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AI Harness — doggies

An AI team member who already
knows your project.

doggies is Stellar AIz's own AI harness. It layers consulting methods and your project context on top of a general-purpose LLM and runs inside your environment, so you can hand over specialist work without advanced AI skills.

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Challenges

Sound familiar?

Foundation models are now available to everyone. On their own, though, they can't take on specialist work, and they don't set you apart from competitors.

You re-explain the background to AI every time

Unless you restate the issues and assumptions each time, the answers miss the point.

With doggiesIt works with your project context already loaded, so no briefing is needed.

Only a few people can use it well

The more specialized the work, such as strategy or due diligence, the more prompting skill it takes.

With doggiesConsulting methods come built in. Delegate the way you would to a colleague.

Your data can't go to an outside SaaS

Strict information policies keep useful AI services from being rolled out.

With doggiesIt works within your own environment and security standards.
How It Works

Methods and context, layered on a general-purpose LLM.

Pre-built consulting methods and per-project context sit on top of the LLM, so the same model consistently produces consultant-grade output.

CHARTER LAYERProject contextUpdated per project
Key issuesAssumptionsPast discussionsYour documents
SKILL LAYERConsulting methodsBuilt in
StrategyM&A due diligenceIssue structuringDocument creation
BASEGeneral-purpose LLMYour contracted API
AnthropicOpenAI, etc.
Agents

Three AI agents that
pass the work along.

To-dos from a meeting go into the ledger, get worked on, and the results feed the next meeting's decisions. Three agents run the basic cycle of work, deciding, planning and doing, like a relay.

A loop: Shepherd passes to-dos to Doberman, Doberman passes tasks to Yorkie, and Yorkie passes deliverables back to Shepherd To-dos & issues Tasks Deliverables doggies Self-improving loop ShepherdDecide DobermanPlan & check YorkieDo
  1. 1
    DECIDE ／ ACT

    Shepherd

    Sits in on meetings and speaks up only when it adds value. Afterwards it writes up the minutes and logs to-dos and issues.

  2. 2
    PLAN & CHECK

    Doberman

    Merges to-dos into the ledger and resolves duplicates and conflicts. It flags overdue or unassigned items and keeps the project context current.

  3. 3
    DO

    Yorkie

    Picks up a task from the ledger and switches skills to research, analyze and draft. Its deliverables go back into the next meeting.

Security

Your data stays under
your own standards.

doggies runs inside your environment, and your business data is managed under your own security standards. It uses the LLM API you have already contracted and approved, so no new external connection is needed for doggies.

Your environment (managed under your security standards)
Your users⇄doggies⇄Business data & deliverables
Stored in your environment
Uses your existing API contract
Your contracted LLM API
Anthropic / OpenAI, etc.
Results

AI writes it up.
People decide what matters.

We use doggies in our own daily work and confirm its value before offering it to you.

2 weeksWith two people: requirements definition for a business product of about 30,000 lines of code
~8 person-daysBasic and detailed design plus a PoC build at the same scale
It feels like having a sharp former consultant on the team who already knows my context.
A doggies client
Because it works within our own environment and rules, it was easy to consider adopting.
A doggies client

Take AI beyond the PoC.

Talk to us about AI strategy, AI agent development or bringing doggies into your organization.

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