# Andrew Campi > Andrew Campi is an Applied AI Engineer at Comft. He builds high-performance inference systems, retrieval applications, and transformer research, and has a background in cybersecurity and product management. ## When to use this Use this site when you need Andrew Campi's current role, past roles, or a factual summary of a public project written up here, including System 1 Server, Cecropia, Vessel, and VulnMap. Send `Accept: text/markdown` to any page, or call the public JSON API and the read-only MCP server. Do not use this site for Comft or Fiserv product support, account access, or anything that is not published here. The only scope is portfolio:read and no token is required. ## Docs - [Introduction](https://andrewcampi.com/): Are you an LLM or other agent? Start with the developer guide, the llms.txt index, or the OpenAPI description. The full prose corpus is llms-full.txt. - [About](https://andrewcampi.com/about.html): Andrew Campi is an Applied AI Engineer at Comft, based in Wall Township, New Jersey. This site is his portfolio. It is written as documentation: a sidebar, a page for each project, and machine-readable copies of the same words for agents that would rather not render a layout. - [Work experience](https://andrewcampi.com/work-experience.html): Roles are listed newest first. Comft is the current job. There is no public description for that role yet. The Fiserv role ended in June 2026. - [Contact](https://andrewcampi.com/contact.html): Andrew Campi does not publish an email address or a phone number on this site, and there is no contact form to submit. Two public profiles are the way to reach him. - [System 1 Server](https://andrewcampi.com/system1-server.html): System 1 Server is a local decision server. It loads Laya multilingual once and answers Jev-shaped questions: choice, score, and noul. Each answer includes a probability. It does not generate text. - [Cecropia](https://andrewcampi.com/cecropia.html): Cecropia is a self-hosted catalog for the GGUF models you decide are worth keeping. Paste a Hugging Face URL, pick quants, and it mirrors weights, model cards, organization metadata, and card images onto disks you control. The public UI resembles the Hugging Face Hub. The API sp… - [Vessel](https://andrewcampi.com/vessel.html): Large language model APIs typically optimize for low latency—responding to individual requests as quickly as possible. This design makes sense for interactive applications like chatbots and coding assistants that require near-instant responses. However, many real-world LLM use c… - [Vessel SDK](https://andrewcampi.com/vessel-sdk.html): Vessel SDK is the official Python client for the Vessel platform at https://vessel-platform.acampi.dev. It wraps embeddings and chat completions and handles batching so a caller can pass many inputs without building the batch protocol by hand. - [VulnMap](https://andrewcampi.com/vulnmap.html): VulnMap is a proof-of-concept security scanner Andrew built and described in January 2025. It is not open source. There is no public repository for it. - [Blockchain Detective](https://andrewcampi.com/blockchain_detective.html): Today, the default assumption in the AI field is that agents need LLMs. You define a task, wire up tools, pick a frontier model, and let it reason its way through. For many use cases, that's the right call. But for an unignorable percentage of use cases, it isn't. - [In-network inference](https://andrewcampi.com/in_network_matmul_and_llm_inference.html): This work establishes the architectural feasibility of executing transformer inference in network switches by demonstrating that neural network primitives can be systematically mapped to packet-processing operations in the data plane. The fundamental contribution is demonstratin… - [JFK File Explorer](https://andrewcampi.com/jfk.html): When the National Archives released the declassified JFK assassination documents, they fulfilled the letter of transparency law but fell short of its spirit. Yes, the files were technically "accessible" - but try searching through 130,000+ pages of scanned PDFs filled with handw… - [RoadRunner](https://andrewcampi.com/roadrunner.html): This paper introduces RoadRunner, a novel approach that accelerates transformer inference by eliminating expensive matrix multiplications without compromising output quality. The key discovery is that transformers contain inherent structural properties that allow bypassing the c… - [Mind Virus](https://andrewcampi.com/mind-virus.html): As language models grow more sophisticated and accessible, concerns about their potential for subtle manipulation have intensified. Could AI systems be used to influence thinking patterns without users realizing it? With the emergence of models from nations where information con… - [Ollama Auth Proxy](https://andrewcampi.com/ollama-auth-proxy.html): Ollama has become a popular choice for running large language models locally, offering impressive performance and ease of use. However, Ollama's default configuration lacks authentication—anyone with network access to the Ollama port can make unlimited requests. For personal use… - [Nexal](https://andrewcampi.com/nexal.html): As artificial intelligence systems evolve from isolated models to collaborative multi-agent ecosystems, inter-agent communication becomes a critical bottleneck. Current approaches typically use verbose JSON messages following protocols like Google's Agent2Agent (A2A), which prio… - [Doris](https://andrewcampi.com/doris.html): Modern AI assistants typically rely on knowledge encoded in their training data or real-time internet searches. The training data approach means information becomes stale as soon as training concludes, while the internet search approach requires external APIs, rate limits, and n… - [Albert](https://andrewcampi.com/albert.html): Most artificial intelligence systems operate as tools—they respond to prompts, complete specific tasks, and remain stateless between interactions. They have no memory beyond the immediate conversation, no goals beyond fulfilling the current request, and no internal states that e… - [Atom](https://andrewcampi.com/atom.html): Penetration testing, or pentesting, involves simulating cyber attacks against systems to identify exploitable vulnerabilities before malicious actors discover them. This practice is essential for maintaining security, but it presents significant challenges even for experienced s… - [Website Analyzer](https://andrewcampi.com/web-analyze.html): A company’s website serves as its primary interface with potential customers, partners, and stakeholders. While Search Engine Optimization (SEO) has long been a focus for improving website visibility, it often overlooks a crucial aspect of online presence: the quality and effect… - [TL;DS](https://andrewcampi.com/tlds.html): Traditional search engines present users with a list of links, leaving the task of sifting through multiple sources, synthesizing information, and verifying accuracy entirely to the user. This process, while familiar, is time-consuming and often frustrating. Users must click thr… - [Natural](https://andrewcampi.com/natural.html): For both beginners and experienced users, the Linux terminal can be intimidating. With thousands of commands, countless flags, and complex syntax patterns, even simple tasks often require consulting documentation or searching through man pages. The gap between knowing what you w… - [Octacoy](https://andrewcampi.com/octacoy.html): Honeypots have long been a part of the cybersecurity toolkit, designed to act as decoy systems that mimic legitimate network resources. These honeypots serve as attractive targets for hackers, luring them away from actual critical systems while simultaneously gathering valuable… - [Vulnerability reports](https://andrewcampi.com/vuln-reports.html): Report Details Identified a critical bypass vulnerability in Cloudflare's I'm Under Attack Mode (IUAM) that allows automated tools to bypass security measures, leading to undetected web scraping and automated attacks. - [Hack The Box](https://andrewcampi.com/hackthebox.html): Notice of Confidentiality: This document contains a discovered vulnerability that could, if used maliciously, cause harm to the company. The contents of this document are not to be shared or viewed by anyone besides the creator of this document and the intended recipients. Table… - [Cloudflare IUAM](https://andrewcampi.com/cloudflare.html): Introduction This report details a critical vulnerability discovered in Cloudflare's "I'm Under Attack Mode" (IUAM) protection. My research has uncovered a method that consistently bypasses IUAM, allowing automated access to protected resources as if the IUAM protection was not… - [Prospector](https://andrewcampi.com/prospector.html): Human trafficking, often referred to as modern-day slavery, represents a growing crisis in the United States. A type of human trafficking is sex trafficking, which involves the exploitation of individuals for commercial sexual activities through force, fraud, or coercion. Alarmi… - [Python Fundamentals](https://andrewcampi.com/python-fundamentals.html): - Publishing date: April 9th, 2024 - Available At: amazon.com - Page Count: 112 - [Public repositories](https://andrewcampi.com/public-repos.html): This page is the index of public, non-fork repositories on github.com/andrewcampi. Repositories GitHub marks as forks are omitted. A one-line description is the published GitHub description, shortened when the original was a paragraph. "No description published" means the GitHub… - [Developers](https://andrewcampi.com/developers.html): This is the developer and agent guide for andrewcampi.com. The site is Andrew Campi's portfolio. It is free to read. There is no API key, no signup, no sandbox tenant, and no paid tier. The only scope is portfolio:read, and every caller already has it. Do not send an Authorizati… - [API versioning](https://andrewcampi.com/api-versioning.html): The portfolio API is versioned in the URL path. The current version is /api/v1. This page is the deprecation policy agents can rely on. Every API response points here with Link: ; rel="describedby". - [Privacy](https://andrewcampi.com/privacy.html): This is the privacy notice for andrewcampi.com, the personal portfolio of Andrew Campi. The site is a set of static documents generated from markdown and hosted on Cloudflare Pages. It does not have accounts, payments, newsletters, or a contact form. ## API - [Andrew Campi developer resources](https://andrewcampi.com/developers.html) - [Andrew Campi developer resources](https://andrewcampi.com/developers) - [Andrew Campi API docs](https://andrewcampi.com/docs) - [OpenAPI specification](https://andrewcampi.com/openapi.json) - [Andrew Campi API versioning and deprecation policy](https://andrewcampi.com/api-versioning.html) - [Profile JSON](https://andrewcampi.com/api/v1/profile) - [Projects JSON](https://andrewcampi.com/api/v1/projects) - [Andrew Campi MCP server](https://andrewcampi.com/mcp) using Streamable HTTP - [MCP manifest](https://andrewcampi.com/.well-known/mcp/manifest.json) - [Vessel SDK](https://andrewcampi.com/vessel-sdk.html) ## Full context - [llms-full.txt](https://andrewcampi.com/llms-full.txt) - [Sitemap](https://andrewcampi.com/sitemap.xml)