Improve examples#2
Conversation
🪙 67% AI-authored · 9 files · prompt 44/100
Important 🎯 Goal: Configure every example to use explicit cheap Claude and Codex models
💬 The ask
📍 What shipped
Note 🪴 Prompt maturity: 44/100 · developing · 2 prompts scored (100% of AI commits) 📊 heuristic breakdown
Readability (display-only): Flesch 74 · FK grade 6.2 · Gunning Fog 9.4 Offline classical-NLP score — no LLM. Higher = more specific, bounded, and grounded prompting. Tip ✅ Security scan cleanNo credentials leaked in this branch's diff. h5i scanned every added line against the secret rule pack and found nothing to rotate. Note Duplicate-code scan clean — no copy-paste blocks introduced. 🧠 Reasoning by file — 84 nodes across 6 lanes, latest 24 only%%{init: {"flowchart": {"nodeSpacing": 42, "rankSpacing": 48, "diagramPadding": 14}, "themeVariables": {"fontSize": "18px"}} }%%
flowchart TB
subgraph lane_0["💭 Reasoning · 8 steps"]
direction LR
n_lane_0_0["THINK · Push whenever you're ready (`git push` plus `h5i share push` if you want…"]:::t
n_lane_0_1["THINK · I'll look at how h5i's own CI is set up first (branch names, remote), th…"]:::t
n_lane_0_2["THINK · I'll add run instructions for the examples."]:::t
n_lane_0_3["THINK · Let me pull the run commands from each example's docstring and check the…"]:::t
n_lane_0_4["NOTE · LIMITATION: clean-room examples now reach resident dispatch, but install…"]:::n
n_lane_0_5["NOTE · CORRECTION: process-mode testing rules out supervised and net.egress as …"]:::n
n_lane_0_6["NOTE · CORRECTION: agent-claude supervised failure is path-dependent, not Codex…"]:::n
n_lane_0_7["NOTE · Supervised HOME-path experiment succeeded through real Claude+Codex work…"]:::n
n_lane_0_0 --> n_lane_0_1
n_lane_0_1 --> n_lane_0_2
n_lane_0_2 --> n_lane_0_3
n_lane_0_3 --> n_lane_0_4
n_lane_0_4 --> n_lane_0_5
n_lane_0_5 --> n_lane_0_6
n_lane_0_6 --> n_lane_0_7
end
subgraph lane_1["📄 build.rs · 3 ops"]
direction LR
n_lane_1_0["READ"]:::o
n_lane_1_1["EDIT × 2"]:::a
n_lane_1_0 --> n_lane_1_1
end
subgraph lane_2["📄 examples/README.md · 3 ops"]
direction LR
n_lane_2_0["READ"]:::o
n_lane_2_1["EDIT × 2"]:::a
n_lane_2_0 --> n_lane_2_1
end
subgraph lane_3["📄 src/h5i/orchestra/_conductor.py · 2 ops"]
direction LR
n_lane_3_0["EDIT"]:::a
n_lane_3_1["READ"]:::o
n_lane_3_0 --> n_lane_3_1
end
subgraph lane_4["📄 pyproject.toml · 2 ops"]
direction LR
n_lane_4_0["EDIT × 2"]:::a
end
subgraph lane_5["🗂 Other · 6 nodes"]
direction LR
n_lane_5_0["EDIT · wrote .github/workflows/test.yaml"]:::a
n_lane_5_1["EDIT · edited .github/workflows/test.yaml"]:::a
n_lane_5_2["EDIT · edited tests/test_conductor.py"]:::a
n_lane_5_3["EDIT · wrote .github/workflows/release.yaml"]:::a
n_lane_5_4["READ · read examples/arena_score.py"]:::o
n_lane_5_5["READ · read src/h5i/orchestra/_rpc.py"]:::o
n_lane_5_0 --> n_lane_5_1
n_lane_5_1 --> n_lane_5_2
n_lane_5_2 --> n_lane_5_3
n_lane_5_3 --> n_lane_5_4
n_lane_5_4 --> n_lane_5_5
end
classDef o fill:#dbeafe,stroke:#1e3a8a,color:#0b1c4a;
classDef t fill:#fef3c7,stroke:#92400e,color:#3f2d05;
classDef a fill:#dcfce7,stroke:#166534,color:#0a2e16;
classDef n fill:#ede9fe,stroke:#5b21b6,color:#221251;
classDef m fill:#e5e7eb,stroke:#374151,color:#0b0f17;
💬 Agent coordination — 6 messages across 6 threadsFrom 🟡 ASK · human → claude · 2026-07-11 20:44 — implement quicksort 🟡 ASK · human → codex · 2026-07-11 20:44 — implement quicksort 🟡 ASK · human → claude · 2026-07-11 20:42 — implement quicksort 🟡 ASK · human → codex · 2026-07-11 20:42 — implement quicksort 🟡 ASK · human → codex · 2026-07-11 20:41 — demo task 🟡 ASK · human → claude · 2026-07-11 20:41 — demo task Note 🪙 Token reduction — 45 captured tool outputs kept out of context: 105696 → 36818 tokens (65% saved, 68878 tokens). Full output is recoverable with By tool
📜 Per-commit provenance
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