# AlexShchuka

> Open-source publisher. Listings imported from github.com/AlexShchuka — credited to the original author with their license.

- **Listings:** 6
- **Total installs:** 0
- **Profile:** https://agentstack.voostack.com/s/alexshchuka
- **Website:** https://github.com/AlexShchuka

## Published listings

- [Paper To Code](https://agentstack.voostack.com/l/skill-alexshchuka-neuro-matrix-paper-to-code) — Skill · Free · security-reviewed — `agentstack add skill-alexshchuka-neuro-matrix-paper-to-code`
  Implement an academic paper (arXiv or any quantitative source) as verifiable code without inventing unstated details. Use when asked to implement, reproduce, or prototype a method from a paper. Produces an ambiguity audit before code, citation-anchored decisions, and machine-checkable sanity verification.
- [Robust By Construction](https://agentstack.voostack.com/l/skill-alexshchuka-neuro-matrix-robust-by-construction) — Skill · Free · security-reviewed — `agentstack add skill-alexshchuka-neuro-matrix-robust-by-construction`
  The engineering invariant bar — what "good" means for systems built by this harness. Use as a checklist during design, as the audit criterion for adversarial-review, and as the source of linter/CI rules to mechanize. Not a style guide; these are correctness and safety properties.
- [Storozh](https://agentstack.voostack.com/l/skill-alexshchuka-neuro-matrix-storozh) — Skill · Free · security-reviewed — `agentstack add skill-alexshchuka-neuro-matrix-storozh`
  Advisory semantic guard over a changeset manifest before it lands in shared state. Use after a multi-repo session produces a changeset-manifest (mirabilis C1) and before the co-sign push gate — classify each unit's routing against the darwin routing-policy (C3) and NLI-check each unit against the shield corpus (claims + invariants + lessons + memory) for contradiction or duplication. Flags, never…
- [Agent Fleet Orchestration](https://agentstack.voostack.com/l/skill-alexshchuka-neuro-matrix-agent-fleet-orchestration) — Skill · Free · security-reviewed — `agentstack add skill-alexshchuka-neuro-matrix-agent-fleet-orchestration`
  Run a lead + subagent fleet to build a non-trivial system without collisions, drift, or false completion. Use when a task is large enough to parallelize across agents — decomposing it, freezing contracts, driving execution, and closing each stage with real evidence, not agent reports.
- [Adversarial Review](https://agentstack.voostack.com/l/skill-alexshchuka-neuro-matrix-adversarial-review) — Skill · Free · security-reviewed — `agentstack add skill-alexshchuka-neuro-matrix-adversarial-review`
  Run an independent audit gate before any fleet output lands. Use after agent-fleet-orchestration Stage 3 (or any multi-agent build) — before merge, before deploy, before the next phase. Frames the reviewer as an external adversary, not a helper; produces triaged findings with human triage for load-bearing blockers.
- [Harness Improve](https://agentstack.voostack.com/l/skill-alexshchuka-neuro-matrix-harness-improve) — Skill · Free · security-reviewed — `agentstack add skill-alexshchuka-neuro-matrix-harness-improve`
  Turn an observed harness deficiency or improvement idea into a landed, properly-gated change to the neuro-matrix protocol. Use when the user reports a harness gap or defect, proposes a protocol improvement, or asks to harvest improvements from a session or audit. Verifies the gap against current main first, then routes each change class to its correct gate.

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