All Automations

Structured architectural decision records

Attack tests, property-based invariants, and security boundary tests for enforcement systems.

Optimize tool definitions and observation formatting

Head-to-head agent comparison with reproducible tasks

Enterprise agent observability and security boundaries

Quality gates and stall detection for autonomous loops

Compose and dispatch parallel teams

Eval-first execution with cost-aware routing

Scan agent configs for injection and misconfig

Sandbox-mode regression testing for AI-assisted code

AI agent operating model

Module structure, UseCases, Repositories

@Generable, tool calling, streaming

Sequential to DAG orchestration architectures

Design AWS serverless infra with IaC and Rust Lambda handlers.

Repository/service/controller layers and DB optimization

Declarative intent-to-execution separation

Runtime, bundler, test runner

RAII, smart pointers, const correctness

GoogleTest, CTest, GMock, sanitizers

Rate negotiation, scorecards, lane optimization

Rolling/blue-green/canary strategies with health checks

Messages API, streaming, tool use, caching

Parallel agents in isolated worktrees

Production-grade Rust CLIs with clap and ratatui terminal UIs.

Columnar optimization, MergeTree, materialized views

Auto-generate architecture maps and onboarding guides

State, navigation, theming, performance

Token consumption audit across agents and MCPs

Strategic context window management

Extract patterns from sessions

Adapt content across X, LinkedIn, Threads, Bluesky

HS codes, tariffs, denied party screening

Automated public data collection with LLM enrichment

Zero-downtime migrations with rollback strategies

Complete design systems from brand name, vibe, or color input.

DRF, ORM, caching, signals, middleware

Auth, CSRF, SQL injection, XSS prevention

pytest-django, factory_boy, coverage

Migrations, lint, tests, security scans

Parallel agent tmux orchestration

Multi-service orchestration and container security

Production-grade Docker Compose with isolation, secrets, and reverse proxy.

Context7 MCP for live API docs

Guided skill and rule setup

Contracts, pricing, renewables, demand response

Pass/fail criteria and pass@k reliability metrics

Semantic web/code/company search

Text-to-image, video, speech, audio generation

Widget patterns, state management, Dart idioms

React/Next.js composition and performance

Error handling, interfaces, goroutines, channels

Table-driven tests, benchmarks, fuzzing

Animation-rich HTML slides from PPTX

Exact least-privilege AWS IAM policies. No wildcards.

Session observation with confidence-scored skill evolution

Forecasting, safety stock, ABC/XYZ classification

Cold emails, follow-ups, and intro blurbs

Pitch decks, one-pagers, and financial models

Blur, reflection, interactive morphing

Mock IoT/webhook payloads and deterministic event engine tests.

Naming, immutability, Optional, streams

Automate job board searches, filter by your criteria, and receive curated roles via email every morning.

Entities, queries, transactions, pooling

Structured concurrency, Flow, StateFlow

DSL queries, DAO, HikariCP, Flyway

Routing DSL, plugins, auth, WebSockets

Null safety, sealed classes, coroutines, DSLs

Kotest, MockK, coroutine testing, Kover

Eloquent, queues, events, API resources

Auth, validation, CSRF, mass assignment

PHPUnit, Pest, factories, fakes

Lint, static analysis, coverage, security

Model routing by complexity with budget enforcement

Delay detection, claims, escalation, SLA tracking

Multi-agent autonomous dev: 41 agents, 7 swarms, zero human intervention.

Voice-matched articles, guides, and newsletters

Competitive analysis with source attribution

Node/TS MCP server with Zod validation

Surgical MCP usage — no context flooding, no silent mutations.

Web search synthesis with source attribution

Session branching, search, compaction

Next.js App Router with Tailwind, Drizzle ORM, Supabase, and auth.

Incremental bundling, FS caching

OCR, convert, redact, sign PDFs

Hydration safety, SSR data fetching

OWASP Top 10 checklist with code patterns for web security

Modern Perl 5.36+, Moose, CPAN

Taint mode, DBI, perlcritic

Test2::V0, prove, Devel::Cover

Write-time formatting, linting, AI fixes

Page Object Model with CI artifact capture

Design policy DSLs, WASM sandboxes, and validation pipelines.

Index selection, RLS, connection pooling, Supabase patterns

Raw ideas to sprint-ready PRDs and feature specs.

Capacity planning, constraint scheduling, sequencing

Solve subagent context starvation and overflow

Template for custom project skills

Systematic prompt improvement with A/B testing

PEP 8, type hints, dataclasses, async

pytest, fixtures, mocking, hypothesis

Training pipelines, mixed precision, distributed

NCR, CAPA, root cause analysis, ISO 9001

Decision framework for deterministic vs AI parsing

Search for existing solutions before writing custom code

Resource naming, pagination, error responses, versioning

RMA workflows, disposition, warranty claims

Quality gates, merge queues, work units

Distill cross-cutting principles from skill libraries

Ownership, traits, concurrency, error handling

Multi-crate Rust workspaces with enforcement boundaries and crypto integrity.

Unit, integration, proptest, async testing

Content-hash caching with auto-invalidation

Quality audit of skill and command libraries

Captures leads from your website, enriches them with context, and sends personalized follow-ups automatically.

Multi-platform content creation and repurposing

Plan-first development: no code until the spec is approved.

Layered services, data access, caching

Spring Security, CSRF, headers, rate limiting

JUnit 5, Mockito, Testcontainers

Build, analysis, coverage, security scans

@concurrent, isolated conformances

Thread-safe actors, file-backed cache

Protocol-based DI, mock APIs

@Observable, navigation, composition

Hypothesis-driven debugging — no guessing, no jumping to fixes.

Write-tests-first with 80%+ coverage gates

Immutability, naming, TypeScript strict mode

Pre-PR build/lint/test/security pipeline

FFmpeg, Remotion, ElevenLabs, fal.ai pipeline

Ingest, index, search, edit video and audio

Bilingual PDF from document images

OAuth, posting, timelines, rate limits