DevOps

Go testing patterns for production-grade code: subtests, test helpers, fixtures, golden files, httptest, testcontainers, fuzz testing, and testing/synctest.

Manage NAP workspaces, prompts, templates, credentials, service tokens, agent files, providers, tags, shares, schedules via REST, and build applications whose…

Evidence-driven penetration and attack-surface engineering for web applications, APIs, networks, identity systems, Active Directory, cloud, containers…

Open-source intelligence (OSINT) collection, passive reconnaissance, attack-surface mapping, phishing campaign analysis, credential exposure auditing, and…

Diagnose app errors, unreachable Droplets, database connection failures, and DNS issues on DigitalOcean, read-only first.

App-level security audit and hardening for Capacitor apps.

Testing guide for Capacitor apps and plugins.

End-to-end LLM accuracy evaluation on AMD ROCm (ROCm-only) — docker container setup OR host (no-docker) runtime, vLLM/SGLang/ATOM serving, lm-eval / lighteval…

Responds to security incidents in cloud environments (AWS, Azure, GCP) by performing identity-based containment, cloud-native log analysis, resource…

Diagnose HitKeep traffic drops, spikes, source shifts, and suspicious changes.

Meta's 7-8B specialized moderation model for LLM input/output filtering.

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML…

Operate a live AWS workload with AWS DevOps Agent — incident investigation, root-cause analysis, and release-readiness review — for startups with no dedicated…

CI-only self-improvement workflow using gh-aw (GitHub Agentic Workflows).

CI-only Simplify & Harden workflow for pull requests using gh-aw (GitHub Agentic Workflows).

Always use when user asks to create, generate, or build an AWS architecture diagram, cloud infrastructure diagram, or system diagram with AWS services.

Ship a SciClaw software change through an isolated worktree, implementation, pruning, verification, commit, push, draft pull request, CI closeout, and…

Expert FinOps guidance for cloud, AI, and SaaS technology spend.

Multi-cloud orchestration for ML workloads with automatic cost optimization.

Reduce the size of compiled Go binaries and container images: linker flags, inlining budget, CGO and build tags, embedded assets, dependency weight, and…

Scaffold new Go projects and services: directory structure, cmd/ and internal/ conventions, when to use a flat layout, module naming, and main package wiring.

Design and implement a comprehensive DevSecOps pipeline in GitLab CI/CD integrating SAST, DAST, container scanning, dependency scanning, and secret detection.

Wire Promptfoo and DeepTeam into CI/CD for automated regression red-teaming of LLM apps against OWASP LLM Top 10 and OWASP Agentic presets, failing the build…

Systematically deobfuscate multi-layer PowerShell malware using AST analysis, dynamic tracing, and tools like PSDecode and PowerDecode to reveal hidden…