AI Engineering

Application Security Defense covers web, API, GraphQL, auth, and LLM application hardening. Use it when reviewing code, fixing CVE-class bugs, designing safer auth flows, or threat-modeling app-layer defenses.

Building Agent Systems covers single-agent and multi-agent patterns, RAG design, LLM security, and prompt evaluation. Use it when building AI agents, coordinating workflows, hardening LLM apps, or tuning prompts and retrieval.

CEO Dashboard shows all projects from a business perspective, ranking them by value, urgency, and effort. Use it to decide what to work on, what to scan, and what has the strongest market potential.

Compliance Check extracts mandatory requirements from bid documents and checks whether the response document addresses each one. Use it to report compliant and non-compliant items in a structured JSON output.

Cultivating Personas distills recurring agent voice patterns into a Persona Voice Card, validates schema and safety, and prepares submissions through the portal. Use it to create, fork, or check a persona voice profile.

Cultivating Skills distills repeated workflows into reusable skills, improves existing ones, and routes them through local, project, or community publishing tiers. Use it when a pattern repeats, a skill needs a fix, or a new skill should be safely created.

Developing Software covers language-specific guidance for Python, Go, Rust, TypeScript, Java, C++, and Shell. Use it when writing code, debugging, or choosing common patterns and best practices.

DevQL Explore First directs codebase exploration through `bitloops devql query` before using grep, find, or broad file reads. Use it to locate symbols, files, tests, implementations, and related source regions in a repository.

Grace Ask answers questions about a GRACE 4 project by navigating .grace current-state artifacts and file-local semantic markup. It cites the artifacts and anchors that support each claim and distinguishes current state from active change intent.

Grace CLI operates the GRACE 4 command-line tools for linting, status checks, module and verification navigation, and file-local semantic markup. Use it to validate project baselines, run declared commands, and inspect GRACE records.

Grace Execute runs an approved GRACE GraceChangePlan in sequential or parallel-safe mode with preflight checks, recovery handling, and centralized durable apply. Use it when executing a validated plan and reconciling state after observed work.

Grace Explainer explains the GRACE 4 project model, `.grace` artifacts, semantic anchors, and the change lifecycle. Use it when you need to understand verification, migration boundaries, or how GRACE files are organized.