Developer Groupprivate engineering workspace

Private engineering workspace

Backend systems, data pipelines, and operations for teams that work with real files.

Developer Group is a small engineering studio that designs, builds, and runs private workspaces where document batches, media artifacts, review outputs, and operational events move through controlled APIs — not scattered manual tools.

View servicesDeveloper docs
All systems operationalWorkspace API · v1Private access only

What the platform handles

Public pages stay intentionally high level. Active projects receive endpoints, storage rules, and runbooks inside private workspaces — access is provisioned, never self-service.

eng-ops

Engineering operations

We build and run backend services, queues, and worker fleets, with deploys that are documented, repeatable, and reversible.

  • Backend services, job queues, workers
  • Versioned deploys with deploy notes
  • Retry and backpressure handling
ai-data

AI / data artifact pipelines

Document and data pipelines for OCR, structured extraction, model evaluation, and reproducible artifact generation.

  • OCR and extraction with confidence scoring
  • Model evaluation against review sets
  • Reproducible exports and previews
workspaces

Secure private workspaces

Every project runs inside a workspace-scoped boundary, isolated per project and environment. Private access only.

  • Workspace-scoped, isolated access
  • Separate staging and production
  • Membership tied to active work
batch-io

Batch uploads / exports

Bulk intake and delivery: upload manifests, validation, preview generation, and packaged export bundles with retention.

  • Manifests with pre-flight validation
  • Previews before commit
  • Versioned exports, scheduled cleanup
observability

Observability / runbooks

We instrument what we run: health checks, structured logs, and synthetic probes, with runbooks for every known failure mode.

  • Health checks and synthetic probes
  • Structured logs and dashboards
  • Runbooks with rollback steps
api-integ

API and integration support

Versioned endpoints, signed webhook delivery, and integrations connecting internal tools to upstream and downstream systems.

  • Versioned, backward-compatible APIs
  • Signed webhooks with retries
  • Internal and third-party integrations

How work moves through the workspace

One pipeline, four stages, observed end to end — from intake to export.

Workspace processing pipelineUploads enter intake, run through batch processing and AI review, produce artifacts and previews, and are packaged into exports, with monitoring across every stage.Intakeuploads · manifestsvalidationProcessingOCR · transcodebatch jobsArtifactspreviews · derivedreview outputsExportbundles · APIwebhooksObservability — health checks, synthetic probes, and API checks span every stageRetention — workspace-scoped storage with per-project retention windowsAuditeventstrail

Typical processing shape

Sustained transfer volume comes from normal workspace activity: uploads in, artifacts and previews out, batch processing, exports, monitoring probes, and continuous API checks.

Upload intakedocument & media batchesActive
Batch processingOCR · transcode · extractionNormal
Artifact reviewpreviews & derived filesNormal
Export pipelinepackaged bundles & APINormal
Monitoring probeshealth & reachabilityActive
99.97%▲ 0.02%Overall uptime, last 90 days
118 ms▼ 6 msMedian API response (24h)
48,213▲ 3.1%Batch jobs processed (24h)
312▲ 5.0%Export bundles packaged (24h)

Selected work patterns

Anonymized examples of systems we build. Details, volumes, keys, and client materials stay private.

All work →

Evidence review workspace

Converted mixed source files into extracted fields, screenshots, review notes, and export packages.

Inputs
PDF / media
Surface
API + UI
Output
Artifacts

Operations recovery console

Unified service checks, deploy notes, status history, and incident rollback paths for a small team.

Inputs
Logs / events
Surface
Dashboard
Output
Runbook
Private access only. Developer Group is not a self-service product. Access is provisioned for active projects and shared inside private workspaces. If you do not have a workspace, you do not have access — that is by design.