I’ve been exploring the architecture of microsoft/vscode and its extension ecosystem. What I observe is a recurring structural deficiency: extension communication paths and command relays are being treated implicitly rather than as first-class expression protocols. This weakens control, traceability, and reliability. ❌ Problems Observed 🧱 Real-world Enterprise Scenarios These structural weaknesses become critical liabilities in … Continue reading Protocol Expression Gap in Extension Communication & Command Relay in VSCode Core
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[Plugin Proposal] Custom HealthCheckProcessor to fix delayed failure detection in production (FAST_TCP plugin)
Background Nacos’s current health-check mechanism often fails to detect instance failures in time, especially under high QPS and node volatility. We’ve encountered cases where: Solution: Custom FAST_TCP HealthCheckProcessor We wrote a minimal plugin FastHealthCheckProcessor that implements two enhancements: Highlights: Code “`java// import com.alibaba.nacos.api.naming.pojo.Instance;import com.alibaba.nacos.naming.healthcheck.AbstractHealthCheckProcessor;import com.alibaba.nacos.naming.healthcheck.HealthCheckTask;import com.alibaba.nacos.naming.healthcheck.HealthCheckType; import java.net.Socket;import java.util.Optional; /** – 即时状态推送，避免延迟同步*/public class FastHealthCheckProcessor extends … Continue reading [Plugin Proposal] Custom HealthCheckProcessor to fix delayed failure detection in production (FAST_TCP plugin)
The 4 Structural Flaws of R-Agent Architectures
As multi-agent systems evolve around LLMs, Routing Agents (R-Agents)—often referred to as Planner Agents—are increasingly adopted as orchestrators. However, most current implementations suffer from critical structural limitations that prevent reliable alignment, auditing, or large-scale deployment. 1️⃣ Misunderstood Intent ≠ True Task Structuring 📌 Consequence: 2️⃣ Path Collapse Risk: No Execution-State Continuity 📌 Consequence: 3️⃣ No … Continue reading The 4 Structural Flaws of R-Agent Architectures
Whitepaper Draft: Auto-Alignment as the Gateway to AGI
🔒 Confidentiality & Safety Declaration This whitepaper: 📑 Document Structure (Markdown-ready) 1. Executive Summary A high-level statement: Auto-alignment is not a “nice-to-have” feature—it is the defining ability that separates advanced AI tools from the first spark of AGI. The core argument: alignment is intelligence. 2. Prompt Following ≠ Alignment 3. What Is Auto-Alignment? Auto-alignment refers … Continue reading Whitepaper Draft: Auto-Alignment as the Gateway to AGI
EchoLeak and the Zero-Click Prompt Injection Crisis: Structural Vulnerabilities and a Protocol-Oriented Defense Paradigm
1. Executive Summary A brief overview of what EchoLeak is, why it’s dangerous, and what structural gaps make it possible. 2. The Vulnerability Landscape 3. Root Cause Analysis 4. Case Studies 5. Structural Solutions: From Prompt to Protocol 6. A Protocol-Oriented Architecture 7. Compatibility with Existing LLM Ecosystems 8. Strategic Implications for Vendors