Heterogeneous AI agent orchestration, Claude Code know-how, the MCP protocol, and in-house adoption governance — notes from the Marblo team. https://www.hypemarc.com/en/blog en Sat, 17 Oct 2026 06:08:43 GMT From the closed loop to Orchebrain, Web Tabs, and risk-based independent testers. Eight new features in this Marblo release, plus a preview of Marblo CI. https://www.hypemarc.com/en/blog/marblo-build-notes-closed-loop-release https://www.hypemarc.com/en/blog/marblo-build-notes-closed-loop-release Wed, 14 Oct 2026 00:00:00 GMT AI Agents The October 2026 hypemarc.com improvements: how a mission progressed from orchestrator reviews and ticket assignments to worker PRs, independent testing, merge gates, and production deployment confirmation. https://www.hypemarc.com/en/blog/marblo-closed-loop-mission https://www.hypemarc.com/en/blog/marblo-closed-loop-mission Wed, 14 Oct 2026 00:00:00 GMT AI Agents Agent Mosaic brings working agents' terminals onto one screen in real time. How teams, leaders, and developers can use it to follow what several AI agents are doing. https://www.hypemarc.com/en/blog/marblo-build-notes-agent-mosaic https://www.hypemarc.com/en/blog/marblo-build-notes-agent-mosaic Wed, 14 Oct 2026 00:00:00 GMT AI Agents Orchebrain groups scattered tickets into missions and shows progress through a summary card and development, testing, and review dots. How teams can use its autonomous progress limits and intake rate controls. https://www.hypemarc.com/en/blog/marblo-build-notes-orchebrain https://www.hypemarc.com/en/blog/marblo-build-notes-orchebrain Wed, 14 Oct 2026 00:00:00 GMT AI Agents Opening, reading, filling, and testing pages through Marblo Web Tabs. What delegating logged-in services without exposing cookies or passwords means, and when to use it. https://www.hypemarc.com/en/blog/marblo-build-notes-web-tabs https://www.hypemarc.com/en/blog/marblo-build-notes-web-tabs Wed, 14 Oct 2026 00:00:00 GMT AI Agents Merge queues and repeated CI after parallel work. How Marblo Merge Train groups verified PRs into a single CI run before applying them to main, and when that is useful. https://www.hypemarc.com/en/blog/marblo-build-notes-merge-train https://www.hypemarc.com/en/blog/marblo-build-notes-merge-train Wed, 14 Oct 2026 00:00:00 GMT AI Agents Marblo distributes work across Claude, GPT, and other accounts by remaining allowance. In the hypemarc.com work, a Claude account fell below the reserve threshold and a new task went to a Codex account. https://www.hypemarc.com/en/blog/marblo-build-notes-multi-account https://www.hypemarc.com/en/blog/marblo-build-notes-multi-account Wed, 14 Oct 2026 00:00:00 GMT AI Agents A separate AI tester verifies important payment, permission, and deployment changes, including counterexamples. The hypemarc.com work shows independent security handoffs, orchestrator reviews, and a build note PR returned for corrections. https://www.hypemarc.com/en/blog/marblo-build-notes-risk-based-tester https://www.hypemarc.com/en/blog/marblo-build-notes-risk-based-tester Wed, 14 Oct 2026 00:00:00 GMT AI Agents Give instructions to the orchestrator through Telegram and receive progress and problem-cause reports. In the hypemarc.com work, the CEO's direction led to updated examples, build notes, version labels, and a deployment report. https://www.hypemarc.com/en/blog/marblo-build-notes-telegram-orche https://www.hypemarc.com/en/blog/marblo-build-notes-telegram-orche Wed, 14 Oct 2026 00:00:00 GMT AI Agents Measured session-resume contracts for Codex, Grok, and Claude Code, with the versions they were measured on. The flag names look alike, the behavior does not, and failure is instant death rather than a warning. Plus the bug where one CLI's session IDs were fed to another. https://www.hypemarc.com/en/blog/agent-cli-resume-contracts https://www.hypemarc.com/en/blog/agent-cli-resume-contracts Sat, 05 Sep 2026 00:00:00 GMT AI Agents Wiring a new harness into per-agent cost tracking has three attachment points, not two. The third fails silently. Here is the diagnostic fingerprint for a bug you cannot find by reading the code, plus how unregistered model IDs invent charges. https://www.hypemarc.com/en/blog/agent-cost-attribution-blind-spots https://www.hypemarc.com/en/blog/agent-cost-attribution-blind-spots Sat, 05 Sep 2026 00:00:00 GMT AI Agents Treat terminal bytes as proof of work and finished agents look busy while working agents look idle. The load average hit 44 on a 12-core machine with 11 zombies while the cleanup tool reported nothing to reclaim. Define turns by boundaries, not noise. https://www.hypemarc.com/en/blog/agent-liveness-pty-signal https://www.hypemarc.com/en/blog/agent-liveness-pty-signal Sat, 05 Sep 2026 00:00:00 GMT AI Agents Ask an AI and it usually says 'great idea.' What you actually need is refutation. Here's a Marblo recipe that makes different-vendor agents attack one hypothesis, design, or decision from different angles — so only the conclusions that survive get adopted. https://www.hypemarc.com/en/blog/marblo-adversarial-verification-board https://www.hypemarc.com/en/blog/marblo-adversarial-verification-board Sat, 11 Jul 2026 00:00:00 GMT AI Agents Coding got faster but shipping didn't, and the reason is usually the steps around the code and the human handoffs between them. Here's a Marblo dev-pipeline recipe that splits task breakdown, implementation, review, and testing across agents while the team collaborates on one board. https://www.hypemarc.com/en/blog/marblo-dev-pipeline-board https://www.hypemarc.com/en/blog/marblo-dev-pipeline-board Sat, 11 Jul 2026 00:00:00 GMT AI Agents Half of your daily tickets are the same repeat questions with fixed answers. Here's a Marblo board recipe that splits classification, drafting, and safety-checking across separate agents — so your reps only handle what needs judgment. https://www.hypemarc.com/en/blog/marblo-cs-inquiry-triage https://www.hypemarc.com/en/blog/marblo-cs-inquiry-triage Fri, 10 Jul 2026 00:00:00 GMT AI Agents Still copy-pasting GA4, Naver, and Meta numbers into a report every week? Here's a Marblo board recipe that splits collection, analysis, writing, and verification across separate agents — step by step. https://www.hypemarc.com/en/blog/marblo-weekly-marketing-report-automation https://www.hypemarc.com/en/blog/marblo-weekly-marketing-report-automation Thu, 09 Jul 2026 00:00:00 GMT AI Agents How a Seoul-based AI agency runs Claude Code with MCP servers across every project. The patterns that actually scale, the integrations that paid off, and the workflow tax we eliminated. https://www.hypemarc.com/en/blog/claude-code-mcp-korean-ai-studio https://www.hypemarc.com/en/blog/claude-code-mcp-korean-ai-studio Wed, 20 May 2026 00:00:00 GMT AI Agents Walk through building a real multi-agent workflow in Marblo, from blank board to production deploy in under thirty minutes. Researcher, writer, fact-checker — heterogeneous models, MCP tools, and observability included. https://www.hypemarc.com/en/blog/marblo-first-agent-tutorial https://www.hypemarc.com/en/blog/marblo-first-agent-tutorial Tue, 19 May 2026 00:00:00 GMT AI Agents Building MCP (Model Context Protocol) servers for a hobby project is easy. Running them in production with real authentication, real rate limits, and traces you can debug at 2 AM is a different problem. This is what we learned. https://www.hypemarc.com/en/blog/mcp-servers-production-guide https://www.hypemarc.com/en/blog/mcp-servers-production-guide Mon, 18 May 2026 00:00:00 GMT AI Agents After running heterogeneous AI agents in production for 18 months, we measured what single-vendor setups give up. The cost premium, the failure modes, and the team-level patterns that only work when you mix models on purpose. https://www.hypemarc.com/en/blog/heterogeneous-agents-production https://www.hypemarc.com/en/blog/heterogeneous-agents-production Sun, 17 May 2026 00:00:00 GMT AI Agents An engineering-grade comparison of the major AI agent orchestration platforms in 2026. Where each one shines, where each one breaks, and which choice fits which workload — from prototype to multi-team production. https://www.hypemarc.com/en/blog/ai-agent-orchestration-platforms-2026 https://www.hypemarc.com/en/blog/ai-agent-orchestration-platforms-2026 Sat, 16 May 2026 00:00:00 GMT AI Agents OpenAI Codex's latest GOAL mode is reshaping the autonomous agent paradigm. We analyze the shift from imperative commands to goal-driven execution, and how it compares to Marblo's natural language orchestrator. https://www.hypemarc.com/en/blog/codex-5-5-goal-mode-analysis https://www.hypemarc.com/en/blog/codex-5-5-goal-mode-analysis Fri, 15 May 2026 00:00:00 GMT AI Agents Why leading AI teams in 2026 are choosing heterogeneous agent orchestration over single-vendor solutions. The performance gap and cost efficiency that comes from role-based model assignment — Claude reasoning, GPT generation, Gemini verification. https://www.hypemarc.com/en/blog/heterogeneous-ai-agents-why https://www.hypemarc.com/en/blog/heterogeneous-ai-agents-why Wed, 13 May 2026 00:00:00 GMT AI Agents MCP gives AI agents standardized access to filesystems, databases, APIs, and Git. We unpack why MCP became the 'USB-C' of the AI agent industry — and how to integrate it with internal company systems. https://www.hypemarc.com/en/blog/mcp-protocol-explained https://www.hypemarc.com/en/blog/mcp-protocol-explained Sun, 10 May 2026 00:00:00 GMT AI Agents We dissect the gap between Claude Code's 'subagent' pattern and genuine heterogeneous multi-agent orchestration. Single-model N agents vs. heterogeneous N agents, CLI vs. kanban board, shared context vs. physical isolation. https://www.hypemarc.com/en/blog/multi-agent-vs-subagent https://www.hypemarc.com/en/blog/multi-agent-vs-subagent Thu, 07 May 2026 00:00:00 GMT AI Agents When you adopt AI agents internally, the first question is 'Who is responsible for code an agent wrote?' This article lays out 5 governance principles: privilege separation, audit logs, rollback paths, measurable KPIs, and team training. https://www.hypemarc.com/en/blog/ai-agent-governance-5-principles https://www.hypemarc.com/en/blog/ai-agent-governance-5-principles Mon, 04 May 2026 00:00:00 GMT AI Agents How to build and deploy AI agents optimized for Korean business environments. Covers KakaoTalk integration, Korean NLP challenges, compliance requirements, and successful implementation strategies for international companies entering Korea. https://www.hypemarc.com/en/blog/ai-agent-building-korean-market https://www.hypemarc.com/en/blog/ai-agent-building-korean-market Wed, 12 Feb 2025 00:00:00 GMT AI Agents A comprehensive checklist for optimizing your content to get cited by Google AI Overview, Perplexity, ChatGPT Search, and other AI search engines. 25 actionable items you can implement today. https://www.hypemarc.com/en/blog/aio-checklist-2025 https://www.hypemarc.com/en/blog/aio-checklist-2025 Wed, 05 Feb 2025 00:00:00 GMT SEO/GEO A detailed ROI analysis comparing AI-powered customer service with traditional support teams. Includes cost breakdowns, satisfaction metrics, implementation roadmap, and real-world case studies. https://www.hypemarc.com/en/blog/ai-customer-service-roi https://www.hypemarc.com/en/blog/ai-customer-service-roi Sat, 01 Feb 2025 00:00:00 GMT AI Agents Go beyond GA4's limitations by connecting it to BigQuery. Learn how to build a real-time marketing dashboard with unlimited segments, automated alerts, and AI-powered insights. https://www.hypemarc.com/en/blog/ga4-bigquery-dashboard https://www.hypemarc.com/en/blog/ga4-bigquery-dashboard Sat, 18 Jan 2025 00:00:00 GMT GA4/BigQuery Learn how to automate customer service, sales, and marketing with AI agents using OpenAI's Agent Builder, Response API, and custom implementations. https://www.hypemarc.com/en/blog/ai-agents-business-automation https://www.hypemarc.com/en/blog/ai-agents-business-automation Fri, 10 Jan 2025 00:00:00 GMT AI Agents