4d ago · 8 min read · Where This Design Could Go — The Harness Platform Possibility Hello. This is the final post in the Role-IR series. Parts 1 through 6 covered design philosophy, infrastructure, integrated strategy, adversarial verification, POC implementation plan, an...
Join discussion5d ago · 7 min read · Measuring and Deploying Models — Profile-Based Selection and Matching Hello. This is the sixth post in the Role-IR series. Parts 1 through 5 covered design philosophy, enterprise infrastructure, integrated strategy, adversarial verification, and the ...
Join discussionApr 17 · 8 min read · Design Done, Now Prove It — IR Lowering POC Implementation Plan Hello. This is the fifth post in the Role-IR series. Part 1 covered design philosophy, Part 2 enterprise infrastructure, Part 3 integrated strategy, Part 4 the adversarial assurance loop...
Join discussionApr 16 · 9 min read · Verifying AI with Game Theory — The Adversarial Assurance Loop Hello. This is the fourth post in the Role-IR series. Part 1 covered design philosophy, Part 2 covered enterprise infrastructure, and Part 3 merged the two into an integrated strategy. In...
Join discussionApr 14 · 10 min read · Merging Methodology and Infrastructure — Integrated Design & Execution Strategy Hello. This is the third post in the Role-IR series. Part 1 covered the design philosophy — treating AI agents as execution contracts rather than prompt strings. Part 2 d...
Join discussionApr 14 · 13 min read · From Philosophy to Infrastructure — Enterprise MAS Design Hello. In the last post, I shared the design philosophy behind Role-IR — treating AI agents as execution contracts rather than prompt strings — along with POC experiment results across multipl...
Join discussionApr 13 · 22 min read · When My Idea Met AI — Role-IR Design Philosophy Hello. This is the story of how a single idea in my head became a design document, then POC code, then actual experiment results — all built together with AI. It started with a simple frustration. "Why...
Join discussionJan 29 · 1 min read · Singapore is widely expected to maintain its monetary policy settings at the upcoming review as economic growth remains robust, driven by a stronger-than-expected expansion in 2025 and positive momentum in the manufacturing and services sectors. Sing...
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Jan 29 · 1 min read · The Monetary Authority of Singapore (MAS) has kept its monetary policy settings unchanged for the third consecutive quarter, saying the decision comes amid stronger-than-expected GDP growth and upside risks to inflation and price stability in 2026. S...
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Oct 14, 2025 · 3 min read · 1. The Dawn of Autonomous Agents Imagine a world where AI systems work independently, each with its own knowledge and expertise.You have one AI analyzing financial risks, another optimizing supply chains, and a third managing customer interactions. E...
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