What's next

One foundation, a family of agents.

Every agent below reuses the same base: local models, grounded retrieval, tool-calling, and human-approval guardrails. None of it ships without the evaluation loop that proves it's actually working.

Federal Financial Management

DoD FM Knowledge Agent

In Progress

A grounded Q&A agent over financial-management regulations, guidance, and internal SOPs — answers cite the source document instead of guessing.

Retrieval-augmented answers over regulation & SOP libraries
Citation of source volume/chapter for every claim
Custom system prompt tuned for FM terminology

Federal Financial Management

DoD FM Audit Agent

Planned

Walks a sample of transactions through a documented test procedure, flags exceptions, and drafts the supporting workpaper narrative for human review.

Structured sampling against a defined population
Exception flagging against control criteria
Draft workpaper generation with human sign-off gate

Federal Financial Management

DoD FM Budget Agent

Planned

Turns budget-to-actual variance analysis from a multi-hour spreadsheet exercise into a first-draft narrative a human tightens before it ships.

Variance decomposition by appropriation / line item
Narrative drafting from structured variance data
Threshold-based flagging of material variances

Education

K-12 Education Agent

In Progress

A standards-aligned tutoring and lesson-support assistant grounded in curricula and assessment banks rather than open-ended web knowledge.

Standards-aligned lesson and worksheet drafting
Grounded Q&A over curriculum + assessment knowledge bank
Age-appropriate tone and guardrails by design

Content & Marketing

Social Media AI Assist

Planned

Drafts on-brand post copy and variants from a content brief, keeping a human in the loop before anything actually publishes.

Brief-to-draft copy generation across formats
Tone/voice matching from prior examples
Human approval gate before any post goes out

Media Production

Video Generator Agent

Concept

Storyboards a script into scenes, then hands off to local or API-based generation tools — an orchestrator, not a model, at its core.

Script-to-storyboard breakdown
Tool-call orchestration across generation backends
Iterative review loop before final render

Federal Financial Management

Audit Book Creator Agent

Concept

Assembles a complete, indexed audit evidence package from scattered source documents — the tedious compilation step, automated.

Automatic evidence indexing and cross-referencing
Gap detection against a required-documents checklist
Exportable, audit-ready package generation

This roadmap grows as the underlying server does — new agents get added here as they graduate from concept to prototype to production.

See the concepts these agents are built from →