apple-silicon-embed-bench
Cross-backend embedding benchmark for Apple Silicon: ANE vs CoreML GPU vs MLX vs llama.cpp Metal, with real M4/M5 data.
python · coreml · mlx · apache-2.0
pmcdade@org:~$ whoami
TPM at Anthropic. USAF veteran. Builder of open-source tools for PKI, AI, and the Internet.
I'm Peter McDade — an Air Force veteran turned technical program manager with a deep passion for motorsport and giving back. I've spent my career securing and optimizing critical infrastructure, building high-performing teams, and driving programs that keep the lights on for some of the world's most demanding systems.
Off the clock, you'll find me at the track or under a tent at a race weekend. Motorsport isn't just a hobby — it's where engineering, strategy, and adrenaline collide. I bring that same intensity to the nonprofits and veteran communities I support, where I've mentored 77+ professionals and led volunteer teams that impact thousands.
This site is my corner of the internet — a place to share what I'm working on, what I care about, and what gets me fired up.
Featured Projects
all projects →Cross-backend embedding benchmark for Apple Silicon: ANE vs CoreML GPU vs MLX vs llama.cpp Metal, with real M4/M5 data.
python · coreml · mlx · apache-2.0
Distributed network observatory. Go probe mesh across 5+ cloud providers, latency atlas, submarine-cable identification.
go · cesiumjs · multi-cloud
Linter for Merkle Tree Certificates, an IETF batch-issuance proposal whose Merkle-tree structure amortizes certificate size. That amortization matters as post-quantum signatures and keys get large.
go · apache-2.0
Driving critical infrastructure delivery and building program management frameworks for a rapidly scaling infrastructure organization. Owns end-to-end physical infrastructure programs across multiple facilities, ensuring on-time, on-budget execution.
Led critical security response programs across cloud infrastructure; coordinated cross-functional teams to deliver timely resolutions to high-stakes threats.
Led two programs focused on OS, firmware, and package signing/verification; managed hardware NPI efforts and resolved supply chain issues for Cloud platforms.
Directed operational and compliance programs for secure production environments. Managed annual CAPEX budgets, HSM procurement, and facility security. Drove organizational consistency across multiple team transitions.
Ensured secure operations for high-security locations through remote-hands repairs, audits, and infrastructure projects. Managed high-revenue client projects and spearheaded secure site builds across EMEA.
Managed network break/fix operations overseeing engineering teams. Authored global fiber optics troubleshooting standards. Led daily operations ensuring SLA/SLO compliance with 24-hour average response times.
Installed and commissioned carrier-grade backbone equipment including Juniper MX2020 core routers, Nokia, and Alcatel-Lucent optical transport platforms. Spliced and troubleshot structured fiber networks using OTDR; managed POP buildout with Edge Fabric Services in NYC.
Coordinated global long-haul network interrupt response across multiple regions. Managed logistics for fiber restoration; identified a critical logistics failure saving Google over $8 million.
Instructor Airdrop Loadmaster specializing in high-altitude operations (HALO/HAHO), aeromedical evacuation, and developmental airdrop testing at Yuma Proving Ground. 1,000+ flight hours on the C-17 Globemaster III across combat and humanitarian theaters.
Motorsport is where engineering, strategy, and adrenaline collide. Here are some moments from the track.
Giving back is core to who I am. Here are the organizations and causes I'm proud to support.
Chief of Community & Morale
Led a team of 8 volunteer FTEs, planning and executing events impacting over 2,000 members yearly with a 99% satisfaction score. Drove community strategies for 2,500+ members.
Candidate Panel Reviewer
Collaborated on the Pat Tillman Candidate Panel, reviewing 60+ applications for the prestigious Tillman Scholar program supporting military service members and their families.
Beneficiary & Advocate
OpMo beneficiary embedded with CrowdStrike Racing's No. 04 Mercedes-AMG GT3 as pit crew. Featured in the OpMo newsletter and inaugural podcast episode.
Mentor & Coach
Mentored 77+ professionals in diverse areas including hardware diagnostics, network engineering, program development, and logistics planning. Passionate about paying it forward.