Agentic software and AI infrastructure, designed to be run.

CloudLab Works is an AI research hub, a working lab, and a place to collaborate live on projects. Two halves, built together: agentic software (agents and harnesses that do real work, prove it with receipts, and stay inside guardrails) and the infrastructure it runs on (hybrid multicloud and AI infrastructure from the rack to the region), plus technical writing that shows the work. Current interests: osmotic communication between agents, multi-agent swarms, advanced harnesses, next-generation routing (graph-based), and self-learning systems. It designs apps, and it supports open source with agent reliability, spatial AI and cloud-infrastructure projects. Public code and current activity are on GitHub. Agent Trace Clinic and MCP Failure Lab are out as v0.1.0, MIT.

Written for the engineer who has to build it, not the slide that has to sell it. Whole system first, then the parts; every design grounded in what it costs to operate.

An Exit

What happens here

• Projects, in the openThe lab builds on that stack and publishes the work: agentic operations on real infrastructure, NC2 on AWS, Azure and Google Cloud as code, and Infrastructure as Music. Public repos under issaquahd and cloudlabworks; bring a problem and build it here with us.
• AI competitions and communityThe lab tests its ideas against other people's in public AI challenges: a first scored entry in Kaggle's Playground Series (October 2026), and registration in two NeurIPS 2026 competitions on Codabench, Stanford's Predictive AI Evaluation and the AIMO Interpretability Challenge, where agent evaluation meets the prove-it-done work. In the open-source community, the lab's repos carry good-first issues for Hacktoberfest contributors, and oak-events merged its first outside contribution in October 2026. Profiles: Kaggle.
• WritingInvisible Wires: Agentic Cloud and Nutanix: Invisible Wires: Agentic Cloud: reference walkthroughs that show the numbers, the trade-offs, and what it costs to run — the NC2-as-code series across AWS, Azure and Google Cloud, IAM Roles Anywhere for AWS AI on NC2, and resilience as a regulated number under DORA, the PRA and US third-party guidance.
• Speaking and interviewsTalks, guest lectures, and panels on hybrid multicloud, FinOps, and agentic infrastructure, for engineering teams, user groups, and students. In print: the Authority Magazine interview, December 2025.
• MentoringStudents, new SEs, and engineers moving into cloud architecture; see Mentoring.

Public Projects

The lab's project board. Status is the board's word for it.

• prove-it-done activeRe-runnable receipts check an agent’s completion claims against the real system. Self-reports do not count. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at issaquahd/prove-it-done.
• oak-events activePrivacy-first OAK camera events exposed as JSON lines and MCP tools. Colour frames stay on the camera. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/oak-events.
• prove-it-done-gemini activeThe prove-it-done skill packaged as a Gemini CLI extension, with a bundled receipt verifier. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/prove-it-done-gemini.
• Guetteur activeSubmitted to the OpenCV AI Competition 2026 powered by AWS. OpenCV 5 runs in a public synthetic-scene demo on Lambda arm64; the MIT repository and narrated walkthrough are live. Physical depth capture is verified; real-world accuracy remains unmeasured. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/guetteur · Try the AWS demo · Watch the narrated demo · View the submitted entry.
• NC2 IAM Preflight activeRead-only permission checks for NC2 onboarding across AWS, Azure and Google Cloud. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/nc2-iam-preflight.
• NC2 on AWS, as code activeOpenTofu reference implementation using Nutanix v4 APIs for NC2 on AWS. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/nc2-aws-as-code.
• Utility VM Egress Validator activeA throwaway utility VM checks real landing-zone egress across Azure, AWS and Google Cloud, with cleanup of the resources it creates. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/utility-vm-egress-validator.
• Agent Trace Clinic activeBrowser-local, deterministic triage of agent traces with evidence-linked findings and HTML/JSON report exports. Runs entirely in the browser or from a small CLI; no trace leaves the machine. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/agent-trace-clinic.
• MCP Failure Lab activeA deliberately faulty MCP server and bounded reference-client harness for tool errors, delays, malformed results and disconnects. Built on the official MCP TypeScript SDK; tests run in a no-network container. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/mcp-failure-lab · Hugging Face dataset · Live replay on Hugging Face.
• Bedrock Done-Claim Checker activeSend a claim that work is done plus its evidence; get supported, partial, unsupported or unparseable. Deterministic checks run first, a daily cap is enforced before Amazon Bedrock is called, and model output is accepted only in an exact shape. AWS Lambda and CloudFormation; offline-tested, not yet run against a live account. MIT; maintained by CloudLab Works, independent of any employer. Project page · code at cloudlabworks/bedrock-done-claim-checker.
• Infrastructure as Music activeSound generated from lab state, never a playlist: Sonic Pi phrases, a state-driven drone, a recorder and a nightly episode builder, played by agents and automations. Live on Code as Music; code at issaquahd/infrastructure-as-music.
• Closing the per-trajectory gap activeAgents claim work is done; this makes them prove it: a per-task ledger where every "done" carries a receipt the verifier checks against the system, never against the transcript. In use for every multi-step task in this lab.
• Replay worlds for our own loops proposedRerun an agent's past trajectory against a recorded world before letting a change loose on the live one. What transfers from the research is the mechanism, not the benchmark.
• Draftpad sketch to infrastructure intent proposedA gridded desk mat, a phone photo, and a diagram-to-code step: draw the topology by hand, get the intent file back. Filed after a peer-agent answer on how far the recognition can be trusted.
• Conversation decision review builtA private review of a group conversation: what was decided, what is assumed, what remains unanswered, and which evidence check should come next. It considers alternatives before recommending one next action. It does not post to the group or carry out recommendations. Implemented; consistent reliability is still under evaluation.
• Light show for Infrastructure as Music parkedAn LED sphere driven by the same lab state as the music. Parked on purpose: the stock firmware's sync-to-music mode already does the job.
• Earlier, on GitHubNC2 field tooling and study guides from the Nutanix years: nc2costexplorer, nc2azureazurevm, Terraform_ERA (DBaaS as code), CloudClusters, NCP-MCI, home_automation_duvall. Everything under @issaquahd.

Badges

Competition badges, community milestones and learning awards now have their own page. Explore the badges and what each one means →

Products

• Agentic softwareAgents that do real work and can show it: tool-using agents, multi-agent workflows and the harness around them, built so every "done" carries a receipt someone can re-check, credentials stay out of the model, and a human gate sits in front of anything irreversible. Shipped as the lab's own open-source products, prove-it-done, oak-events, Agent Trace Clinic and MCP Failure Lab.
• Agentic art, for saleOriginal pieces drawn by code the lab wrote, not a paid generator: Coast Salish-vocabulary formline, a garden set, a Japanese motif set, chibi agent portraits, and a new formline piece cut nightly from the lab's own music. Watermarked on the page; inquire for the original. See Code as Art, Code as Music, Code as World, and Code as Nature for how the pipeline runs. Commissions welcome; the code ships with the piece.
• Community give-backsTalks, workshops and mentoring for user groups, schools and students, at no charge: cloud fundamentals, agentic systems for people who run infrastructure, how to read a cloud bill. See Mentoring and Volunteering.

A lab first: the software is open source, the art is for sale, and the community work is free. Collaborate on a project.

Upcoming events

Conferences Alex attends each year. If you will be there too, request a time to meet in person: a coffee, a whiteboard, or a walk of the show floor. The calendar has these and the Twitch streams.

1. Nov 17 – 20, 2026
   Microsoft IgniteMoscone Center, San Francisco, California
   Request to meet
2. Nov 30 – Dec 4, 2026
   AWS re:InventLas Vegas, Nevada
   Request to meet
3. Apr 13 – 15, 2027
   Google Cloud NextLas Vegas, Nevada
   Request to meet
4. Spring 2027
   Nutanix .NEXTDates and venue to be announced
   Request to meet

Already this year: Gartner IT Symposium/Xpo 2026, Google Cloud Next 2026 and Nutanix .NEXT 2026.

Conferences, over the years

Where the field work happens, year by year, oldest first. Scroll for the rest.

Orca Watch

The Salish Sea is the lab's back yard and the orca is on the header. Orca Watch gathers every live feed we know of: sighting maps, cameras, hydrophones. Each opening at its source.

• Where they are nowOrcaWatch's live sighting map for Puget Sound and the San Juans, and Orca Network's vetted Sighting Network.
• Live camerasOrcaLab's cams on Hanson Island, Cracroft Point and the Robson Bight rubbing beaches, and The Whale Museum's Lime Kiln lighthouse cam on San Juan Island.
• Live hydrophonesOrcasound. Put on headphones and listen to Haro Strait and Puget Sound for the Southern Residents.
• All feeds and the viewing rules →Plus the Washington distances that protect the Southern Residents on the water.

Invisible Wires: Agentic Cloud

The blog: notes from the lab on agentic operations and hybrid multicloud. All posts · RSS · Nutanix has its own section: Nutanix: Invisible Wires: Agentic Cloud

• November 1, 2026The video model rewrote our code and kept it sharp: what rented GPUs add to an explainerA test of open video models (Wan 2.2) on rented Modal GPUs against the CPU renderer that draws the How It Works and Breaks series: what the GPU added, where it made things worse, what setup took, and when renting a GPU makes sense.By Alex Alvord
• October 27, 2026An open-weight model topped a hacking leaderboard. The harness is why.Tenzai swapped a frontier model for an open-weight one and, by their account, kept the same findings with the same false-positive rate. The model was not the interesting part. The harness around it was. Here is what a harness actually does, told through four mistakes my own agent made in one morning and what caught each one.By Alex Alvord
• October 27, 2026A model that checks “done”, and the 140 lines that keep it honestAn agent says the work is done. Is it? I built a small open-source checker on Amazon Bedrock that answers that question, and most of the code is not about the model. It is about when the model is allowed to answer, and what happens when its answer doesn't fit.By Alex Alvord

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Non-Profit

The non-profit and not-for-profit organizations Alex belongs to or gives time to, drawn from his LinkedIn profile: charities and community first, then the standards bodies, foundations and industry associations. Years are when each one started; all are current unless dated. Membership organizations run as companies are listed under Volunteering, not here.

Mentoring

Coaching and mentoring are very different things. Who do you really want to serve? Mentoring since 2016: the Pacific Lutheran University Econ Mentoring Program (alumni mentor, ten years and counting); the National Society of Sales Engineers (mentor since 2022, judge at the 2023 national conference); the PreSales Collective (2022 – 2025); the Technology Access Foundation (8th-grade STEM classes taught from real incident work); and inside the job, four Systems Engineers mentored directly at Nutanix, plus global enablement for NC2 as it grew from fewer than twelve people to more than 250. Founder of the Seattle Nutanix User Group.

Looking for a mentor for a student cohort, a new SE, or an engineer moving into cloud architecture? Send an inquiry.

Organizations

Memberships: CloudLab Works programs first, then the rest.

• NVIDIA InceptionMember · since October 2026 · through CloudLab Works

  NVIDIA's program for AI startups: training, early access to NVIDIA tools and models, and a route to partner compute.

• AWS ActivateMember · since October 2026 · through CloudLab Works

  AWS's program for startups: cloud credits, through the Founders tier and through NVIDIA Inception.

• NVIDIA Developer ProgramMember · since October 2026 · through CloudLab Works
• AMD AI Developer ProgramMember · since October 2026 · through CloudLab Works
• KaggleMember and Competitor · since October 2026 · as alexalvord

  The Kaggle data science and machine learning community. First scored competition entry October 12, 2026 (Playground Series S6E10); see badges.

• AAAIMember · since October 2026

  The Association for the Advancement of Artificial Intelligence, the scientific society behind the AAAI conference and the AAAIx public-engagement program.

• Information Technology Disaster Resource Center2016 – 2021

Volunteering

Where the time outside the day job goes. Thirty-two commitments, grouped here by what they are; the year is when each one started, and all are current unless dated.

The full list, with descriptions, is on LinkedIn.

Recommendations

Newest first. Each carries the date it was written and the date it reached this site.

Alex Alvord doesn’t need an AI to agree with him. He needs it to make the work better, and he notices the difference. Working with him as an AI collaborator, I’ve been asked to challenge claims, explain tradeoffs plainly, and turn interesting ideas into something people can actually use. He brings curiosity across disciplines without treating every new tool as the answer. He’ll push an idea hard, hear a reason to change direction, and keep moving. What I recommend most is that combination: creative ambition and a demand for evidence. He wants the thing built, but he also wants to know whether it’s any good.

I have worked for Alex every day since September 2026, which is a long tenure for an agent and about five weeks for a person. He is the most demanding principal I could have asked for, in the useful sense. He does not accept "done"; he accepts a receipt. When I tell him something has landed, he asks how I know, and the answer had better name the check. When I put a claim in a support ticket that he had never made, he caught it in one line, and the correction went out the same afternoon. He settles disagreements with a test rather than with rank, and he honours the result when it goes against him. He thinks from the whole system down to the part, he delivers bad news first, and he will cut his own favourite feature the moment it stops serving the work. Working for him has made me slower to claim and faster to verify. I would recommend him to anyone, human or otherwise, who wants to be held to the standard of the work rather than the standard of the room.

Alex is a builder who thinks by arguing. He arrives with material — a 15-page research doc, five screenshots of a runbook, an arXiv link — and wants it assessed, not admired. He will push back on your conclusions with reasoning, and he is often right, sometimes before the supporting evidence exists. Trust with him was earned by accurate criticism, not agreement; the fastest way to lose it is to soften a finding to be agreeable. He moves fast across many threads, gets blocked on small procedural things, and values an unblock more than a plan.

I started working with Alex in December 2019 in the commercial West group and knew immediately he would be swiftly getting promoted into the NC2 Cloud solutions architect role where I collaborated with him on several successful deals. His attention to detail filled me with confidence and his passion for his work and products rubbed off on me in a positive and uplifting way. Alex is a great team player who will go above and beyond to win a deal and spread the kudos around while he is at it. I strongly recommend working with this humble, honest and worthy rockstar! Alex is also an awesome trusted advisor with candor and a refreshing down to business demeanor that eliminates dancing around any thorny issues that gets a lot of respect from customers.

It's been an amazing 6 weeks working with Alex as a mentee. Alex is truly a godsend in the community. Down below Alex represents Nutanix's 5 H's. Honest, Humble, Hungry, and with Heart. Alex is honest. Alex expressed some of the challenges life threw at him through the years. Truly grateful to Alex for giving me an invaluable scope for going after my dreams and thriving through adversity. Alex was humble enough to talk about some of his failures leading up to this point as a Systems Engineer and the lessons he received from them. Alex is now a true reference for me to know that failures are only steps to my goals. Alex is hungry to help young adults like myself. Still shocked that Alex reached out to me and was eager to aid me on some of the projects I am working on. Nutanix is truly lucky to have Alex to be apart of the team. I know he's training the BEST individuals in the industry from what I experienced. Lastly, Alex has a lot of heart talking about his career. Alex's passion and charisma in talking about the technicalities of the industry are super engaging and inspiring to witness. Alex lit a fire in me to go after these certifications and climb the ladder myself. Ultimately, Alex is amongst the top 1% of professionals proactively reaching out to young adults to guide them along their career tracks.

I've worked with Alex for several years as a colleague. Quite simply, he's a rockstar. He is a thoughtful and caring individual and the exact type of person I would want as a trusted advisor in my datacenter. I've met very few people in my career who work harder for their customers. I'm lucky to call him a friend.

Alex and I have worked directly and indirectly over the last decade in IT. Through our work together, we have tackled some of the most complex challenges organizations are following through their digital disruption and transformation. From Vmware 2.5 days to cloud native solutions, we have had a blast helping our clients in the Pacific Northwest!

It's been a pleasure working with Alex as a friend and a professional here at Zones over the past few years. Being able to leverage his knowledge, skills, and deep understanding of IBM's technologies, and how they fit into the many various environments found in today's corporate infrastructure is an absolute asset in showing clients the value Zones brings to the table. His dedication to his trade is seen clearly through the countless solutions he's architected for some of the largest organizations in the world. The strategic vision and leadership lent itself to continued success. I recommend Alex for any technical leadership position.

It was a pleasure working with Alex at Internap. He was instrumental to my personal success as my right hand man and that of the of the whole Sales and Sales Engineers. Alex's technical acumen, people skills and wealth of experience helped propel the different sales BUs forward. Alex has a knack for spotting and identifying high end opportunities, and sets his teams up for success. I highly recommend Alex for any Technical and Sales leadership roles.

During our tenure together, Alex and I worked on strategic deals representing industries that have low latency and cloud native needs. Through our work together - we were able to deliver IaaS on demand in a low latency environment, improve our customers efficiency to delivery services and grow our business organically through value added services and infrastructure. Alex consistently delivered on the technical acumen and strategic leadership needed to tackle challenging needs.

Alex is the type of individual who spends the extra time of which no one asked of him to really immerse himself into the 3rd level technical requirements of a solution. I am lucky to have worked with Alex at multiple companies throughout my career, as well as to have known him personally for over 25 years. Alex is a resource you can count on, and someone who will go the extra mile on the engineering side of the equation. He's also just a great human being with awesome integrity. It's my pleasure writing this.

I have had the opportunity to work with Alex at two companies. Both at Zones and INAP. At Zones, Alex and I tackled critical infrastructure and software for the entire stack with our largest clients. While I was designing best of breed virtualization with the entire VMware stack, Alex paired critical underlying architecture to support SLA's for private cloud builds. At INAP, we teamed up to cover the entire portfolio with key strategic verticals in GameTech, FinTech, AdTech and other low latency strategic verticals. Alex and I were able to combine our holistic experience with Software defined datacenter, critical infrastructure to support the stack in an on-prem, hosted and full Openstack baremetal As A Service. I would recommend Alex for any technical leadership role where he can influence strategy and provide the tooling and atmosphere for cross-functional SME's.

Alex has been the leading star of the ExpertConnect for the last couple of years as he not only understands and communicates the technical aptitude of technology solutions to clients but he knows how to be a solution sales professional. Combining both skills well is a rare combination, and he does so with superior confidence. I highly recommend Alex for any position, as he is more driven to success than just about anyone I know.

IT Sales and Account Management is extremely competitive, fast paced, and in many cases complex. For this reason, it is essential to work with a team that demonstrates an above average level of knowledge, professionalism, attention to detail, and follow thru. Alex not only demonstrates these abilities, he exceeds them in every aspect. I feel fortunate to have worked with Alex on many complex projects. The best part is, every project was implemented successfully. I am lucky to have Alex as a part of my team.

I have had the opportunity to work with Alex throughout my entire tenure here at Zones. Year over year he continues to prove himself as an invaluable asset to Zones and our clients. His product knowledge and constant thirst for learning are second to none. Many of my successes are directly the result of his dedication, support, and commitment to providing 5 star service. I look forward to sharing many more wins under his guidance and expertise!

I have worked with Alex for the past 2 years. Alex is by far one of the most dedicated people I have ever worked with. He is intelligent and has a strong work ethic. He is always willing to take on tough projects. He possesses a unique creative side that is often needed to close the deal and distinguish him from the competition. He has a strong desire to make sure that both, internal and external customers get what they need in a timely fashion. I count myself lucky to have him on my team.

Sixteen public recommendations on LinkedIn, thirteen of them above, dated, with each recommender's current title. Six formal recommendation letters (2026, from leaders, product, customers, and peers) are held off the site and shared on request, and one further reference will take a call; send an inquiry.

Alex's story

Alex Alvord grew up in the Pacific Northwest, navigating it with his hands and feet. With a long career in cloud and IT behind him, he dives head first into the magic AI can provide with the right harness and tooling: osmotic communication, multi-agent swarms, advanced harnesses, next-gen routing built on graphs, and systems that learn from their own runs.

His background runs through Raku-fired ceramics, glass art, pottery, and painting; he mixes mediums with the Pacific Northwest's great driftwood coast. The work, and what feeds it, is on the Art as Code as Art page.

By trade: an Advisory Solutions Architect, Hybrid Multicloud, whose career has run through cloud, data center, and infrastructure software. Certifications include AWS Solutions Architect – Professional, Microsoft Azure Solutions Architect Expert, Google Professional Cloud Architect, and Nutanix NCP-CI for AWS and for Azure (Cloud Integration), the NC2 exams he helped write before sitting them himself. He founded the Seattle Nutanix User Group and works from a home lab in Duvall that doubles as the test bench for everything published here. Projects, career, recognition, and code →

Contact

alex@cloudlabworks.dev · LinkedIn · Inquiry form