Atlas view

Automation Engines

Automation Engines turn trusted truth into action. These systems run deterministic, repeatable workflows (diff/apply sync, policy enforcement, reconciliation, and batch operations) with guardrails, audit logs, and safe reruns. If you can’t rerun it safely, it isn’t done.
Stage guide

How this stage works

What this stage is

Automation Engines apply deterministic logic to trusted truth. They diff, reconcile, and enforce policy with auditability and safe reruns.

Inputs

  • Canonical datasets and mappings
  • Policy rules and thresholds
  • Job schedules or triggers
  • Operator approvals and dry-run inputs

Outputs

  • Applied changes in target systems
  • Audit logs and diff reports
  • Run summaries and exception lists
  • Rollback or recovery artifacts

What good looks like

  • Idempotent runs with safe reruns.
  • Dry-run or preview mode exists.
  • Audit artifacts are stored with run IDs.
  • Bulk changes are guarded by thresholds.

Common failure modes

  • Non-idempotent actions cause drift.
  • No audit trail or run summary.
  • Partial runs without recovery steps.
  • Unsafe bulk operations without guardrails.
Results 42 projects
System · Prototyping

Aether Integrator Platform

Centralize integration workflows in a single web app so connectors share authentication, scheduling, and audit controls instead of bespoke scripts. It ingests …

Automation Engines Canonical Storage Operational Adoption Human Interfaces
Open project
System · Active

ASCIP Sync Engine

Provide a deterministic, auditable way to keep district staff data aligned with ASCIP LMS by turning CSV extracts into a repeatable diff-and-apply workflow. …

Reality Ingestion Canonical Storage Automation Engines Operational Adoption
Open project
Component · Deprecated

Rust SQLx Tooling (Integrated SSH Tunnel)

Make remote data extraction reproducible by managing SSH tunnel setup and teardown in the tool. It ingests SSH target; DB creds; query definitions and produces …

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Rust Streaming Tool (Web Playback)

Provide a low-latency, self-hosted screen/audio streaming tool that plays directly in a browser via WebRTC. Capture a selected monitor and audio source. Encode …

Reality Ingestion Automation Engines Human Interfaces Operational Adoption
Open project
System · Idea

TitanHST Integration Connector

Prove the Aether Integrator architecture with a connector that matters operationally. It ingests Aeries + HR 2.0 source truth; TitanHST API (details pending) …

Reality Ingestion Automation Engines Operational Adoption
Open project
Field Tool · Active

Workspace Permission Audit Pipeline (GAM)

Detect, document, and remediate risky Drive sharing states at scale without manual inspection. It ingests target user/email; workspace drive ACL data; shared …

Reality Ingestion Automation Engines Operational Adoption
Open project
Experiment · Idea

Email Corpus Ingestion Pipeline (EML)

Transform raw email archives into a structured, searchable knowledge system with strict privacy controls. It ingests EML files export; attachment metadata …

Reality Ingestion Canonical Storage Automation Engines
Open project
Field Tool · Active

Active Directory to OSTicket Sync

Queries LDAP and enriches OSTicket user context so support records stay aligned to directory identity data.

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Aeries Language Fluency Sync

Runs an internal Aeries write-back workflow to keep language-fluency and related program fields aligned to CALPADS-shaped source values.

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Aeries Photo Release Sync

Updates the Aeries photo-release field from current media-release authorization records so downstream permissions stay aligned.

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Aeries Portal Accounts Sync

Maintains student portal-account readiness inside Aeries by standardizing email and creating or activating portal-account records through a semi-automated …

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Aeries to Google Classroom Sync

Exports Aeries roster and class data into Google Classroom through recurring scripted API automation.

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

aether

Script-first operational toolbox spanning SIS, Google Workspace, identity, asset, and reporting workflows through shared shell libraries, config packs, SQL …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption
Open project
System · Maintenance

CertManager

Automate certificate issuance and renewal via ACME with hooks for DNS/web validation and post-deploy workflows. Read dehydrated config and domains.txt for …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption
Open project
Component · Maintenance

Chromebook_Enrollment

Arduino Centipede-derived enrollment sketches with site-specific variants for Chromebook setup automation.

Automation Engines Operational Adoption
Open project
System · Active

District Transfer Tracking

Automates BOUSD transfer intake, normalization, review workflows, Aeries SIS write-back, and enrollment/class-load planning from one governed Google Sheets hub.

Reality Ingestion Canonical Storage Automation Engines Human Interfaces Operational Adoption
Open project
Component · Active

gpt_kit

Scripts transform ticket EML exports into a normalized knowledge base with tagging and optional redaction. Make scripts executable, then run them with input EML …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption Canonical Storage
Open project
System · Active

Integr8r

Legacy Windows production runner for BOUSD integration jobs, including SQL exports, file transfers, write-back workflows, and report mailers.

Reality Ingestion Automation Engines Delivery Operational Adoption
Open project
System · Active

Integr8r-rebase

PowerShell integration runner repository with a broad BOUSD integration catalog, executable config loading, SQL/export orchestration, and report-mailer …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption
Open project
Experiment · Deprecated

iscdhcp

Automate consistent DHCP configuration generation across multiple sites from a normalized file-based configuration layout. It ingests Configuration files …

Automation Engines Operational Adoption
Open project
System · Active

OCDE S1S Summer School Roster Export Automation

Automates generation of the OCDE ACCESS S1S bulk-import roster file from a governed Google Sheets `Data Entry` tab and Aeries demographics, with verification …

Reality Ingestion Automation Engines Human Interfaces Operational Adoption
Open project
System · Active

openhab-config

Production config-as-code repository for openHAB, including items, things, rules, services, transforms, and runtime state artifacts.

Automation Engines Operational Adoption
Open project
System · Active

openhab-git-sync

Automated two-way Git synchronisation for openHAB deployments that keeps /etc/openhab and selected /var/lib/openhab subtrees version-controlled without …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption Canonical Storage
Open project
System · Maintenance

privateGPT

Expose a private, extensible RAG platform that works offline and keeps data inside the execution environment. Ingest documents from a local folder, splitting …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption Canonical Storage
Open project
Component · Prototyping

PrivateGPTConf/env/default

Ship a known-good PrivateGPT configuration snapshot that the setup scripts can copy into a local installation. Provide default settings.yaml profiles and …

Automation Engines Reality Ingestion Human Interfaces Operational Adoption Canonical Storage
Open project
Experiment · Active

pwnagotchi

Provide local configuration and host-side networking helpers for Pwnagotchi devices. It ingests TOML config overrides, interface names and produces Modified …

Automation Engines Operational Adoption
Open project
System · Active

Runtime Host and Scheduler Reference

Compact reference for current production host roles, scheduler split, and evidence boundaries across Linux cron and Windows Task Scheduler integration …

Automation Engines Operational Adoption
Open project
Experiment · Active

SEIS-Aeries-Examples

A PowerShell workflow updates Aeries CSE records from SEIS Student.csv and emails a detailed summary. A SQL query exports Aeries student data in the SEIS …

Reality Ingestion Automation Engines Operational Adoption
Open project
Field Tool · Active

ShoreTel to Directory Sync

Tracks the active telephony-to-directory alignment path backed by `Push-ShoreTelToAD.sh`, while preserving uncertainty about exact field direction, cadence, and …

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Staff AD Account Management

Manages the production staff Active Directory lifecycle so HR-backed staff, approved non-HR identities, preferred-name handling, and onboarding communications …

Reality Ingestion Automation Engines Operational Adoption
Open project
System · Active

Student Active Directory Sync

Uses Aeries student data and local post-processing to keep student Active Directory state aligned to district roster and school-context changes.

Reality Ingestion Automation Engines Operational Adoption
Open project