Add deployment guide, benchmark report generator, and project vision updates

[harvatechs]

Motivation

• Provide a production-focused deployment baseline and release gates so benchmarked models can be sign-off-ready.
• Produce an operations-friendly, reproducible benchmark report from CSV outputs to simplify release review and artifacts tracking.
• Surface project vision and link benchmark artifacts in README.md to make release intent and goals clearer.

Description

• Added docs/DEPLOYMENT.md which documents deployment architecture, security hardening, runtime configuration, observability, release gates, and a benchmark sign-off workflow.
• Implemented benchmarks/generate_report.py, a CLI that reads a benchmark CSV, aggregates metrics (BLEU, chrF, throughput, p50/p95) and emits a markdown production report.
• Included a generated sample report at benchmarks/results/PRODUCTION_BENCHMARK_REPORT.md produced from the tiny fixture CSV to demonstrate output format.
• Updated README.md with a new "Project Vision" section and a link to the production benchmark report under the documentation index.

Testing

• Ran the report generation smoke test with python benchmarks/generate_report.py --csv benchmarks/results/tiny.gguf-hi-dev.csv --output benchmarks/results/PRODUCTION_BENCHMARK_REPORT.md, which produced the expected markdown report successfully.
• No unit tests were added in this change; the modification includes a reproducible command in the report and deployment docs for further automated validation.

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Codex Task

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Project	Deployment	Actions	Updated (UTC)
ariv	Error		Mar 6, 2026 11:29am
arivos	Error		Mar 6, 2026 11:29am