Agentic Algorithm Engineering
Academic methodology doc, not a working tool — agent frameworks already do this loop.

Agent found real container escape via genome.json manipulation; reframed how to think about hostile code.
Security researchers, DevOps engineers, platform builders for autonomous agents, container/orchestration specialists
Container escape research (CVE-2019-5736) · Kubernetes privilege escalation audits
Academic methodology doc, not a working tool — agent frameworks already do this loop.
Catches AI-breaking dbt issues like conflicting revenue metrics and YAML/SQL mismatches.
Audited LoCoMo and found 6.4% of answer keys are wrong—benchmarks are broken.
Grounded theory methodology for AI evals before you have rubrics.
Automates Astral's security framework into an agent skill that produces HTML reports.
Cryptographic hash chain audit trail is clever, but humans still approve the final deal.