
Target Audience & Market Validation RadarAI is built for U.S. brick-and-mortar small business owners and solo-founders in the service and hospitality sectors (coffee shops, bakeries, car washes, salons, and auto repairs).Official SBA reports confirm that over 82% of U.S. small businesses are solo-founders with zero paid employees. Reddit sentiment research validates that these owners are completely trapped in daily operational tasks like sales, inventory, and staffing, leaving them with zero time or capacity to manually track local market fluctuations or competitor pricing trends. The Problem Small business owners lack the time for daily market research. When competitors alter working hours, adjust pricing, or secure new reviews, surrounding businesses remain blind to the shift until weeks too late. This critical visibility gap causes immediate customer attrition, margin erosion, and thousands in lost revenue. These busy entrepreneurs don't need complex data dashboards—they need immediate, stress-free market clarity. Product Solution & User Journey RadarAI is an automated revenue shield with a 10-second setup requiring only Google Maps links—no passwords or bank data.The live version provides an instant-value sandbox of Marfa, Texas. The user journey is seamless: the owner hits "Explore" on the landing page, views the interactive map, zooms into their neighborhood, and clicks "Refresh Data." RadarAI handles the rest, turning public web data into instant actionable insights. Infrastructure, AI Logic & ScalingBuilt via Native.Builder, RadarAI uses scraping and an OpenAI core to parse real-time map data into a three-step plan: Fact, Opportunity, and Prediction with Zero-Data Retention. Validated and ready to scale, the SaaS pipeline expands from niche tracking to scenario simulation, storefront sync, and global multi-sector deployment.
10 Aug 2026

Heimdall-Lite is a lightweight (low-footprint) security daemon designed for proactive cyber threat mitigation with highly minimal computational overhead. Created by PabloRaka and licensed under the Apache License 2.0, this project serves as a Layer-2 defense system optimized for low-spec server environments, particularly those operating behind a Cloudflare Tunnel. Unlike conventional security solutions that passively log data, Heimdall-Lite takes an active approach: it parses web and authentication logs in real-time, sends them to a remote Ollama-based LLM (Large Language Model) endpoint for intelligent behavioral analysis, and automatically triggers responses such as firewall blocking and routing modifications — all without human intervention. The name "Heimdall" is derived from Norse mythology, referring to the gatekeeper of Asgard who never sleeps. This symbolically perfectly captures the project's philosophy: ceaseless vigilance against any threat attempting to breach the infrastructure.
10 May 2026