.dev/writing/the_goal_is_reducing_uncertainty/https://mumoc.dev/writing/the_goal_is_reducing_uncertainty/What good MCP tool design has in common with reducing uncertainty for the humans on a team.Thu, 04 Jun 2026 00:00:00 GMTaimcpsoftware-designarchitectureinterfacesagentsmumo.crls@gmail.comhttps://mumoc.dev/writing/not_a_hiring_problem/https://mumoc.dev/writing/not_a_hiring_problem/AI isn't destroying the job market. It's exposing a context problem that was already there.Fri, 01 May 2026 00:00:00 GMThiringAIsystemsleadershipculturecontextleveragemumo.crls@gmail.comhttps://mumoc.dev/writing/if_ai_makes_us_faster_what_should_we_do_with_the_time/https://mumoc.dev/writing/if_ai_makes_us_faster_what_should_we_do_with_the_time/Every AI conversation turns into a productivity conversation. That's the wrong question.Mon, 06 Apr 2026 00:00:00 GMTproductivityleadershipcareerlearningmanagementmumo.crls@gmail.comhttps://mumoc.dev/writing/ai_can_run_your_workflow_but_it_cant_own_the_outcome/https://mumoc.dev/writing/ai_can_run_your_workflow_but_it_cant_own_the_outcome/AI can generate the tickets. It can't decide whether shipping them was the right call.Thu, 02 Apr 2026 00:00:00 GMTaccountabilityleadershipproductivitycareermanagementmumo.crls@gmail.comhttps://mumoc.dev/writing/execution_is_becoming_cheap/https://mumoc.dev/writing/execution_is_becoming_cheap/Execution used to be the bottleneck. As it gets cheaper, the constraint moves somewhere else.Sat, 28 Mar 2026 00:00:00 GMTArtificial IntelligenceLeadershipFuture of WorkSoftware EngineeringTechnologymumo.crls@gmail.comhttps://mumoc.dev/writing/the_problem_of_ai_is_not_ai/https://mumoc.dev/writing/the_problem_of_ai_is_not_ai/Uncomfortable silence after "what do we do now" — and why the problem was never the technology.Mon, 23 Mar 2026 00:00:00 GMTAIcontextthinkingexecutionclarityleadershipmumo.crls@gmail.comhttps://mumoc.dev/writing/ai_doesnt_joins_individuals_it_joins_teams/https://mumoc.dev/writing/ai_doesnt_joins_individuals_it_joins_teams/Most companies roll out AI to individuals. The real leverage shows up at the team level.Sun, 15 Mar 2026 00:00:00 GMTaiteamworkcollaborationlearningleadershipmumo.crls@gmail.com