Personal expert agent

Your personal expert for the dark factory

DarkExpert takes vague human requests and turns them into durable, agent-friendly execution — with memory, root cause analysis, task decomposition, and harness-style scaffolding built in.

You
DarkExpert
Plan RCA Memory Decomposition Unsticking
Agent execution

Why this exists

Raw human requests are not agent-ready. Most people do not want to manually rewrite every task into perfect execution scaffolding.

  • Your idea is not shaped for bare-metal agent execution.
  • Prompts drift. Context bloats. Agents stall.
  • The real leverage is in translating intent into durable work.
  • Most people do this manually, badly, every single time.
  • DarkExpert exists to be that translation layer.

The gap

Useful human leverage is at the translation and steering layer — not in micromanaging every step.

What DarkExpert actually does

DarkExpert is a specialized parent expert agent. It sits between the human and the execution system.

Translation

Turns vague human intent into structured, executable tasks. Extracts constraints, clarifies scope, frames for agent consumption.

Memory

Keeps durable project knowledge without turning into bloated sludge. Priorities, context, and decisions persist across sessions.

Durability

Improves task shape, chunk size, validation, and recovery when agents get stuck. Work gets better over time, not more fragile.

DarkExpert is not "just more reasoning." It is a specialist translation and steering layer. It understands the human side, the agent side, and the harness needed to bridge them.

How it works

1

You give it the messy version

A bug, a project idea, a refactor goal, a vague system problem, a half-formed plan.

2

DarkExpert shapes the work

It clarifies intent, extracts constraints, breaks work into better chunks, adds structure, and frames the task for strong agent execution.

3

It drives the execution harness

It produces durable prompts, workflows, memory, validation paths, and follow-up steps.

4

It keeps the system moving

When agents stall, DarkExpert identifies stuck points, reduces chunk size, improves the next attempt, and keeps progress compounding.

Not another generic AI assistant

Generic chat assistant

  • Answers questions
  • Forgets structure
  • Weak at sustained execution
  • Poor at durable task shaping
  • Context degrades easily

DarkExpert

  • Translates intent into execution
  • Carries durable project memory
  • Improves chunking and task framing
  • Helps unstick agents
  • Built for harness-style workflows
  • Built for real projects, not just chat

DarkExpert is for people who want results, not just responses.

Install and get running

No giant enterprise setup. No ceremony. Install it, point it at your work, and start.

1

Install

npm install -g darkexpert@latest
2

Run onboarding

darkexpert onboard --install-daemon
3

Connect your stack

During onboarding, DarkExpert guides you through:

  • API auth setup (OpenAI, Anthropic, or compatible)
  • Name your expert instance
  • Choose communication surface
  • Link Telegram if supported
  • Point at project folders
  • Set memory and workspace paths
4

Start giving it real work

"Investigate why this worker keeps stalling"
"Turn this rough idea into a durable execution plan"
"Help me root cause this failure and shape the fix for agents"
"Remember this project and help me build it properly later"

Example: from vague request to durable work

You say:

"This repo has too much tech debt, the preview flow is weird, and I want a durable fix instead of another patch."

DarkExpert produces:

RCA tree

Identifies likely root cause paths across the preview pipeline, surfaces coupling issues and missing validation.

Execution plan

Structured task breakdown with correct ordering, dependencies, and chunk sizes tuned for agent execution.

Validation checklist

Concrete checks for each step so agents and humans can verify progress without guessing.

Memory update

Persists new context — decisions made, constraints discovered, patterns to watch — for future sessions.

Follow-up tasks

Hardening work queued for after the initial fix lands. Prevents the same debt from returning.

Stop hand-translating your work for agents

DarkExpert is the expert layer between your brain and the dark factory. Install it, give it real work, and let it turn chaos into durable execution.