# humanlayer/advanced-context-engineering-for-coding-agents architecture

> Architecture diagram of the GitHub repository humanlayer/advanced-context-engineering-for-coding-agents, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-11-13). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/humanlayer/advanced-context-engineering-for-coding-agents
- Repository: https://github.com/humanlayer/advanced-context-engineering-for-coding-agents

## Overview

This repository appears to be a small collection of Markdown articles, including model-benchmark writeups and a side-quest article. It has no visible application code or README content, so there is no supported runtime workflow or component-to-component relationship to map. The file tree supports identifying the documents, but not inferring their contents or connections.

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_benchmark_reports["Benchmark reports"]
  node_new_models_benchmark["New-model benchmarks"]
  node_opus_benchmark["Opus 5 benchmark"]
  node_sol_fable_kimi_benchmark["Sol, Fable, Kimi benchmark"]
end

subgraph group_other_articles["Other articles"]
  node_ace_fca["ACE-FCA article<br/>[ace-fca.md]"]
  node_wsff_article["WSFF article<br/>[wsff.md]"]
end

subgraph group_side_quests["Side quests"]
  node_time_goes_article["Where does the time go?"]
end

click node_ace_fca "https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/ace-fca.md"
click node_new_models_benchmark "https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarking-new-models-on-slop-code-bench.md"
click node_opus_benchmark "https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarking-opus-5-on-slop-code-bench.md"
click node_sol_fable_kimi_benchmark "https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarking-sol-fable-kimi-on-slop-code-bench.md"
click node_wsff_article "https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/wsff.md"
click node_time_goes_article "https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/side-quests/where-does-the-time-go.md"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_new_models_benchmark,node_opus_benchmark,node_sol_fable_kimi_benchmark toneBlue
class node_ace_fca,node_wsff_article toneAmber
class node_time_goes_article toneMint
```

## Components

### Benchmark reports

- [New-model benchmarks](https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarking-new-models-on-slop-code-bench.md): `benchmarking-new-models-on-slop-code-bench.md`
- [Opus 5 benchmark](https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarking-opus-5-on-slop-code-bench.md): `benchmarking-opus-5-on-slop-code-bench.md`
- [Sol, Fable, Kimi benchmark](https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarking-sol-fable-kimi-on-slop-code-bench.md): `benchmarking-sol-fable-kimi-on-slop-code-bench.md`

### Other articles

- [ACE-FCA article](https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/ace-fca.md): `ace-fca.md`
- [WSFF article](https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/wsff.md): `wsff.md`

### Side quests

- [Where does the time go?](https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/side-quests/where-does-the-time-go.md): `side-quests/where-does-the-time-go.md`