FIELD NOTES · BETWEEN FINANCE AND ENGINEERING
Charlcye Mitchell
Director of Engineering Operations · Management Consultant · Software Engineering Strategist · Agentic Systems Architect
I translate between finance and engineering. Turning stated goals into shipping systems that meet the real ones.
Writing
Field notes from a real seed-stage build, written for the operator who has been told to "add AI" and hasn't found a playbook that isn't a demo, a pitch, or a doomsday tweet.
Framework paper
Context, Loops, Graphs
Three levels — a single source of truth, at least one production loop, and a self-improving coding harness. Each level pays for itself alone. Skipping ahead produces confident garbage.
Read →
Implementation companion
The Coding Harness
The phase-by-phase build order — L1-0 through L3-6. Every workflow, hook, guardrail, and readiness gate named.
Read →
Work
Three lanes. All rooted in the same pattern: read the room between finance and engineering, translate what's actually being asked, and ship the system that answers it.
Advise
Finance-engineering translation
Fractional advisory bridging finance and engineering. For founders, CFOs, and CTOs whose team is stuck between the stated goals and the real ones. Cap tables, roadmaps, unit economics, and the engineering plan that has to survive all of them.
Build
Agentic systems architecture
Fractional engineering ops and agentic systems delivery. Context stores, rubric-gated loops, coding harnesses, and release-intelligence pipelines your team can operate without adding a SaaS bill. The pattern in the papers, adapted to your stack.
Teach
In-person workshops & hands-on teaching
On-site workshops for teams adopting AI. Small cohorts, real code, real infrastructure. Loaner laptops shipped when hardware matters (local models, GPU-heavy work). Formats: half-day founder workshop, two-day team intensive, or bespoke.
Templates and skeletons
Companion to the papers. Open the code alongside the theory.
GTM-in-a-box
Startup Intel Stack
The template repo. Ships a runnable Level 1 SSOT + Level 2 outbound loop, plus genericized Level 2 and Level 3 reference skeletons for reading.
Open on GitHub →
Workshop material
Multi-Agent Systems Workshop
Weights & Biases Fully Connected 2025 workshop. Practical, hands-on, no toy examples.
Open on GitHub →
Applied build
Varsity Job Scout
AI job scout agent for female athlete grads breaking into tech. Built for the Varsity Women's Club × Protopia AI workshop.
Open on GitHub →
Connect
If you're building or advising in this space, I'd love to hear what breaks for you.
- LinkedIn linkedin.com/in/camitchell
- Email [email protected]
- GitHub github.com/weprintmoney