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Summary
Migrates aiohttp app-state access in src/kai/webhook.py and its two test files to typed web.AppKey constants.
aiohttp 4.x is expected to make string-key access (app[ foo ]) an error rather than ...
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[test] flake rate: 0.01 logical conflict every: 10000 sleep for: 300s close stale after: 48 hours
[pullrequest] requests per hour: 200 target branch: main ...
Summary
- vLLM (uvicorn) closes idle HTTP keepalive connections after 5s by default, so the first chat request after a brief
idle pays a TCP+HTTP reconnect that inflates TTFT — first chat felt noticeably ...
Adds SVG figure replacements for part14 projects p04-p10 and p12, plus the ch45/ch46 figure swaps already in the same
branch.
Verified locally with MkDocs preview at http://127.0.0.1:8000/data_engineering_book/. ...
Summary
- remove the cramped TikZ architecture flowchart from the paper
- replace it with a compact mathematical factorization summary directly in the architecture subsection
- delete the retired ...
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Summary by cubic
Added a blank line before the README header to fix spacing in GitHub. This keeps the header banner from crowding the
preceding ...