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 agentmods add skills/oghie/skillsets/realtime-systems-codingnpx skills add oghie/skillsets --skill realtime-systems-codinggit clone --depth 1 https://github.com/oghie/skillsetsWrote 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/oghie/skillsets/realtime-systems-coding)<a href="https://agentmods.dev/skills/oghie/skillsets/realtime-systems-coding"><img src="https://agentmods.dev/badge/skills/oghie/skillsets/realtime-systems-coding.svg" alt="Measured on agentmods" 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 | $0.00108 | $0.01809 |
| Opus 5 | $0.00054 | $0.00905 |
| Sonnet 5 | $0.00022 | $0.00362 |
| Haiku 4.5 | $0.00011 | $0.00181 |
Grade A, and why
realtime-systems-coding 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 5d 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 — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Realtime Systems Coding
Core Rule
Treat every task as a state, timing, and synchronization contract. Identify the execution units, shared state, communication mode, timing limits, platform abstraction level, and correctness properties before writing or changing code.
Knowledge Grounding
- Use
references/knowledge-map.mdfor the conceptual map. - Use
references/shared-memory-synchronization.mdfor locks, semaphores, monitors, condition variables, and Java/POSIX patterns. - Use
references/mutual-exclusion-algorithms.mdfor Dijkstra conditions, refinement flow, Dekker, Peterson, N-process filters, busy waiting, and custom mutual exclusion proof. - Use
references/monitor-signalling-semantics.mdfor AS, SC, SX, SW, SU, signal stealing, urgent queues, nested monitor calls, and monitor verification rules. - Use
references/exercise-derived-patterns.mdfor canonical synchronization pseudocode: monitor semaphores, rendezvous, encoded-count buffers, readers-writers, bridge traffic, dining philosophers, priority allocation, FIFO/SJF queues, controller wakeups, and service pipelines. - Use
references/message-passing-distributed.mdfor rendezvous, buffered/non-blocking communication, MPI, and SPMD systems. - Use
references/distributed-programming-models.mdfor CSP guarded commands, alternative/repetitive orders, lack of fairness, RPC/RMI, remote invocation, and rendezvous entry points. - Use
references/realtime-scheduling-analysis.mdfor clocks, timers, drift, task attributes, RMS, EDF, blocking, priority inversion, and aperiodic servers. - Use
references/network-dataplane-and-kernel-bypass.mdfor DPDK, VPP, eBPF, XDP, AF_XDP, Linux TC, RSS, NAPI, IRQ suspension, SR-IOV, RoCEv2/RDMA, SmartNIC/DPU offload, TCP handoff, and IOAM-style telemetry. - Use
references/flow-and-diagram-patterns.mdwhen a diagram, timeline, proof flow, monitor queue model, message-passing sequence, or Gantt-style task model would make the work safer. - Use
references/development-environments/abstraction-level-map.mdbefore choosing ASIC/FPGA, accelerator/offload, bare-metal, VM, container, or edge targets.
What ships with it
40 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.
- agent.md 4.5 KB
- agents/openai.yaml 330 B
- commands/concurrency-code-review.md 844 B
- commands/environment-selection.md 1.2 KB
- commands/schedulability-review.md 835 B
- commands/timing-benchmark.md 712 B
- references/development-environments/abstraction-level-map.md 2.9 KB
- references/development-environments/level--1-silicon-circuits.md 2.1 KB
- references/development-environments/level-0-hardware-offload.md 2.5 KB
- references/development-environments/level-1-bare-metal.md 2.7 KB
- references/development-environments/level-2-virtual-machines.md 2.2 KB
- references/development-environments/level-3-cloud-native-containers.md 2.4 KB
- references/development-environments/level-4-edge-geographic.md 2.0 KB
- references/distributed-programming-models.md 7.3 KB
- references/exercise-derived-patterns.md 15 KB
- references/flow-and-diagram-patterns.md 5.5 KB
- references/knowledge-map.md 4.6 KB
- references/message-passing-distributed.md 4.8 KB
- references/monitor-signalling-semantics.md 8.3 KB
- references/mutual-exclusion-algorithms.md 5.7 KB
- references/network-dataplane-and-kernel-bypass.md 15 KB
- references/performance-engineering.md 3.3 KB
- references/realtime-scheduling-analysis.md 5.3 KB
- references/review-checklist.md 3.4 KB
- references/shared-memory-synchronization.md 5.5 KB
- references/verification-and-correctness.md 3.3 KB
- scripts/concurrency_static_scan.py 7.6 KB runs code
- scripts/schedulability.py 12 KB runs code
- scripts/tooling_probe.sh 1.3 KB runs code
- tasks/apply-exercise-patterns.md 2.7 KB
- tasks/derive-correctness-proof.md 2.6 KB
- tasks/design-message-passing-system.md 3.0 KB
- tasks/design-network-dataplane-system.md 3.0 KB
- tasks/design-realtime-scheduler.md 2.6 KB
- tasks/design-shared-memory-concurrency.md 3.2 KB
- tasks/diagnose-concurrency-bug.md 2.2 KB
- tasks/implement-high-performance-pattern.md 2.7 KB
- tasks/intake-and-modeling.md 1.6 KB
- tasks/model-with-diagrams.md 1.9 KB
- tasks/verify-and-test-concurrent-realtime.md 2.7 KB
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.
- 5d ago First seen · 79 lines · 108 tokens per session scan A 0445902815d3
realtime-systems-coding is a skill published in the GitHub repository oghie/skillsets (9 stars, last pushed 1mo ago), licensed MIT. It adds 108 tokens to every session and 1,809 once invoked, about $0.0005 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 2026-08-31.
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seven-pass-review
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triage-inbox
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scaffold-exercises
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validate-bib
Validate bibliography entries against citations in all lecture files. Structural checks (missing/unused entries, malformed fields) by default; --semantic adds citation-drift detection, DOI verification, and style-consistency checks.