Quantifiable impact across 25 years of technology leadership, private sector delivery, and AI innovation.
Central intelligence for your organization — documents, schedules, tasks, and financial data connected into a single evidence-backed spine for grants, proposals, reports, and decisions.
The free canvassing app built for real local campaigns — one QR code invites the team, one swipe logs every door.
The story of Activate, LLC — a free canvassing platform for local campaigns — and the founder partnership behind it: Daniel Kleinman's decade-long vision, and the architecture that carried it through three product eras.
A head-to-head rematch: MTPLX's native-MTP runtime against the hand-tuned mlx-vlm lane from part one, on a 128 GB M1 Ultra. The autotuner promised 2.20x. The serving path had other plans — measured with Kimi K3 in 1 day.
5 controlled experiments running Qwen 3.8-27B on a 128 GB M1 Ultra: scheduler QoS pinning, MTP speculative decoding, a GGUF challenger, and a MoE that lost on dispatch overhead — run with Kimi K3 on high thinking, with the powermetrics evidence for each call.
First SSH proxy designed specifically for AI agents with native MCP integration. Features multi-layer safety system preventing destructive operations and plugin architecture for Docker, Grafana, and Coolify management.
Model Context Protocol (MCP) tool enabling parallel consultation across OpenAI, Anthropic, and OpenRouter models. Provides unified interface for multi-model queries with real-time cost tracking and AES-256-GCM encryption.
Built Google Maps Enterprise dashboard aggregating vendor monitoring data for IRS NMCC. Additionally developed security hardening tool that raised compliance scores from 30-40% to 95%+ across departments.
Robert E. Beckner III — Merlin — has been writing software for more than 25 years, from teenage developer to AI systems architect. The record spans federal systems for the IRS, DHS, CDC, and DISA, private-sector automation, and production AI platforms.