#layered funnel design
11 related articles
·4 min
Guide to Securely Exposing Self-Hosted Services: From Tailscale to Defense in Depth
Complete guide to securely exposing self-hosted services: Tailscale zero-exposure, reverse proxy setup, Cloudflare Tunnel, Authelia auth gateway, server hardening, and 3-2-1 backup strategy.
Read more →
·4 min
Foundry VTT Public Access Guide: The Right Way to Securely Expose Self-Hosted Services
Learn how to securely expose Foundry VTT to the public internet. Compare port forwarding, Cloudflare Tunnel, and reverse proxy solutions with practical advice on network isolation and layered defense.
Read more →
·3 min
Agent Intent Recognition: Engineering Practices Behind the Three-Layer Funnel Architecture
An in-depth look at the three-layer funnel architecture for agent intent recognition: rules for fast interception, context for routine intents, and LLM as fallback. Exploring the engineering trade-offs of accuracy, latency, and cost.
Read more →
·6 min
The Three-Layer GTM Agent Architecture: Enabling AI to Truly Recognize Buyer Intent and Identity
An in-depth analysis of the three-layer GTM Agent architecture—the Signal, Buyer Intelligence, and Action layers—revealing how context graphs identify anonymous visitors and capture purchase intent.
Read more →
·4 min
Building an AI-Automated Topic Selection System: A Practical Guide to the Three-Dimension Method
Learn how Bilibili creator JK built an AI-automated topic selection system using Codex and Feishu — covering the three-dimension method: practice, trending topics, and benchmarking.
Read more →
·3 min
Intent Recognition Interview Question: Three-Layer Funnel Architecture Breakdown and Answer Template
Asked 'how do you implement intent recognition' in an interview? Dumping everything into an LLM is a red flag. This guide breaks down the 3-layer funnel architecture with a ready-to-use answer template.
Read more →
·7 min
The Trap of AI Visibility Dashboards: Why Most Metrics Are Meaningless
Can a brand's "visibility" in AI answers really be quantified? This article deeply dissects the methodological flaws of AI visibility dashboards—from LLM output randomness and black-box mechanisms to vanity metric traps.
Read more →
·6 min
Is Claude Fable 5 Real? Exposing the AI Reseller Service Scam
Anthropic never released a Claude Fable 5 model. This article analyzes fake AI promotions, exposes wrapper service scam tactics, and provides tips for verifying AI claims.
Read more →
·3 min
Is Claude Fable 5 Real? A Deep Analysis and Guide to Spotting Fake AI Products
Deep analysis of a viral Bilibili video claiming to show Claude Fable 5 — examining naming conventions, business logic, and demo effects to help users spot fake AI products.
Read more →
·3 min
Grill Me Skill: Let AI Interrogate You to Rapidly Extract Tacit Knowledge and Boost Project Efficiency
Learn how the Grill Me skill uses AI-driven systematic questioning to extract tacit knowledge, with checkpoint mechanisms to optimize context quality and boost first-iteration success from 70% to 90%.
Read more →
Product Reviews·5 min
Deep Dive into RuoYi-Vue-Pro: The 37K Star Enterprise-Grade Java Rapid Development Platform
Deep dive into RuoYi-Vue-Pro: a 37K Star enterprise Java platform with Spring Boot, MyBatis Plus, Vue, SaaS multi-tenancy, Flowable workflows, CRM/ERP modules, AI and IoT integration.
Read more →