WE CODE FIRE # Principal and senior engineers who embed with your team and  ship what matters. 26 years of building what others couldn't, fixing what others broke, and shipping what actually matters. AI/ML, full-stack, infrastructure — we've seen the problem you're about to hit, and we know how to solve it. [Start a Conversation](https://mysticcoders.com/contact) [See Our Work](https://mysticcoders.com/case-studies) Scroll to explore Aviation & Aerospace ## Major Aerospace OEM On-device machine learning, computer vision systems, and recommendation engines for a major aerospace manufacturer. Production ML at the edge where reliability isn't optional — the kind of work that separates real ML engineering from demo-day prototypes. On-device ML Computer Vision Edge Computing Recommendation Engines [Read the full case study](https://mysticcoders.com/case-studies/aerospace) > "Andrew and the Mystic Coders team consistently delivered high-quality work and became an essential part of our engineering organization." > > — Mike Morper, Veritone [Read Veritone case study](https://mysticcoders.com/case-studies/veritone) Trusted by teams building at scale ![Veritone]![Twitter]![USAA]![Nuance]![LeapFrog]![Redaptive]![Walmart] Major Aerospace OEM 0+ Years Shipping 0 Published Books 0+ Conference Talks 0 Account Managers PROBLEMS WE SOLVE ## We've seen the problem you're about to hit. ### "We have an ML initiative and nobody senior enough to lead it." You can't hire fast enough and you can't afford to learn by failing in production. We bring 8 years of production AI/ML — computer vision, NLP, pipelines, edge deployment — and we're shipping code in your repo within days. [AI/ML Engineering](https://mysticcoders.com/services#ai-ml) ### "We're shipping but we need senior firepower — yesterday." Your team is good but stretched. You need principal-level engineers who can drop into your codebase, your standups, your Slack — and be productive in days, not months. We embed until the work is done and leave your team better than we found it. [Embedded Team Extension](https://mysticcoders.com/services#team-extension) NEW ### "Our vibecoded app just got hacked." You shipped fast with AI-generated code. Now something's broken — or about to be. We audit the architecture, security, and maintainability of your codebase and give you a prioritized plan to fix it. 26 years of knowing where the bodies are buried. [Get a Vibe Check](https://mysticcoders.com/services#vibe-check) ### "We need a technical co-pilot who's been through this before." Architecture going sideways. Team scaling faster than your processes. Vendors pitching AI solutions you can't evaluate. You don't need another full-time exec — you need 26 years of pattern recognition, available when the decisions matter. [Fractional CTO](https://mysticcoders.com/services#fractional-cto) MORE WORK ## Proof, not promises. [ Social Media / AdTech ### Twitter (Goldtracer) Petabyte-scale ETL pipelines and ML-driven campaign optimization. 10% improvement in campaign performance at Twitter scale. ML Big Data AdTech ](https://mysticcoders.com/case-studies/goldtracer)[ AI / Media Technology ### Veritone Worked with the marketing team to revamp their website and build a platform that could be managed and edited by multiple teams across hubs around the US. Web Platform CMS Multi-team ](https://mysticcoders.com/case-studies/veritone) [View all case studies](https://mysticcoders.com/case-studies) HOW WE WORK ## We embed. We ship. No handoffs. We don't throw deliverables over a wall. Our engineers join your standups, your Slack, your codebase. We're on the team until the work is done — and we leave your team better than we found it. ### Understand We dig into your codebase, your architecture, your constraints. No generic discovery phases — we get specific fast. ### Embed Our engineers join your team. Same tools, same rituals, same accountability. Indistinguishable from your own people. ### Ship Production code, not slide decks. We measure success by what's running, not what was presented. ARTICLES ## Latest from We Code Fire [View all posts](https://wecodefire.com) [ Mar 1, 2026 ### ConFoo 2026 Overview A return to the stage ](https://www.wecodefire.com/p/confoo-2026-overview)[ Aug 14, 2025 ### Quantum Entanglement and Database Engines On a lark I started asking an LLM about quantum entanglement. ](https://www.wecodefire.com/p/quantum-entanglement-and-database) [View all posts](https://wecodefire.com) ## Ready to build something that matters? Tell us what you're working on. We'll tell you honestly if we're the right fit. [Start a Conversation](https://mysticcoders.com/contact) [info@mysticcoders.com](mailto:info@mysticcoders.com) Not ready to talk yet? Follow the work. Engineering insights from We Code Fire, delivered when we have something worth saying. [Subscribe on Substack](https://wecodefire.com/subscribe)