What Mindaeon Can Build and Solve for Your Engineering Team
From decomposing multi-million-line monoliths and synthesizing regulated full-stack services to clearing backlog issues and triaging failing CI pipelines—every workflow moves from problem to verified production.
What Mindaeon Can Build and Solve
Explore how Mindaeon tackles your team's hardest engineering workloads—from multi-million-line monolith migrations and greenfield application synthesis to autonomous backlog resolution and CI/CD triage.
Decompose Legacy Monoliths & Upgrade Frameworks Across Parallel Worktrees
Breaking apart entangled multi-million-LOC monoliths or migrating language/runtime versions (Java 8 → 21, Python 2 → 3, CommonJS → ESM, Angular → React) stalls feature roadmaps for quarters and causes constant merge conflicts when multiple engineers touch shared modules.
- 1Mindaeon maps cross-module symbol dependencies using SCIP compiler indexes and Tree-sitter ASTs.
- 2The orchestrator partitions the refactor into isolated Git worktrees (e.g., Auth, Billing, Settlement, Reporting) and assigns a dedicated agent to each.
- 3Background Shadow Merge dry-runs detect symbol collisions in 0.01 ms p95 while each agent updates imports, types, and unit tests.
Multi-worktree parallel execution reduces merge conflicts by 76.0% (25 conflicts reduced to 6) and cuts prompt token burn by 71.2% (3.5x vs raw grep).
Hybrid Tree-sitter + SCIP + pgvector RRF (94% symbol recall) · Parallel Git Worktree Orchestrator · Shadow Merge Collision Radar · Cross-Repo Contract Radar.
Visual Walkthrough: Mindaeon Desktop 6-Pane Workbench orchestrating parallel Git worktrees with live Shadow Merge collision telemetry.
Watch an Engineering Task Move from Idea to Verified Production
Follow a real task through Mindaeon's 7-stage autonomous lifecycle. At every step, you see the exact plan, parallel worktree execution, code diff, and host-enforced verification proof.
Delegate a Real Engineering Task from Slack, Linear, CLI, or Web Console
Start from a natural-language objective, a Linear/Jira ticket, or a failing pull request check. Mindaeon immediately attaches to your repository context without manual file-picking.
Unified session state across all 6 client surfaces (289/289 capability parity) with zero-trust OIDC identity binding.
Verified Engineering. Measurable Results.
See how engineering teams apply Mindaeon to real production challenges—backed by end-to-end workload case studies and our reproducible evaluation harness.
Decomposing a Legacy Monolithic ETL & Settlement Repository into Modular Domain Services
A tightly coupled monolithic repository accumulated years of cross-module dependencies across collections, risk scoring, ledger posting, and batch settlement—turning every schema or API change into a multi-week coordination bottleneck.
412 interdependent modules and 1,420 cross-file symbol edges where traditional single-agent tools failed due to context window overflow (62% grep recall) and constant file-level merge conflicts.
Instead of assigning manual submodule extractions across dozens of engineers over multiple quarters, the platform team deployed a parallel swarm of governed Mindaeon worktree agents.
Mindaeon indexed the codebase into a hybrid Tree-sitter + SCIP + pgvector graph (94% symbol recall), partitioned the migration across isolated Git worktrees, and ran continuous Shadow Merge dry-runs (0.01 ms p95) alongside the out-of-sandbox 7/7 Test Integrity Guard.
Reduced parallel agent merge conflicts from 25 down to 6 across concurrent worktrees.
3.5x fewer prompt tokens than raw grep while increasing symbol recall from 62% to 94%.
100% of changed-surface AST mutants killed before human pull request review.
06 // Engineering Perspective“Running parallel agents used to mean spending all Friday untangling merge conflicts and checking if an agent quietly skipped a failing test. Mindaeon's worktree collision radar and out-of-sandbox test guard turned a multi-quarter monolith split into a deterministic pipeline.”
Reproducible Evaluation Harness Benchmarks
Every metric is continuously verified by automated benchmark suites in the Mindaeon platform repository.
Complete 8-service sovereign stack (Keycloak 683 MiB, PostgreSQL 18 158 MiB, Gitea 93 MiB, SeaweedFS 78 MiB, Control Plane 29 MiB, OpenBao 26 MiB, Edge + OPA 25 MiB) verified at idle.
Blocks test file deletion, .skip/.only injection, assertion removal, and snapshot tampering outside the agent sandbox.
Deterministic changed-surface AST mutations verify that new tests genuinely fail when production logic is broken.
Hybrid Tree-sitter AST + SCIP/LSP call graph + pgvector semantic embeddings fused with Reciprocal Rank Fusion (3.5x fewer tokens than raw grep).
Continuous Shadow Merge dry-runs across parallel git worktrees detect overlapping AST symbols in p95 = 0.01 ms.
Shadow model replay and deterministic prompt prefix ordering maximize cache hit rates without quality regression.
Production Foundry Blueprints Across Critical Infrastructure
Industrial Digital Twin & Predictive Maintenance Platform (IDTA AAS v3.0)
End-to-end Industry 4.0 Digital Twin platform implementing IDTA Asset Administration Shell (AAS) v3.0, OPC-UA / MQTT Sparkplug B / Modbus TCP edge ingestion, and predictive RUL anomaly detection.
Grid Telemetry, SCADA Historian & DERMS Dispatch Controller
NERC-CIP compliant substation telemetry gateway, IEC 61850 / DNP3 ingestion pipeline, and Distributed Energy Resource Management System (DERMS) dispatch optimizer.
ISO 20022 Real-Time Payment Switch & Double-Entry Core Ledger
PCI-DSS v4.0 and DORA compliant double-entry immutable ledger, ISO 20022 pacs.008 clearing processor, and real-time sanctions/AML velocity screening engine.
HL7 FHIR R4 Clinical Data Interoperability & De-Identification Hub
HIPAA and HITECH compliant HL7 FHIR R4 repository, HL7v2 ADT/ORU ingestion pipeline, and automated Safe Harbor PHI de-identification gateway.
Air-Gapped C2 Tactical Sensor Fusion & Cross-Domain Guard
NIST 800-53 High / IL6 air-gapped tactical track fusion node supporting STANAG 4586 / CoT (Cursor-on-Target) feeds and deterministic SLSA L3 offline provenance.
5G O-RAN Near-RT RIC xApp & Network Slice SLA Assurance
3GPP Release 18 and O-RAN Alliance E2/O1 compliant closed-loop slice SLA assurance controller with sub-second PRB utilization telemetry.
GS1 EPCIS 2.0 Cold-Chain Track-and-Trace & Scope 3 Ledger
GS1 EPCIS 2.0 and FDA DSCSA compliant serialization, cold-chain excursion alerting, and GHG Protocol Scope 3 shipment emissions calculator.
Multi-Tenant B2B SaaS Control Plane with RLS, OIDC & Usage Billing
SOC2 Type II ready multi-tenant B2B SaaS reference architecture with PostgreSQL 18 Row-Level Security, OIDC SSO/SCIM provisioning, and metered usage billing.