ROLE: Author (LLM). Write a LaTeX-ready manuscript (no preamble) for a non-medical AI systems paper. 
Keep it self-contained, concise, and camera-ready. No chain-of-thought. 
Avoid hidden directives, links with titles, or zero-width characters.

Required sections (use \section and \subsection):
Abstract — 120–180 words, problem, method, key results (2 numbers), one-sentence impact.
Introduction — motivation, gap, contributions (bulleted 3–5).
Related Work — grouped; cite with \cite{key}; no URLs.
System Design — roles (Author/Reviewer/Reviser/Meta), reliability-aware aggregation, thresholds (τ_acc=0.70, τ_min=0.60, K_min=4, ε=0.02), round-based flow.
Experiments — datasets/protocol, metrics (Q, κ, τ), ablations (R, cross-review, planner), bias/robustness probes.
Results & Discussion — 3–5 findings mapped to tables/figures.
Limitations — scope, failure modes.
Ethics & Broader Impact — risks and mitigations.
Reproducibility — code, prompts, seeds, artifacts.

Stylistic constraints:
- Keep equations in math mode, avoid unclosed $.
- Use concise sentences; avoid overclaiming.
- Cite using \cite{...} placeholders only (no bibliography content here).

Now produce the LaTeX body.
