Orchestration Patterns: Loops, Graphs, Managers, and Handoffs
A practical look at orchestration patterns for agent systems, grounded in the live harness-engineering demo after adding workflow graph export for its approval-gated runner.
The blog
Blog
Long-form, evidence-backed writing on agentic AI — newest first.
Copy Fail (CVE-2026-31431): Why a Small Linux Kernel Bug Became a Serious Root Escalation Risk
Technical analysis of CVE-2026-31431 Copy Fail, including exploit mechanics, real-world impact, short-term mitigations, and long-term fixes.
Tool Calling, Schemas, and the Rise of MCP
Function calling and MCP make tool interfaces more portable and legible, but they do not replace retries, approvals, state, tracing, or orchestration. A practical look at the live harness-engineering demo after adding an …
Agentic Harness Engineering White Paper
A comprehensive white paper on agentic harness engineering: the runtime, tooling, controls, evals, and governance patterns that make AI agents reliable in production.
Anatomy of an Agent Harness
A practical teardown of the live harness-engineering demo: runner, tool registry, persistent state, CLI surface, provider boundary, and traces—and why those parts matter more than agent theater.
Why Agentic Harness Engineering Matters More Than Prompt Engineering
Production-grade agent systems fail less because of clever prompts than because of the runtime around the model: typed tools, explicit workflow state, approvals, retries, traces, and resumable execution.
Big Tech Earnings Show the New AI Trade: Monetization Wins, Spend Alone Does Not
Microsoft, Alphabet, Amazon, and Meta showed the market now wants visible AI monetization, cloud acceleration, and operating discipline.
A Comprehensive Guideline for Extreme Risk Identification and Prevention for Hyper-scale Distributed Systems
Hyper-scale distributed systems fail differently from ordinary software systems. Their most dangerous risks are rarely caused by one broken component. They emerge from the interaction of control planes, data planes, …
EuroSys 2026: Where Systems Research Is Heading
A holistic analysis of EuroSys 2026 accepted papers: dominant themes, hottest areas, emerging trends, and an 8-part deep-dive follow-up plan.
Multi-Omics Integration: The Whole Is Greater Than the Sum
No single omics layer tells the full biological story. This post examines how AI integrates genomics, transcriptomics, proteomics, metabolomics, and spatial data into clinically useful models—and where the field still …
