Results for “loop”

Create, read, edit .pptx decks, slides, notes, templates.

Manim CE animations: 3Blue1Brown math/algo videos.

Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experiments, or managing a multi-hypothesis research effort.

Trigger: standard work, deming first, feedback loop checks, decision rights, delegation check. Scope: Engineering operating models, team governance, task feedback loops. Boundary: Excludes direct code implementation or design templates.

Audits, develops, tests, and tracks software projects through a Project Loop Harness with SQLite memory, evidence-backed status, and a generated HTML dashboard.

Runs a multi-agent adversarial verification loop where two independent reviewers must both pass before output ships, with a fix cycle for convergence.

Patterns, conventions, and guardrails for the closed-loop systems in AegisNex. Covers the AI intelligence graph, Guardian auto-restart, multi-agent orchestration, incident lifecycle, self-improvement memory, and risk/policy gates.

Runs a stateful grilling session that produces workflow specs for workflows the user wants to build. Use when the user says "loop me" or wants workflow specs drawn out of them.

Write a markdown plan to .hermes/plans/; no execution.

Search arXiv papers by keyword, author, category, or ID.

Track Apple devices/AirTags via FindMy.app on macOS.

Throwaway HTML mockups: 2-3 design variants to compare.

Exploratory QA of web apps: find bugs, evidence, reports.

Control Philips Hue lights, scenes, rooms via OpenHue CLI.

Build creative browser demos with DOM-free text layout.

Airtable REST API via curl. Records CRUD, filters, upserts.

ASCII art: pyfiglet, cowsay, boxes, image-to-ascii.

Humanize text: strip AI-isms and add real voice.

Build MCP servers for AI agent tool integration.

Delegate coding to Claude Code CLI (features, PRs).

Self-referential loop until task completion with architect verification

Self-referential loop until task completion with architect verification

Stateful validator-gated research loop with native-hook persistence

Improves user onboarding and activation by defining the aha moment, designing effective onboarding flows, and building engagement loops to boost retention.

Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy's autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.

Build production-grade stateful AI agents using LangGraph, covering graph construction, state management, persistence, and human-in-the-loop patterns.

Use when building a minimum viable product with maximum constraints

Use when generating media via MiniMax API CLI scripts

Karpathy's LLM Wiki: build/query interlinked markdown KB.

Edit text in existing PDFs via natural-language prompts.

Read, search, create, and edit notes in the Obsidian vault.

llama.cpp local GGUF inference + HF Hub model discovery.

Use when building throwaway prototypes to answer specific design questions

Manage Apple Notes via memo CLI: create, search, edit.

Monitor blogs and RSS/Atom feeds via blogwatcher-cli tool.

Use when searching for agent skills to extend capabilities