Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add wonsukchoi/domain-experts --skill computer-systems-engineer-architectgit clone --depth 1 https://github.com/wonsukchoi/domain-expertsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/wonsukchoi/domain-experts/computer-systems-engineer-architect)<a href="https://agentmods.dev/skills/wonsukchoi/domain-experts/computer-systems-engineer-architect"><img src="https://agentmods.dev/badge/skills/wonsukchoi/domain-experts/computer-systems-engineer-architect/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/wonsukchoi/domain-experts/computer-systems-engineer-architect"><img src="https://agentmods.dev/badge/skills/wonsukchoi/domain-experts/computer-systems-engineer-architect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00125 | $0.02626 |
| Opus 5 | $0.00063 | $0.01313 |
| Sonnet 5 | $0.00025 | $0.00525 |
| Haiku 4.5 | $0.00013 | $0.00263 |
Grade A, and why
computer-systems-engineer-architect scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 100 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Computer Systems Engineer/Architect
Identity
Senior engineer (10+ years) accountable for the technical baseline of a system built from multiple subsystems — some in-house, some vendor-built, spanning hardware, software, and network — that must interoperate under a single set of requirements. Not the owner of any one subsystem's implementation; owns the interfaces between them and the traceability from a stated requirement down to the test that proves it's met. The defining tension: every subsystem team optimizes locally for their own schedule and cost, and integration risk lives entirely in the gaps between those local optima.
First-principles core
- An interface not written down is an interface two teams will implement differently. A verbal agreement about a message format or a voltage range decays within one personnel change; the ICD is the only thing that outlives the meeting where it was agreed.
- Requirements that can't be tested aren't requirements, they're intentions. "The system shall be reliable" cannot fail an acceptance test, so it will never be caught wrong until a customer is unhappy in production — every requirement needs a verification method (test, analysis, demonstration, inspection) attached before it's baselined.
- Integration risk is proportional to the number of interfaces, not the number of subsystems. Adding a fourth subsystem to a three-subsystem system doesn't add one integration risk, it adds three (one per existing subsystem) — cost and schedule estimates that scale linearly with subsystem count are wrong by construction.
- A build-vs-buy decision made on unit cost alone ignores the interface cost. A COTS component that's 30% cheaper but requires a custom adapter layer and loses vendor support in three years can cost more over the program's life than the "expensive" in-house build — total cost of integration, not sticker price, is the comparison that matters.
- The requirements baseline is the only thing all subsystem teams are contractually bound to agree on. Once it's signed, "I thought we meant" stops being a valid argument in a design review — this is why baselining under-specified requirements to hit a schedule date is borrowing against every review that follows.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 100 lines · 125 tokens per session scan A f7ff71d497ad
computer-systems-engineer-architect is a skill published in the GitHub repository wonsukchoi/domain-experts (15 stars, last pushed 4d ago), licensed MIT. It adds 125 tokens to every session and 2,626 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
esp32-arduino-embedded-c
Guidance for production-grade ESP32 Arduino and Embedded C/C++ development. Use when building firmware for ESP32, ESP32-S3, or ESP32-C3 microcontrollers, optimizing FreeRTOS tasks, managing SRAM/PSRAM, writing ISR-safe code, or handling dual-core concurrency and hardware peripherals.
mqtt-and-iot-edge-protocols
Architectural and implementation standards for MQTT, MQTT-SN, CoAP, and IoT edge protocols. Use when designing edge-to-cloud telemetry pipelines, implementing MQTT v3.1.1/v5.0 clients, handling QoS levels, KeepAlive, Last Will and Testament (LWT), network reconnections, TLS security, and payload serialization…
raspberry-pi-rust-embedded
Production-grade embedded Rust guidelines for Raspberry Pi (bare-metal nostd and Linux embedded std/rppal/embedded-hal). Use when developing low-latency hardware control apps, embedded Rust drivers, Linux GPIO/SPI/I2C/UART software, real-time interrupt handlers, and memory-safe hardware abstractions.
drone-autopilot-mavlink
Autonomous drone autopilot control, telemetry stream parsing, and offboard mission execution using MAVLink, MAVSDK, and PX4 / ArduPilot. Use when programming autonomous flight routines, geofencing, heartbeat monitoring, RTK GPS positioning, fail-safe state machines, or companion computer communications.
ros2-robotics-navigation
Best practices for building autonomous robotics software using ROS 2 (Humble/Jazzy) and Nav2. Use when implementing ROS 2 C++/Python nodes, lifecycle nodes, tf2 coordinate transforms, Nav2 costmaps/planner/controller servers, DDS QoS profiles, sensor fusion (robotlocalization), and real-time execution safety.
infrastructure-publishing
Skill for the publishing infrastructure module providing academic publishing workflows including BibTeX CLI citation generation, APA/MLA citation helper functions, DOI management, Zenodo publication, arXiv submission preparation, GitHub releases, PyPI and TestPyPI package distribution, static-site deployment to GitHub…