F
FolderAI
Live · 110 files · 7 features shipped this week

Mass file editor
for AI.

Turn one sentence into a ready-to-run folder of agent folders. Then edit dozens of files at once.

Free tier · sign-in by magic link · works with Claude, GPT, Gemini

folder/sales-agent-clothing-brand
├ core/
│  ├ identity.md      ← brand voice + tone
│  ├ rules.md         ← what we will & won't do
│  └ pipeline.md      ← end-to-end flow
├ agents/
│  ├ qualifier.md     ← scores incoming leads
│  ├ writer.md        ← drafts the reply
│  └ reviewer.md      ← checks for off-brand language
├ workflows/
│  └ inbox_triage.md  ← step-by-step on new DM
└ tools/
   ├ catalog_lookup.md
   └ size_chart.md

Pains we solve

You shouldn't have to.

F1Solved

Vague intake

3-question quizzes can't capture a serious system.

Adaptive 7-step onboarding for pro & business tiers.

F2Solved

AI guesses too much

Generators spit out files without ever asking what you mean.

Interactive CLARIFY dialog — AI grills you with targeted questions before generating.

F2.5Solved

Endless typing on clarify

Answering 5 questions over chat is friction.

AI proposes complete answers — one click to fill, edit if needed.

F3Solved

Output locked in the app

You can see your folder but you can't take it anywhere.

One-click ZIP — production-ready folder, plug into Claude / GPT / Gemini.

F4 + F5Solved

Can't iterate, can't see what it does

Generated and walked away — now what?

Refine via chat (AI updates files in place) + capability map of every role.

🔥Solved

Generated ≠ correct

Beautiful files. Are they consistent? Complete? Aligned with your goal?

Grill folder mode — AI critiques itself, surfaces gaps, contradictions, dead refs.

Under the hood

8 stages, fully streamed.

Watch every stage live. Stop, fork, or refine at any step.

  1. STAGE 1
    QUIZ
    →
  2. STAGE 2
    REQUEST
    →
  3. STAGE 3
    CLARIFY
    →
  4. STAGE 4
    ARCHITECT
    →
  5. STAGE 5
    WRITER
    →
  6. STAGE 6
    OPTIMIZER
    →
  7. STAGE 7
    CONFLICT
    →
  8. STAGE 8
    EXECUTION

From mihalkevich.com · made with FolderAI

Simulators — try before you build.

Free playgrounds for traffic. Paid tracks for skills. B2B specs for teams. Every card runs on the same FolderAI engine.

3 free · no signup13 paid tracks · from $94 B2B specs · custom quote

Free simulators(3)

Try without signup. Built to leak into Telegram & X.

Education tracks(13)

Self-paced courses with auto-graded exercises.

$19$19

Agent for Human

7-day course: hire your AI. From SOUL.md to a real working colleague — with daily exercises auto-graded by FolderAI.

  • Day 1–2: SOUL.md & IDENTITY.md — voice, role, scope
  • Day 3–4: 3-layer memory & PARA knowledge graph
  • Day 5: Tools & approval queue
Try Lite free →mihalkevich.com
$39$39

Specification for AI

Write specs that an AI can't misread. PRD-as-tests, acceptance criteria, deterministic checks.

  • PRD = markdown checklist + failing tests + sample data
  • Acceptance criteria that survive non-deterministic agents
  • Live evaluator with weighted rubrics
Try Lite free →mihalkevich.com
$49$49

I'm Agent Creator

Build agent folders end-to-end: pipeline, sub-agents, memory layers, conflict detection.

  • Design 8-stage pipelines (QUIZ → EXECUTION)
  • Sub-agent patterns: when to spawn, when to merge
  • 3-layer memory in every folder you ship
Try Lite free →mihalkevich.com
$99$99

Automation AI Engineer

Ship like a team of one. Ralph-loop, TDD prompts, parallel worktrees, self-healing pipelines.

  • Ralph-loop runner: many short sprints instead of one long marathon
  • TDD prompts — failing tests first, then implementation
  • Parallel agents in tmux + heartbeat health checks
Start Ch1 free →mihalkevich.com
$79$79

Prompting Sentinel

The world's strongest prompting simulator. Specs, context, dials, examples, schemas, lies, adversaries, ship.

  • Ch1: Specs over vibes — write the eval before the prompt
  • Ch2-3: Context engineering + thinking-budget dials
  • Ch4-5: Few-shot mastery + output schemas
Start Ch1 free →mihalkevich.com
$89$89

AI Ops Analyst

Make the numbers honest. Interrogate metrics, audit triage agents, write reconciliation tests, brief AI that surfaces bad news instead of burying it.

  • Ch1: The dashboard is lying — catch a metric that lies before the board does
  • Interrogate a definition, not a direction — kill vanity metrics
  • Audit a triage agent that auto-closed the real incident as noise
Start Ch1 free →mihalkevich.com
$9 / $29 / $79$9 / $29 / $79

AI Content Creator — Start · Medium · Pro

Three tiers of a content factory: from a single funnel to a full A/B-tested production line.

  • Start ($9): one funnel, 7 ready post templates
  • Medium ($29): + content calendar, persona library, brand voice
  • Pro ($79): + multi-model A/B test, evaluator rubrics, weekly auto-refresh
Try Lite free →mihalkevich.com
$99$99

Vibe Coding Engineer

Ship a real product with Claude Code + Codex from idea to a live URL — Vercel, Railway, and a working CI.

  • Drive Claude Code & OpenAI Codex like a senior pair, not a slot machine
  • From empty repo to deployed app on Vercel / Railway in one sitting
  • Wire a CI gate so the agent's work fails loudly before it ships
Join the waitlist →mihalkevich.com
$89$89

Claude Code Power User

Master the workspace: subagents, MCP servers, hooks, slash commands, and skills that turn one terminal into a team.

  • Design subagent fleets that fan out and verify each other's work
  • Build and wire MCP servers to your own tools and data
  • Automate with hooks, custom slash commands, and reusable skills
Join the waitlist →mihalkevich.com
$129$129

AI Agent Architect

Design agents that remember, plan, and use tools — memory, skills, orchestration, and the eval loop that keeps them honest.

  • Architect memory, skills, and tool-use for long-running agents
  • Choose single-agent vs multi-agent without cargo-culting frameworks
  • Build the eval harness that catches regressions before users do
Join the waitlist →mihalkevich.com
$119$119

AI Solopreneur

Run a one-person company on agents: validate an offer, build it, price it, and find your first ten paying customers.

  • Validate demand before you build with cheap, honest experiments
  • Stand up the product, billing, and support loop solo with AI
  • Price on value and model the unit economics that keep you alive
Join the waitlist →mihalkevich.com
$89$89

MCP & Tools Developer

Build the connective tissue: production MCP servers and tool integrations that let any agent touch your systems safely.

  • Build MCP servers from scratch — resources, tools, and prompts
  • Connect agents to databases, APIs, and internal services safely
  • Design tool schemas an agent can't misuse or misread
Join the waitlist →mihalkevich.com
$99$99

LLM Evals Engineer

Stop shipping on vibes: build eval harnesses, LLM-as-judge rubrics, and regression sets that make model quality measurable.

  • Build datasets and rubrics that actually predict real quality
  • Run LLM-as-judge without fooling yourself on the scores
  • Catch regressions across prompt and model changes automatically
Join the waitlist →mihalkevich.com

Specs for teams & companies(4)

Quiz-driven specifications with acceptance test suites.

Three ways to start

Build one yourself, learn the craft, or have us build it for you.

The stack we build on

Modern tech, models & agents — production-ready

Frontier and open models, agent frameworks, data and infrastructure down to on-prem — what we ship products and AI agents with.

01

Models

Frontier and open-weights, matched to the job and budget

  • ClaudeAnthropic
  • GPTOpenAI
  • GeminiGoogle
  • GrokxAI
  • LlamaMeta
  • MistralMistral AI
  • DeepSeekDeepSeek
  • QwenAlibaba

02

Orchestration

Agents, tools, MCP and pipelines

  • MCPModel Context Protocol
  • LangGraphLangChain
  • LangChainLangChain
  • LlamaIndexLlamaIndex
  • CrewAICrewAI
  • Pydantic AIPydantic
  • AI SDKVercel
  • OllamaOllama

03

Data

Databases, vector search and ML

  • PostgresPostgreSQL
  • SupabaseSupabase
  • RedisRedis
  • MilvusZilliz
  • ElasticsearchElastic
  • DuckDBDuckDB
  • PyTorchPyTorch Foundation
  • Hugging FaceHugging Face

04

Infra

Cloud, containers and air-gapped setups

  • DockerDocker
  • KubernetesCNCF
  • TerraformHashiCorp
  • Linuxon-prem · air-gapped
  • CUDANVIDIA
  • NGINXF5
  • VercelVercel
  • RailwayRailway

Trademarks belong to their owners. Not partnerships — just the tools we work with.

One sentence to a working folder.

No setup. No SDK. Plug the folder into your model and ship.

Start free →