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.

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Implementation companion

The Coding Harness

The phase-by-phase build order — L1-0 through L3-6. Every workflow, hook, guardrail, and readiness gate named.

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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.