Anthony Pierre

Whisper Voice Infrastructure

Tue, 26 May 2026 00:00:00 +0000

Overview

A self-hosted speech-to-text platform that started as a containerised API on the homelab and grew into a voice-first input layer spanning every application on the desktop, a Telegram bot, and a dedicated Android workflow. The system uses faster-whisper with an OpenAI-compatible REST API, AWS Bedrock Nova Micro for transcript cleanup, and Cloudflare Zero Trust Service Auth for secure remote access.

This project demonstrates the difference between deploying a tool and actually integrating it into how you work — the container was the starting point, not the outcome.

Self-Healing Homelab MCP with AWS Route 53, CloudWatch and Lambda

Mon, 25 May 2026 00:00:00 +0000

There is a particular kind of frustration that comes from a tool dropping mid-session with no warning. My MCP server — the bridge between Claude and my homelab infrastructure — had developed a habit of going quiet at exactly the wrong moment. The fix I built turned out to be a solid piece of AWS architecture. The plot twist was that the problem itself was something else entirely.

The Problem

My MCP server runs on CT104 (ai-lab) inside a Proxmox LXC container on my home network, exposed via a Cloudflare tunnel. Claude connects to it over SSE (Server-Sent Events), which keeps a long-lived HTTP connection open so tool results can stream back in real time. When that connection dropped, the session was dead — no tools, no homelab access, nothing. The only recovery was a manual SSH in to restart the process.

Building a Self-Hosted Voice-to-Text Pipeline with Whisper and AWS Bedrock

Sun, 26 Apr 2026 00:00:00 +0000

There is a small but persistent friction point in my workflow: I think faster than I type. When I am working through a problem or drafting something, the gap between thought and text slows everything down. I wanted to be able to speak, get clean written text back, and carry on without sending audio to a third-party API or paying per minute.

This is how I built it.

The Stack

faster-whisper - a CTranslate2-based reimplementation of OpenAI’s Whisper. No PyTorch dependency, significantly smaller image footprint (~500MB vs ~2GB), and genuinely faster on CPU.
FastAPI - the backend, handling audio uploads and browser recording.
AWS Bedrock Nova Micro - an optional cleanup pass that fixes punctuation, capitalisation, and removes filler words from the raw transcript.
Docker on Proxmox LXC - containerised on my existing Docker host alongside Pierre and Sablier.
Cloudflare tunnel - HTTPS without a reverse proxy, accessible from desktop and mobile.

Why Not the OpenAI Whisper API?

The hosted API is fine for occasional use but charges per minute of audio. More importantly, audio stays local with a self-hosted solution. Everything runs on my own infrastructure - the only external call is the optional Bedrock cleanup step, which sends only the raw text transcript, not the audio itself.

How GitHub Became the Backbone of My Infrastructure

Fri, 03 Apr 2026 00:00:00 +0000

I started this week thinking of GitHub as a place to store code. I ended it realising it is infrastructure.

Over 48 hours of building a self-hosted scraping engine, deploying a portfolio site to AWS, and recovering from a broken WireGuard tunnel, GitHub quietly became the thread that held everything together. Here is what I did not expect.

Emergency Deployment

My VPS went offline mid-project. No warning, no graceful shutdown, just gone. At that point, my portfolio site at anthonyapierre.com was running as a Hugo container on that same server.

From Cloudflare Pages to AWS: Hosting My Portfolio on S3 + CloudFront

Wed, 01 Apr 2026 00:00:00 +0000

How I migrated my Hugo portfolio site from Cloudflare Pages to a production-grade AWS architecture using S3, CloudFront, ACM, IAM, and GitHub Actions — and what I learned along the way.

When My VPS Went Down: Migrating to Cloudflare Workers in a Panic

Mon, 30 Mar 2026 00:00:00 +0000

I’ll be honest, I didn’t plan to migrate my site to Cloudflare Workers today. My hand was forced.

I woke up to alerts telling me my VPS was down. My portfolio site, anthonyapierre.com, was completely unreachable. I’d been meaning to set up a proper failover for a while, but like most things that live on the “I’ll sort that eventually” list, it hadn’t happened yet.

This is the story of how, on the very first day my site went fully live, an unexpected outage turned into something genuinely useful.

OSINT Research Laboratory

Sat, 28 Mar 2026 00:00:00 +0000

Overview

A fully self-hosted OSINT research environment running inside a dedicated Proxmox LXC container, isolated from the rest of the homelab network. Eleven specialist tools covering username intelligence, email footprinting, subdomain discovery, web crawling, vulnerability scanning, and secrets detection are unified under a single Python/FastAPI dashboard with real-time WebSocket output streaming and persistent SQLite scan history.

The project demonstrates infrastructure isolation, process management, Python backend development, and the practical integration of open-source security tooling into a coherent operational platform.

Rebuilding the OSINT Lab: FastAPI, WebSockets, and 11 Tools Confirmed

Sat, 28 Mar 2026 00:00:00 +0000

When I first built the OSINT lab, the goal was simple: a dedicated, network-isolated environment for open source intelligence work running inside a Proxmox LXC container. Maltego and SpiderFoot were up and running, the container was air-gapped from the rest of the homelab, and it did the job.

The problem was the dashboard. The original implementation used Node.js with Server-Sent Events to stream tool output to the browser, and it was fragile. SSE connections would drop unpredictably, tool output would get cut off mid-run, and the whole thing had a tendency to fall over under any kind of sustained load. It worked just well enough to be annoying rather than broken enough to force a fix — until I decided to fix it properly.

Building the HomelabDashboard Android App from Scratch

Tue, 24 Mar 2026 00:00:00 +0000

There is a certain point in homelab development where browser bookmarks and SSH sessions stop being a sensible way to manage things. When you are running 25+ LXC containers across a Proxmox host, a Romanian VPS, and a Docker stack, you want a single place to see everything — and you want it in your pocket.

That is where HomelabDashboard came from. Not a third-party monitoring tool, not a pre-built solution — a native Android app built from scratch in Kotlin with Jetpack Compose, connected to a real Flask API running on my own infrastructure.

HomelabDashboard - Android App

Tue, 24 Mar 2026 00:00:00 +0000

Overview

HomelabDashboard is a native Android application built as the primary management interface for a self-hosted AI infrastructure monitoring agent. It replaced a Telegram bot as the main interaction point and handles everything from live container monitoring to push notification delivery with inline action controls.

Built with Kotlin and Jetpack Compose on a Samsung S21, the app communicates with a Flask REST API running on a Proxmox LXC container via a Cloudflare tunnel. No VPN, no direct Proxmox exposure. The backend is described separately at Homelab AI Monitoring Agent .

Homelab AI Monitoring Agent

Wed, 18 Mar 2026 00:00:00 +0000

Overview

A self-hosted AI infrastructure monitoring platform built on a Proxmox homelab, integrating AWS Bedrock and Python. The system monitors 25+ containerised services in real time, interprets infrastructure health using large language models, and delivers intelligent alerts with actionable controls.

This project demonstrates end-to-end system design: from infrastructure and API design through to AI integration and security-conscious deployment - built entirely from scratch over a series of focused development sessions.

Running an AI Monitoring Agent on AWS Bedrock for £0.02 a Month

Wed, 18 Mar 2026 00:00:00 +0000

When I started building an AI monitoring agent for the homelab, the obvious concern was cost. AWS Bedrock is powerful, but running AI analysis on a continuous basis against 25+ containers sounded like a recipe for a surprising monthly bill.

The solution was tiered model routing — and it keeps the entire operation running for approximately £0.02 per month.

The Tiering Logic

AWS Bedrock’s Nova model family has three tiers with very different price points. Nova Micro is the cheapest available at around $0.035 per million input tokens. Nova Lite sits in the middle. Nova Pro is the most capable and the most expensive.

A Year of Proxmox: Storage Migration, Kernel Updates, and Keeping 25 Containers Running

Sun, 15 Mar 2026 00:00:00 +0000

There is a gap between setting up a homelab and running one. The setup is documented everywhere. The running — the day-to-day operational decisions, the failures, the fixes, the things you wish someone had told you — less so. This is some of that.

The Storage Migration

The Proxmox host started with the default local-lvm setup. It works fine when you are running a handful of containers, but local-lvm does not support snapshots for LXC containers, which matters when you want an AI agent taking safety snapshots before executing remediation actions.

Homelab AI Monitoring Agent

Mon, 02 Mar 2026 00:00:00 +0000

An AI-powered infrastructure monitoring agent that watches over 25+ self-hosted LXC containers, analyses metrics using AWS Bedrock, and delivers intelligent alerts via Telegram — with inline action buttons for semi-autonomous remediation.

What It Does

The agent runs on a dedicated Proxmox LXC container and executes a pipeline every 15 minutes: collect metrics from the Proxmox API → pre-summarise to ~500 tokens → store in SQLite → send to AWS Bedrock for AI analysis → deliver actionable alerts via Telegram.

OSINT Research Environment

Mon, 02 Mar 2026 00:00:00 +0000

A self-contained, network-isolated research environment for open-source intelligence work. Built on a dedicated Proxmox LXC container with a non-root research user, curated toolset, and deliberate separation from production services.

Why Build This

OSINT work involves visiting unknown sites, running aggressive network scanners, and handling data from potentially hostile sources. Running this on a shared system risks contaminating production services if something goes wrong.

A dedicated isolated container solves this cleanly — if something goes sideways during an investigation, it stays contained. The container is intentionally stopped when not in use, reducing the attack surface further.

Reticulum Mesh Network

Mon, 02 Mar 2026 00:00:00 +0000

A resilient backup communication path to home infrastructure that operates independently of DNS, Cloudflare, and standard IP routing. Built after a Cloudflare global outage in November 2025 exposed a single point of failure in all remote access methods.

The Problem

Every remote access method I had — Proxmox management, service dashboards, SSH — routed through Cloudflare DNS. When Cloudflare went down globally, everything stopped resolving simultaneously. No fallback existed.

The solution needed to be completely independent: no DNS lookups, no fixed IP addresses, no dependency on any third-party infrastructure.

Building an AI-Powered Homelab Monitor with AWS Bedrock

Sat, 28 Feb 2026 00:00:00 +0000

The Problem

Running a homelab with 25+ LXC containers means a lot can go wrong quietly. Disks fill up. Services crash overnight. Memory leaks build over days. By the time you notice, something important has been broken for hours.

The standard answer is Grafana dashboards and Prometheus alerts — and I have those. But they tell you what the numbers are, not what they mean. A dashboard at 2am showing a container at 78% disk usage doesn’t tell you whether that’s normal for that container, whether it’s trending toward a problem, or whether you should actually wake up about it.

Device Rollout Automation

Wed, 01 Jan 2025 00:00:00 +0000

Overview

Designed and implemented automation workflows to streamline device rollout programmes at the National Crime Agency — a UK law enforcement organisation operating within a secure, dual-network environment. The programme processes 100-200 devices per wave across multiple deployment cycles annually, with strict compliance and audit requirements at every stage.

This project demonstrates practical automation in a high-security enterprise environment where standard cloud-based tooling is unavailable, and where every process decision carries operational and legal accountability.

AWS Cloud Consulting Portfolio

Mon, 01 Jan 2024 00:00:00 +0000

Overview

A structured programme of AWS skill development combining formal certification, hands-on implementation, and practical architecture experience. The goal is to operate as an independent AWS cloud consultant targeting £400-500 daily rates in enterprise and regulated industry engagements.

This is not a theoretical portfolio. Every AWS skill listed here has been applied to a real project running in production.

Certification Pathway

Certification	Status	Year
AWS Certified Cloud Practitioner	✅ Complete	2026
AWS Certified Solutions Architect — Associate	🔄 In progress	2026
AWS Certified Solutions Architect — Professional	Planned	2027

The Cloud Practitioner certification establishes foundational knowledge across all AWS service categories — compute, storage, networking, databases, security, pricing, and support. It is the first step in the Solutions Architect pathway.

Secure Homelab Infrastructure

Mon, 01 Jan 2024 00:00:00 +0000

Overview

A production-grade homelab built on repurposed enterprise hardware, running Proxmox VE as the hypervisor with 25+ LXC containers providing a full self-hosted service stack. The infrastructure is designed around security, resilience, and remote accessibility — with multiple redundant access paths and automated backup strategies.

This is not a hobby project in the casual sense. It is a deliberately engineered infrastructure platform that mirrors enterprise patterns at home-lab scale, and serves as the foundation for all practical cloud and automation work.

Operations & Hospitality

Mon, 01 Jan 0001 00:00:00 +0000

Operations leader with 25+ years of experience

I have spent the majority of my career in hospitality operations - managing teams, running sites end-to-end, and hiring the people that make them work. That operational foundation is what I bring to everything I do.

What I have done

Operations Manager - Emilia’s Crafted Pasta, London (January 2022 - January 2024) Managed end-to-end operations across three restaurant sites overseeing circa 60 employees. Conducted operational reviews and implemented process improvements across food preparation, customer service, inventory and financial controls. Monitored labour costs and scheduled staff to maintain ideal ratios during peak hours.