worktree/etl-domain-split4 WORKTREES VERIFIED
Mindaeon Autonomous Workspace Preview
Hey there! I have created a verified pull request across 4 isolated worktrees.
7/7 Test Integrity checks passed · AST mutation p95: 3.77 ms.
Built bySinglefabric LLCv0.1.2

Mindaeon
is your collaborative
AI engineering team

Delegate complex refactors, multi-worktree migrations, and 8-stage Product Foundry blueprints. Plan, build, test, verify, and ship software from idea to production with host-enforced governance.

Get started — Download v0.1.2Get started — Download v0.1.2Schedule Architecture Briefing
4-Quad
Live Workspace
-76.0%
Merge Conflicts
100% (7/7)
Test Guard
1,091 MiB
Sovereign Enclave
6 UNIFIED SURFACES (289/289 PARITY)PARALLEL GIT WORKTREE SWARMS8-STAGE AUTONOMOUS PRODUCT FOUNDRY7/7 TEST INTEGRITY GUARD3.77 MS P95 AST MUTATION GATE1,091 MIB AIR-GAPPED SOVEREIGN APPLIANCEED25519 SIGNED BINARIES (RELEASE-PROD-2026-01)SCIP + TREE-SITTER + PGVECTOR (-71.2% TOKENS)6 UNIFIED SURFACES (289/289 PARITY)PARALLEL GIT WORKTREE SWARMS8-STAGE AUTONOMOUS PRODUCT FOUNDRY7/7 TEST INTEGRITY GUARD3.77 MS P95 AST MUTATION GATE1,091 MIB AIR-GAPPED SOVEREIGN APPLIANCEED25519 SIGNED BINARIES (RELEASE-PROD-2026-01)SCIP + TREE-SITTER + PGVECTOR (-71.2% TOKENS)

Built to collaborate with you

Mindaeon responds to natural-language specs in real time, shares its SCIP + Tree-sitter execution plan, and pauses at governed human-in-the-loop checkpoints.

SELECT LIVE WORKLOAD SCENARIO:

Decompose Monolith ETL into 4 Worktrees

worktree/etl-domain-split
U
You5:05 PM

Can you decompose the legacy monolithic ETL modules into isolated domain packages across 4 parallel Git worktrees and verify zero test regressions?

Mindaeon5:05 PM

Absolutely! I'll index the symbol graph with SCIP + Tree-sitter, spawn 4 isolated Git worktrees, and keep you updated as each verification gate completes.

  • Indexed 1,420 symbol edges (71.2% fewer prompt tokens).
  • Spawned 4 isolated Git worktrees (0 symbol collisions).
  • Passed 7/7 Test Integrity Guard & 3.77 ms p95 AST mutation gate.
Mindaeon is executing parallel worktrees & AST mutation checks...

Mindaeon's Workspace

289/289 Surface Parity · Ed25519 Signed
>001 index_hybrid_code_graph({ scip: true, treesitter: true, pgvector: true })
002 spawn_parallel_worktrees(['wt-collections', 'wt-risk', 'wt-ledger', 'wt-settlement'])
003 refactor_domain_boundaries({ shadowMergeRadar: '0.01ms_p95' })
004 verify_test_integrity_guard({ vectors: 7, astMutationP95: '3.77ms' })
005 report_verified_pr_to_user({ key: 'release-prod-2026-01' })
[01] Hybrid SCIP + Tree-sitter Dependency GraphVERIFIED

Indexed 1,420 symbol edges with 71.2% fewer prompt tokens (94% symbol recall vs 62% raw grep).

[02] Parallel Worktree Decomposition (4 Sub-Agents)VERIFIED

Assigned isolated Git worktrees for Collections, Risk, Ledger, and Settlement sub-modules.

[03] Host-Enforced Test Integrity & AST Mutation GateAPPROVED

7/7 test-tampering checks passed; changed-surface AST mutation score verified in 3.77 ms p95.

CHAPTER: PLANNER76.0% Fewer Conflicts (25 → 6)
PARALLEL WORKTREE EXECUTION

Mindaeon agents work tirelessly and in parallel

Click any parallel workspace card below to load its live worktree trace into the workspace above.

02 // PRODUCT EXPERIENCE · SEE MINDAEON IN ACTION

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.

01User Request— You assign an engineering goal
Web Console & Slack / Linear Trigger26 Enterprise Connectors Ready
Assign work just like you would to a senior teammate.

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.

Task Delegation Event · Linear ENG-904 → Mindaeon WorkspaceLIVE TRACE
[user]"Extract the legacy payment settlement module from the monolith into an ISO 20022 service with full regression tests."
[context]Attached Linear ENG-904, OpenAPI 3.1 contract, and target repo platform/core-ledger
[status]Session initialized across Web Console, Desktop Workbench, and Mindcode CLI
Underlying Mindaeon Architecture

Unified session state across all 6 client surfaces (289/289 capability parity) with zero-trust OIDC identity binding.

Stage 01 of 07
Web Console & Slack / Linear Trigger
289/289 Capability Parity · Ed25519 Signed
Mindaeon Web Console — Active projects, sessions, and task delegationMindaeon Web Console — Active projects, sessions, and task delegation (Light Mode)
Live Surface Proof: Mindaeon Web Console — Active projects, sessions, and task delegation
Explore All 6 Surfaces
03 // CORE CAPABILITIES · AUTONOMOUS ENGINEERING AT SCALE

Everything Your Engineering Team Needs

Mindaeon combines the collaborative speed of an autonomous AI software engineer with the deterministic verification, parallel orchestration, and policy controls enterprise teams require.

Explore Full Platform Capabilities
Learn & Work Together4-Quad Workspace · 6 Client Surfaces
CAPABILITY 01

Autonomous Engineering Agents

A full-stack AI teammate with its own planner, shell, code editor, and browser.

Mindaeon agents don't just autocomplete lines—they read specifications, navigate multi-service codebases, execute terminal commands, inspect live DOM/network state, and ship complete pull requests.

Interactive Takeover Ready (Shell + IDE)
Architecture: Synchronized across Web Console, Desktop GUI, VS Code, CLI, Browser MV3 & Office 365.
8-Stage Product Foundry8-Stage Foundry DAG · 8 Regulated Sectors
CAPABILITY 02

Intelligent Orchestration

Turn natural-language PRDs into production-ready services via an 8-stage DAG.

The Autonomous Product Foundry locks STRIDE threat models, Score.dev v1b1 workloads, and OpenAPI 3.1 contracts before coordinating specialized implementation, observability, and compliance agents.

Architecture: Built-in blueprints for FinTech, Energy, Healthcare, Defense, Telecom, Industrial & SaaS.
Parallel Worktree Swarms76.0% Fewer Merge Conflicts (25 → 6)
CAPABILITY 03

Parallel Execution

Run a fleet of agents on isolated Git worktrees without merge-conflict chaos.

Delegate 4, 8, or 20 sub-tasks simultaneously. Mindaeon's background Shadow Merge Collision Radar dry-runs merges across active worktrees in p95 = 0.01 ms to catch symbol collisions early.

Architecture: Verified by the Multi-Worktree Radar Suite across concurrent multi-file refactors.
Hybrid Code Graph71.2% Fewer Prompt Tokens · 94% Recall
CAPABILITY 04

Repository Intelligence

Instant architectural comprehension across million-line monorepos.

Instead of burning tokens on noisy text grep, Mindaeon fuses Tree-sitter ASTs, SCIP compiler symbol graphs, and pgvector semantic embeddings via Reciprocal Rank Fusion (RRF).

Architecture: 3.5x token compression vs raw grep while boosting symbol recall from 62% to 94%.
Host-Side Verification100% (7/7) Test Guard · 3.77 ms p95 Mutants
CAPABILITY 05

Testing & Verification

Agents can never pass CI by deleting tests or weakening assertions.

An out-of-sandbox Test Integrity Guard blocks test tampering (100% 7/7 vectors), and a Changed-Surface AST Mutation Gate injects deterministic mutants in p95 = 3.77 ms to prove tests catch real bugs.

Architecture: Paired with a 7-dimension adversarial PR review and independent refutation agent.
Pre-Execution Policy GateSHA-256 Audit Chain · SLSA v1.0 Signed
CAPABILITY 06

Human-in-the-Loop Governance

Pre-execution policy control, counterfactual simulation, and cryptographic audit trails.

Gate high-impact bash, database DDL, or deployment actions behind human approval with Open Policy Agent (OPA) Rego rules, and dry-run draft policies against historical telemetry before enforcing.

OPA Gate: Quorum Approved (#278)
Architecture: Every prompt, tool call, and approval is chained in SHA-256 and signed via OpenBao KMS.
04 // REAL-WORLD ENGINEERING SCENARIOS · PROBLEM → WORKFLOW → RESULT

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.

View All Workload Playbooks
01 // Parallel Git Worktree Orchestration

Code Migration + Refactors

76.0% Fewer Merge Conflicts
Language & Runtime Migrations

Java 8 → 21, Python 2 → 3, CommonJS → ESM, and Angular → React across monorepos.

Monolith-to-Service Decomposition

Partition domain boundaries via SCIP symbol graphs across 4–20 isolated worktrees.

0.01 ms p95 Shadow Merge Radar

Continuous dry-run conflict detection prevents cross-worktree symbol collisions.

02 // 26 Governed Connectors & Lineage

Data Engineering + Analysis

100% Contract Break Recall
Warehouse & ETL Modernization

Refactor legacy SQL scripts into tested dbt models across Snowflake, BigQuery & Postgres 18.

03 // Out-of-Sandbox Verification & Triage

Bugs + Backlog Work

100% (7/7) Test Integrity Guard
Autonomous Backlog & Ticket Resolution

Delegate Linear or Jira issues directly; Mindaeon writes a failing regression test first.

MONOLITH DECOMPOSITION & LANGUAGE UPGRADES76.0% fewer merge conflicts · 8–12x faster module extraction

Decompose Legacy Monoliths & Upgrade Frameworks Across Parallel Worktrees

01 // The Engineering Problem

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.

02 // The Mindaeon AI Workflow
  1. 1Mindaeon maps cross-module symbol dependencies using SCIP compiler indexes and Tree-sitter ASTs.
  2. 2The orchestrator partitions the refactor into isolated Git worktrees (e.g., Auth, Billing, Settlement, Reporting) and assigns a dedicated agent to each.
  3. 3Background Shadow Merge dry-runs detect symbol collisions in 0.01 ms p95 while each agent updates imports, types, and unit tests.
03 // Measurable Result

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).

04 // Underlying Technology

Hybrid Tree-sitter + SCIP + pgvector RRF (94% symbol recall) · Parallel Git Worktree Orchestrator · Shadow Merge Collision Radar · Cross-Repo Contract Radar.

Scenario Workspace ViewCode Migration & Refactors
Mindaeon Desktop 6-Pane Workbench orchestrating parallel Git worktrees with live Shadow Merge collision telemetry.Mindaeon Desktop 6-Pane Workbench orchestrating parallel Git worktrees with live Shadow Merge collision telemetry. (Light Mode)

Visual Walkthrough: Mindaeon Desktop 6-Pane Workbench orchestrating parallel Git worktrees with live Shadow Merge collision telemetry.

Reproducible CLI / CI Invocation
$ mindcode swarm run --worktrees 4 --spec ./specs/monolith-domain-split.yaml
05 // SYSTEM ARCHITECTURE · GOVERNANCE, VERIFICATION & SOVEREIGNTY

Enterprise Control. Autonomous Execution.

Underneath Mindaeon's collaborative experience is an uncompromising enterprise architecture: out-of-sandbox AST verification, pre-execution OPA Rego policy gates, 6 unified client surfaces, and a 1,091 MiB air-gapped Sovereign Appliance.

Inspect Full System Architecture
05.A // HOST-ENFORCED VERIFICATION & PRE-EXECUTION OPA REGO POLICY GATE

Agents Never Grade Their Own Homework

Simulate how Mindaeon intercepts test tampering (7/7 vectors), verifies AST mutants in 3.77 ms p95, and enforces zero-egress and database DDL safety rules.

02 // OPEN POLICY AGENT (OPA) & OUT-OF-SANDBOX VERIFICATION

Pre-Execution Rego Policy Gates & Host Test Integrity Guard

Every shell command, file write, git push, and outbound HTTP request is evaluated against tenant-specific Open Policy Agent (OPA) Rego rules before execution—paired with our out-of-sandbox Test Integrity Guard (100% 7/7 tampering interception).

OPA-VER-001Supply-Chain SLSA

Host-Enforced Test Integrity Guard (7/7 Vectors)

Evaluates AST diffs outside the agent execution sandbox to block test file deletion, .skip/.only injection, assertion removal, and snapshot tampering.

OPA-NET-002Network Isolation

Zero-Egress Sovereign Enclave Enforcement

Guarantees zero external telemetry or unapproved outbound HTTP calls from the 1,091 MiB Sovereign Appliance or air-gapped runner sandboxes.

OPA-DBA-003Database Safety

PostgreSQL 18 RLS & Destructive DDL Approval Gate

Inspects SQL migrations and schema contracts (Stage 03 of Foundry DAG) to require human approval for destructive DDL or Row-Level Security (RLS) policy modifications.

OPA-SEC-004Zero-Trust Secrets

OpenBao Transit KMS & Deterministic PII/Secret Redaction

Redacts credentials, high-entropy tokens, and regulated PII before any prompt or tool output is persisted or sent to a model endpoint.

OPA-VER-001 · BLOCKING

Host-Enforced Test Integrity Guard (7/7 Vectors)

POLICY-AS-CODE SPECIFICATION (OPA REGO)COUNTERFACTUAL & PRE-EXECUTION GATE
deny contains msg if {
  input.verification.test_files_deleted > 0
  msg := "Blocked: agent attempted to delete existing test suite"
}
deny contains msg if {
  input.verification.skip_or_only_injected > 0
  msg := "Blocked: .skip or .only modifier detected in test AST"
}
Simulated Adversarial / Fault Event

Agent injected it.skip() on a failing concurrency test inside an isolated worktree.

INTERCEPTED OUTSIDE SANDBOX (100% 7/7) — Diff rejected before PR creation; agent forced to fix root cause.

Verified with Changed-Surface AST Mutation Gate (p95 = 3.77 ms).

05.B // 6 UNIFIED CLIENT SURFACES · 289/289 CAPABILITY PARITY

Work with Mindaeon in Web Console, Desktop, VS Code, CLI, Browser & Office 365

Every client surface connects to the same governed control plane and session state with 289/289 verified capability checks.

Download All 13 Signed Packages
03 // AUTHENTIC PRODUCT CAPTURES · 6 UNIFIED SURFACES (289/289 PARITY)

Inspect Real Production Interfaces Across Console, Desktop & IDE

Every capture below is rendered directly from live Mindaeon v0.1.2 builds and synchronizes automatically with your active light or dark theme.

Open Full-Resolution Capture
✓ 50.0% Shadow FinOps Savings

Mindaeon Web Console — Workspace Overview, Approval Queue & FinOps Budgets

Monitor active projects, running sessions, monthly token spend, and human-in-the-loop approvals.

A unified enterprise control plane for engineering leaders and platform operators. Inspect running sessions, approve gated tool invocations, and track Shadow FinOps savings (50.0% verified reduction).

  • Real-time approval queue for OPA-gated shell, git, and infrastructure actions
  • Shadow FinOps model replay & prompt prefix cache stabilization (50.0% cost reduction)
  • 26 enterprise connectors with sync + live engines and Estate Map black-spot detection
Theme-Synchronized WebP CaptureKeycloak OIDC + OPA Gate Active
Mindaeon Web Console — Workspace Overview, Approval Queue & FinOps Budgets (Light Theme)
05.C // 8-STAGE AUTONOMOUS PRODUCT FOUNDRY · 8 REGULATED SECTORS

Production-Ready Sector Blueprints with Score.dev, OpenAPI 3.1 & SLSA v1.0

Explore Product Foundry
industrialv1.2.0

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.

Inspect 8-Stage Blueprint →
energyv1.0.0

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.

Inspect 8-Stage Blueprint →
fintechv1.1.0

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.

Inspect 8-Stage Blueprint →
healthcarev1.0.0

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.

Inspect 8-Stage Blueprint →
defensev1.0.0

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.

Inspect 8-Stage Blueprint →
telecomv1.0.0

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.

Inspect 8-Stage Blueprint →
supplychainv1.0.0

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.

Inspect 8-Stage Blueprint →
saasv1.0.0

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.

Inspect 8-Stage Blueprint →
05.D // SOVEREIGN DEPLOYMENT · 1,091 MiB IDLE RAM

Deploy in Your VPC or a Single-Host Air-Gapped Appliance

Unlike multi-node enterprise coding appliances that demand 16–32 GiB of idle RAM and mandatory vendor cloud telemetry, the complete 8-service Mindaeon Sovereign Appliance boots in 1,091 MiB of measured idle RAM with zero external network calls.

Explore Mindaeon EnterpriseSecurity & Trust Center
8-SERVICE SOVEREIGN APPLIANCE STACK1,091 MiB Total Idle RAM
Keycloak OIDC / SAML Broker
Identity & Federation
683 MiB
PostgreSQL 18.6 + pgvector
State, RLS & Vector Index
158 MiB
Gitea Internal Git Server
Air-Gapped Mirror & PRs
93 MiB
SeaweedFS Object Store
Artifact & Bundle Storage
78 MiB
Fastify Control Plane
Orchestration & API Gateway
29 MiB
OpenBao Transit KMS
Cryptographic Signing & Secrets
26 MiB
Edge Gateway + Open Policy Agent (OPA)
Zero-Trust Policy & Ingress
25 MiB
06 // ECOSYSTEM INTEGRATIONS · 26 GOVERNED ENTERPRISE CONNECTORS

Works With Your Engineering Ecosystem

Mindaeon plugs directly into your existing source control, issue trackers, chat channels, databases, Kubernetes clusters, and security policy engines—governed by pre-execution OPA Rego rules.

GitHub · GitLab · Jira · Linear · Slack · PostgreSQL · Kubernetes · OPA
LIVE CONNECTOR EVENT STREAMOPA PRE-FLIGHT VERIFIED
Source Control & PRs

GitHub, GitLab & Gitea

Mention @mindaeon on any pull request or issue. Mindaeon spawns isolated Git worktrees, runs its 7-dimension adversarial PR review, and commits signed SLSA v1.0 provenance.

Connector Event Bus (Sync + Live Engines)SHA-256 Chained
[webhook] pull_request.opened → repo: platform/core-ledger (#1842)
[worktree] Created isolated worktree + Shadow Merge radar (0.01 ms p95)
[review] 7-dimension PR review + 3.77 ms AST mutation gate: PASS
26 Connectors + Estate Map Black-Spot DetectionInspect Connector Spec →
07 // TRUST, CASE STUDIES & REPRODUCIBLE EVIDENCE

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.

Inspect Evaluation Methodology
CASE STUDY 01 // PARALLEL WORKTREE REFACTOR

Decomposing a Legacy Monolithic ETL & Settlement Repository into Modular Domain Services

01 // The Original Problem

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.

02 // Scale of the Challenge

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.

03 // The Decision to Use Parallel AI

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.

04 // The Implementation Process

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.

05 // Measurable Outcomes
76.0%Fewer Merge Conflicts

Reduced parallel agent merge conflicts from 25 down to 6 across concurrent worktrees.

71.2%Prompt Token Reduction

3.5x fewer prompt tokens than raw grep while increasing symbol recall from 62% to 94%.

3.77 msp95 AST Mutation Gate

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.”

Principal Platform Architecture Evaluation · Multi-Worktree & Hybrid Code Intelligence Benchmark Suite

Reproducible Evaluation Harness Benchmarks

Every metric is continuously verified by automated benchmark suites in the Mindaeon platform repository.

Ed25519 Signed Release: release-prod-2026-01
Appliance Memory & Sizing SuiteVERIFIED
1,091 MiB
Idle Appliance RAM Footprint
vs 16–32 GiB multi-node appliances

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.

Inspect Benchmark Suite →
Foundry Verification Gate SuiteVERIFIED
100% (7/7)
Test-Tampering Interception
0% false positives on legitimate edits

Blocks test file deletion, .skip/.only injection, assertion removal, and snapshot tampering outside the agent sandbox.

Inspect Benchmark Suite →
AST Mutation Verification SuiteVERIFIED
3.77 ms p95
AST Mutation Verification
13.3x faster than 50 ms budget

Deterministic changed-surface AST mutations verify that new tests genuinely fail when production logic is broken.

Inspect Benchmark Suite →
Hybrid Code Intelligence SuiteVERIFIED
71.2%
Prompt Token Reduction (3.5x vs grep)
94% symbol recall (vs 62% raw grep)

Hybrid Tree-sitter AST + SCIP/LSP call graph + pgvector semantic embeddings fused with Reciprocal Rank Fusion (3.5x fewer tokens than raw grep).

Inspect Benchmark Suite →
Multi-Worktree Radar SuiteVERIFIED
76.0%
Merge Conflict Reduction
25 conflicts reduced to 6

Continuous Shadow Merge dry-runs across parallel git worktrees detect overlapping AST symbols in p95 = 0.01 ms.

Inspect Benchmark Suite →
Shadow FinOps Evaluation SuiteVERIFIED
50.0%
Shadow FinOps Cost Savings
$0.0155 → $0.0077 per workload

Shadow model replay and deterministic prompt prefix ordering maximize cache hit rates without quality regression.

Inspect Benchmark Suite →
FINOPS & VELOCITY ECONOMICS · TRANSPARENT FORMULA ESTIMATOR

Model Your Team's Token Compression (71.2%) & Shadow FinOps Savings (50.0%)

04 // TOPOLOGY SIZING & SHADOW FINOPS CALCULATOR

Size Your Deployment Topology & Shadow FinOps Token Savings

Grounded in our empirical evaluation suites: 71.2% prompt token reduction (Tree-sitter AST + SCIP + pgvector RRF), 50.0% Shadow FinOps cost reduction, and a 1,091 MiB idle RAM footprint for the 8-service Sovereign Appliance.

50 Engineers
5 Seats250 Seats1,000 Seats
2,500 Workflows / mo
250 / mo10,000 / mo25,000 / mo
EMPIRICAL SIZING ESTIMATE

Single-Host 8-Service Air-Gapped Sovereign Appliance

SLSA v1.0 Signed
Appliance Idle RAM
1,091 MiB
All 8 Services Combined
Prompt Token Reduction
71.2%
3.5x fewer vs raw grep
Shadow FinOps Savings
$23,244/yr
50.0% verified reduction
Identity & Secrets:Keycloak OIDC/SCIM + OpenBao Transit KMS
Database & Code Graph:PostgreSQL 18.6 RLS + SCIP + pgvector RRF
Verification Gate:100% (7/7) Test Guard + 3.77 ms p95 AST Mutation
Outbound Telemetry:0 External Calls (100% Local Enclave)
Includes SHA-256 Hash-Chained Audit Ledger
Request Sizing Review
08 // GET STARTED WITH MINDAEON TODAY

Build More. Govern Everything.

Start locally in 60 seconds with our Ed25519-signed CLI and Desktop Workbench, provision an isolated Team & Enterprise Cloud workspace, or schedule a Sovereign Appliance architecture review with our principal engineers.

01 · DEVELOPER & CLI$0 / seat + $5 credit

Download Signed Local Binaries (v0.1.2)

Full Mindcode CLI, 6-pane Desktop Workbench, VS Code extension, and Browser MV3 companion with Bring-Your-Own-Key (BYOK) support.

Download Signed Binaries
02 · TEAM & ENTERPRISE CLOUD$49 / seat / month

Provision a Governed Team Workspace

Includes all 8 Regulated Sector Foundry Blueprints, Parallel Worktree Radar, Shadow FinOps (50% savings), and isolated PostgreSQL 18 RLS.

Compare Plans & Start Trial
03 · SOVEREIGN APPLIANCE1,091 MiB Idle RAM

Schedule Principal Architecture Review

Deploy inside your own VPC, Kubernetes cluster, or air-gapped enclave with zero outbound telemetry and 9 compliance evidence packs.

Book Architecture Review
sudo apt install ./mindaeon_0.1.2_amd64.deb && mindcode swarm run --worktrees 4
Ed25519 Signing Key: release-prod-2026-01