CEEZ 01
Multi-FDE Workspace & Versioning
Support concurrent engineering across data engineers, domain SMEs, and AI engineers with full Git-style commit lineage.
HORIZONTAL PLATFORM PRODUCT / 09 · COLLABORATIVE AGENTIC IDE
FDE Workbench: Collaborative studio where FDEs turn platform primitives into business workflows.
FDE Workbench is the solution engineering studio where multiple Forward-Deployed Engineers (FDEs) collaborate to compose the horizontal Ceez platform into production Enterprise Use Cases—designing multi-agent Crew teams, wiring Ground MCP tools, replaying production history in shadow mode, monitoring live SLAs, and optimizing workflows into $0 deterministic runbooks.
CEEZ PLATFORM / FDE WORKBENCHCEEZ.AI
End-to-End FDE Agentic Engineering Lifecycle
The bridge between the horizontal Ceez Platform and production Enterprise Use Cases.
01 / ARCHITECTAGENT TEAM STUDIOCompose Triage → Enrich → Act → Verify
02 / CO-BUILDMULTI-FDE GIT FLOWShared skills, branches & peer review
03 / TESTSHADOW REPLAYRun against 1,000+ historical cases
04 / DEPLOYCANARY RELEASEPromote from Tier 2 to Tier 1 autonomy
05 / MONITORLIVE SLA & DRIFTTrack accuracy, latency & escalations
06 / OPTIMIZE$0 COMPILATIONConvert stable LLM paths to runbooks
How Platform becomes Use Cases: FDE Workbench is where Forward-Deployed Engineers wire Platform Products into the repeatable Enterprise Use Cases running across Finance, Revenue, Customer Ops, Supply Chain, IT, and SecOps.
HORIZONTAL PLATFORM PRODUCT · FDE WORKBENCH
GROUND · COMPASS · INSIGHT · CREW · FLOW · INGEST · GOVERN · PROVE · FDE WORKBENCH
THE ROLE OF FDE WORKBENCH IN THE PLATFORM
Empower multiple FDEs to build, test, monitor, and optimize agentic teams together.
Enterprise workflows fail when built as one-off prompt scripts in isolated notebooks. FDE Workbench gives your Forward-Deployed Engineers and platform architects a unified, multi-player engineering environment to turn horizontal platform capabilities into production business workflows.
Multiple FDEs work concurrently across domain ontologies, agent roles, BPMN flows, and evaluation harnesses—with Git-backed version control, role-based environment promotion, and live operational telemetry.
01
Build your own multi-agent teams for any business workflow
Compose specialized Crew roles (Triage, Enricher, Planner, Verifier), bind scoped Ground MCP tools, and wire deterministic Flow steps on a single canvas.
02
Collaborate across multiple FDEs with a shared capability registry
Multiple FDEs co-develop reusable agent skills, prompt templates, parser rules, and governance policies with branching, diff review, and one-click rollback.
03
Test and validate in shadow mode against real historical cases
Replay thousands of past financial exceptions, support tickets, or incidents against candidate agent teams to benchmark accuracy and verify zero policy violations before go-live.
04
Monitor live workflows and continuously optimize quality & cost
Track real-time resolution rates, human override reasons, and token spend—and promote recurring LLM reasoning paths into $0 deterministic Flow runbooks.
TECHNICAL CAPABILITIES
Engineered for production reliability, scale, and auditability.
Every capability in FDE Workbench operates within your existing enterprise identity, data residency, and governance boundaries.
02
Automated Evaluation & Red-Teaming
Run regression suites checking groundedness, tool-call accuracy, boundary compliance, and prompt-injection resilience on every change.
03
Shadow & Canary Deployment Rings
Run new agent versions silently alongside human operators in production before enabling supervised or autonomous writes.
04
Step-by-Step Trace Debugger
Inspect every Ground query, Compass model call, tool payload, and Govern evaluation in a unified timeline.
05
Human-Feedback Learning Loop
Capture operator edits and approval rejections from production runs and turn them into new benchmark test cases automatically.
06
Path-to-$0 Cost Optimizer
Identify stabilized agent decision trees and compile them into deterministic BPMN rules with one click.
HOW FDE WORKBENCH POWERS USE CASES
FDE Workbench is a composable horizontal building block.
FDE Workbench is the engineering control plane used to compose Ground, Compass, Insight, Crew, Flow, Ingest, Govern, and Prove into production enterprise use cases. In FDE Workbench, teams combine FDE Workbench with Ground, Compass, Insight, Crew, Flow, Ingest, Govern and Prove to deliver repeatable enterprise use cases without building custom infrastructure glue.
Composable architecture principle: Start with the minimum platform products required to prove your first operational objective, keeping system ownership, model choice, execution authority, and cryptographic evidence explicit at every step.
Evaluate FDE Workbench against a live operational objective.
Map how FDE Workbench connects to your existing systems, data models, and governance controls in a focused 30-day pilot.