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Clear, step-by-step instructions to reproduce the experiment (uv sync --extra ml, env/token setup, run scripts, where outputs land). DoD: someone can re-run the whole thing from the README.

Every figure, table, and screenshot must be embedded directly in the README (not just linked) — explicit assignment requirement. DoD: README is self-contained.

The central deliverable. Write the full technical report as the root README.md (PRD §8 + README requirements): hardware + model justification, method, baseline, AirLLM, quantization, metrics, economics, ...

Produce a pass/fail test report (pytest output + coverage summary) saved to reports/ (V3 §6.4). DoD: report committed.

AI in Action Next Pipeline Report Mode: full-safe Commit: a7c5ebaf3e2e3bcd145a7f9593a878b3336d285a Workflow run: https://github.com/XPS-IINTELLIGENCE-SYSTEMS/strategic-minds-advisory/actions/runs/28023042554 ...
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just checking out how exactly doe this extention work with my leetcode account

Confirm every code file is ** =150 LOC** (blanks/comments excluded); split any that exceed (V3 S1). Add scripts/check_line_limit.py to activate the guarded CI line-limit step. DoD: all files compliant; ...

My MA is running on port 8095, if I open MA from Homeii it opens on port 8123 although I configured the correct port in the Homeii settings.

Confirm no secrets in the tree, .env-example present, uv.lock committed. Add scripts/secret_scan.py to activate the guarded CI secret-scan step. DoD: scan clean; CI secret-scan step active.

uv run ruff check → 0 violations across the project (V3 S10). DoD: clean.
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