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REALIZED.DEV
Book Workshop
V1.0Autonomous · Test-Driven · Multi-Agent Orchestration · AI Engineering

Stop hiring AI developers.Deploy a software factory.

Generative AI writes code. Agentic infrastructure ships tested, reviewed, and governed software.

The Agentic Mesh

One orchestrator. Your entire engineering stack.

Autonomous workflows orchestrated across version control, issue tracking, CI/CD, and cloud infrastructure.

Economic Metric · The Context Debt Tax

Your AI writes code in seconds.
Your senior engineers spend hours fixing it.

Standard AI coding assistants act like junior developers: they lose context, break tests, and generate spaghetti code. This manual review cycle is the context debt tax — a bottleneck that destroys the ROI of AI development.

Natively Integrated

VERSION CONTROLISSUE TRACKINGCI/CD PIPELINESCLOUD AGENTSCURSORENTERPRISE AI ORCHESTRATION
How It Works

The Spec-Driven Delivery Loop

Six steps. The spec is the law, recorded in Git and pull-request history.

  1. 01
    PersonSpec

    A person writes or approves the ticket and its acceptance criteria.

  2. 02
    AgentTests first

    The agent writes failing tests from those criteria.

  3. 03
    Cloud agentAgent run

    A cloud agent makes the tests pass and commits the work to a draft pull request.

  4. 04
    Agent + CodeRabbitAutomated checks

    The agent reruns the tests, and a CodeRabbit review runs on the final version. Open findings are recorded on the PR.

  5. 05
    QA agentQA

    A QA agent checks the change and its preview, then marks it ready.

  6. 06
    PersonHuman approval

    A person reviews and approves every merge.

A person approves every merge.
LIVE
▸ AGENTIC.ROI▸ EXEC.LOOP=LIVE▸ GOV.ZONE=OK▸ AUDIT=GIT.HISTORY▸ PHASED.ROLLOUT▸ AGENTIC.ROI▸ EXEC.LOOP=LIVE▸ GOV.ZONE=OK▸ AUDIT=GIT.HISTORY▸ PHASED.ROLLOUT▸ AGENTIC.ROI▸ EXEC.LOOP=LIVE▸ GOV.ZONE=OK▸ AUDIT=GIT.HISTORY▸ PHASED.ROLLOUT

ROI, Measured Per Engagement

Elastic engineering throughput

We eliminate context debt. Multi-agent orchestration replaces spaghetti code and infinite debugging loops with a deterministic, test-driven assembly line.

Zero Context Debt01

01 →

Specs drive the code, not the other way round.

src · SRC · Strict TDD harness

Parallel subagents02

02 →

Independent tasks run in waves; cloud dispatch runs on our own projects and is not part of the harness (releasing the harness publicly is under consideration).

src · SRC · Task waves

Groomed local queue03

03 →

/triage and /dispatch keep a ranked work queue in docs/; every completion claim needs a fresh test run.

src · SRC · Work-item queue

Methodology · Hard-dollar, not hours saved

We don't publish ROI figures yet. For each engagement, the baseline and how ROI will be measured are agreed in the Discovery Workshop.

Read the measurement protocol

Tier 1 Enterprise Solutions

Built for Your Most Complex Workflows

Four domains where execution with human approval at defined steps compounds into measurable outcome change — deployed inside the systems your operators already run.

DOM.01Supply Chain

Self-Healing Logistics Networks

Agents continuously re-plan inventory, sourcing, and routing against live demand, supplier, and disruption signals — closing the loop without ticket queues.

Runs inside ·SAP IBPOracle SCMManhattan WMSEDI / API

↓ 30–40%

Stockouts

↓ 20%

Logistics cost

Before → After

Weekly S&OP cycle, manual expedites

Continuous re-plan, routing with human approval at defined steps

DOM.02Finance & ERP

Intelligent Operations

Continuous close, perpetual reconciliation, and policy-bounded execution across your financial stack — Agents open draft pull requests. A person approves every merge. Every variance is traced.

Runs inside ·SAP S/4Oracle FusionBlackLineWorkday

T+1

Close cadence

100%

Auto-recon

Before → After

Period-end sprints, swivel-chair tie-outs

Continuous close, with evidence from Git history to support your own FINMA review.

DOM.03Sales & CRM

Revenue Orchestration

Agents own pipeline hygiene, opportunity routing, and follow-through across the funnel — so AEs stay in front of customers, not their CRM.

Runs inside ·SalesforceHubSpotGongOutreach

100%

AE selling time

↓ 60%

CRM admin

Before → After

Reps as data-entry clerks

Reps as closers; CRM kept by agents

DOM.04GRC

Continuous Assurance

Policy checks and evidence collection happen inside the workflow, not after it. Audit trail in Git: Agents open draft pull requests. A person approves every merge.

Runs inside ·OneTrustServiceNow GRCSplunkOPA

1

Reviewed PR per change

0

Audit-sprint days

Before → After

Quarterly audit fire-drills

Evidence in Git history, updated with each merge

01/04

The Infrastructure

The Infrastructure
Event-Driven

The orchestrator acts as an asynchronous PM and QA lead, reacting to version control webhooks 24/7.

Runs on

  • EVENT-DRIVEN

AUDIT

Event-Driven

The orchestrator acts as a relentless, asynchronous PM and QA lead, reacting to version control webhooks 24/7.

OWASP ASI 2026 · Full Mapping

A Phased Rollout

No pilot purgatory.
A measurable milestone every phase.

Autonomy expands as risk contracts. Each phase ships a deterministic milestone and a traceable KPI — never a vague pilot extension. Timing is agreed per engagement.

  1. Phase 01

    Discovery

    0%

    Write surface

    Read-Only Observation

    Read-Only Observation

    We deploy the orchestrator in read-only mode against your repository. It analyzes test coverage, flags spec deviations, and builds a technical debt ledger.

    ScopeObserve · AnalyzeRead-only access
    Agent autonomy18%
    Residual risk92%

    Human-in-the-loop

    100% human execution

    Phase exit milestone

    → Baseline Context Debt quantified

  2. Phase 02

    Pilot

    100%

    test-first by design

    Supervised Execution

    Supervised Execution

    Your engineers run our TDD orchestrator locally. The agent drafts Red/Green/Refactor loops on priority issues, test-first by design.

    ScopeRed · Green · RefactorLocal, engineer-supervised
    Agent autonomy58%
    Residual risk42%

    Human-in-the-loop

    100% review · 1-click approval

    Phase exit milestone

    → First AI-shipped features pass CI/CD

  3. Phase 03

    Rollout

    PR

    Human approval

    Bounded Autonomy

    Bounded Autonomy

    Low-risk, well-specified work items run without someone at the keyboard, each on its own branch, and come back as pull requests for review. We run this lane on our own projects, and it is not part of the harness (releasing the harness publicly is under consideration).

    ScopeSpec · Tests first · Agent run · Automated checks · QA · Human approvalSpec-bound execution
    Agent autonomy92%
    Residual risk12%

    Human-in-the-loop

    At every merge

    Phase exit milestone

    → Full elastic scale realized in steady state

Every phase is reversible. Turning off the automated lane takes you back to Phase 01, and merges stay with your team throughout.

Contract · Outcomes-based · No pilot fees

Start With Discovery

Identify your first
agentic pipeline today.

A phased rollout, with timing agreed per engagement. Test-driven engineering. A measured baseline before you scale — not after.

What the workshop covers

  • 90 minutes

    Focused technical discovery

  • Your team

    Engineering + architecture

  • Zero commitment

    No demo theater

Deliverable

A scoped Phase 01 candidate pipeline with quantified Context Debt.

Read about the Realized.dev harness— Releasing the harness publicly is under consideration

Enterprise Systems

Looking to automate legacy systems of record? While our core focus is AI software engineering, we also deploy agentic workflows across traditional enterprise environments. Explore integrations for enterprise legacy tools.

View Enterprise Solutions →