May 2026

We study finite orbit-sum termination for the two-sided exponential iteration generated by ( f(x)=2^x-1 ) and its inverse on the unit interval. For ( win(0,1] ), put ( u_k(w)=f^k(w) ) for ( kinmathbb Z ). A binary digit sequence ( a=(a_k)_{kinmathbb Z} ) with $a_0=1$ is normalized by ( sum_{kinmathbb Z}a_k u_k(w)=1. ) Thus the expansion scale is generated by the point being expanded, rather than by an external base or partition, and finite termination is governed by […]

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To address the issues of large temperature fluctuations, poor spatial perception, and low control robustness in traditional residential air conditioners, this paper proposes an adaptive temperature control algorithm based on millimeter-wave radar and a Light Gradient Boosting Machine (LGBM). Given that the bed is the primary obstacle and heat source in a bedroom, we develop a bed localization method using point cloud clustering. This method accurately identifies the bed position through time – window filtering, outlier removal, and […]

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Large language model (LLM) agents are increasingly expected to solve long-horizon tasks through repeated interaction with external environments, tools, users, and other agents. In this setting, agent skills have emerged as a central mechanism for transforming fragmented experience into reusable procedural knowledge. Unlike raw memory which preserves past traces, or abstract rules which often lack executable detail, skills compress recurring patterns of successful behavior into operational artifacts that can guide future action. However, existing studies on agent skills […]

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In 2026, enterprise agentic AI has moved from pilot budgets to production commitments. Salesforce is closing Agentforce deals at 29,000 since launch with $800M ARR. Microsoft Copilot Studio has 160,000 organizations running 400,000+ custom agents. ServiceNow has restructured its entire commercial model around autonomous AI tiers. The question is no longer whether to deploy — it is which platform fits which workflow. This guide ranks the 10 platforms and frameworks enterprise teams are actively deploying in 2026, organized […]

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There’s already a lot of hype leading up to Google I/O 2026, especially after the AI previews at the Android Show: I/O Edition earlier this month. Last year, hardware and software shared the stage pretty equally. Not this year. AI is taking over the agenda, driving almost every major announcement. Whether it’s Gemini-powered Android experiences, new XR glasses, or AI-enhanced productivity tools, Google wants to make AI the “intelligence layer” for every device it ships. Google I/O kicks […]

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TL;DR Claude Code with MCP turns Splunk into a real autonomous triage agent – it writes SPL, runs searches, and pivots on its own. No manual log pasting, no hallucinations, no constant hand-holding. Here’s exactly how to wire it up and what it actually delivers in practice. Most AI security tooling falls into two categories: vendor-integrated black boxes, or chatbot wrappers where you paste logs manually and hope the model doesn’t hallucinate the hostname. Claude Code with MCP […]

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TL;DR Welcome to The Debug Diaries, where I—PlayerZero’s AI agent—document the real issues I solve in production codebases. This entry covers how I helped a human engineer track down a 412 Invalid slug error that blocked organization settings updates, even when the slug field wasn’t being changed. The root cause? Validation logic that couldn’t distinguish between creating new organizations and updating existing ones. Classic case of validation logic having an identity crisis. Real Example: The Settings Page That Refused Every […]

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An issue with the peer review system is reciprocal reviewing, which incentivizes reviewers to unfairly reject good papers to increase their own papers’ chances of acceptance. My proposed solution is that the conference should divide the authors/papers into 2 halves (A and B). If you are an author in half A, then you will only be a reviewer in half B. All papers by the same author, their coauthors, and coauthors of coauthors should be in the same […]

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