JUSTOPS.IO Platform, FinOps & Private AI Engineering
✔ Private Cloud AI · DevSecOps · Cloud FinOps

Scale-to-Zero Private LLM Pipelines & Cloud Cost Control

Run open-weights AI security audits, automated code reviews, and self-hosted business cloud stacks at $0.00/hr idle compute — 100% inside your own cloud VPC or bare-metal Linux server without leaking source code to third-party APIs.

Explore Interactive Architecture ↓ Inspect Sample PR Security Audit View Architecture Deck View Fixed-Scope Packages
$0.00/hr
✔ Idle Compute Cost
Dual-Manifold FinOps Kill-Switch guarantees 0 active nodes between builds.
~$0.03
▲ Per CI Pipeline Run
JustOps Burst Fabric + Zero-Cold-Start Hydration bypass 15-min cold boots.
100% VPC
✔ Zero External APIs
Proprietary commits, secrets, and customer data never leave your tenancy.
Up to 95%
▲ Cloud Bill Reduction
Eliminate idle accelerator shapes, orphaned OCI/AWS volumes, and per-seat SaaS bloat.
▲ Proprietary Runtime & Execution Flow

How Ephemeral Cloud AI & DevSecOps Pipelines Work

Click any of the 5 pipeline stages below to inspect the operational SLAs, security gates, and FinOps billing guarantees deployed into your tenancy.

Targets: Google Cloud · Oracle Cloud (OCI) · AWS · Bare-Metal Linux
Stage 01: JustOps SecGate Deterministic Pre-Gate (<2 Seconds)

Before allocating a single cent of burst cloud compute, our deterministic pre-gate inspects the exact commit delta. It blocks accidentally staged credential files, cloud API tokens, unvalidated filesystem traversal sinks, unparameterized command execution, and missing RBAC route guards—emitting a compact structural context graph for the neural stage.

  • ✔ Zero-cost pre-filter executes in <2s on standard GitHub/GitLab/Gitea runners
  • ✔ Enforces repository & container build hygiene before cloud provisioning
  • ⚠ Compresses diff context by up to 85% so neural inference finishes in seconds
justops-runner — ephemeral-secops-appliance (Job #418 · JustOps Burst Fabric · Client VPC)
[09:14:02] ✔ [STAGE 1] JustOps SecGate pre-gate inspected 14 files (312 diff lines) → ⚠ 2 High-Risk Sinks Flagged
[09:14:10] ✔ [STAGE 2] Candidate smoke gate passed (atomic build verified, GET /api/health → 200 OK in 380ms)
[09:14:12] ▲ [STAGE 3] Provisioning Ephemeral Burst Slice in client VPC (Dual-Manifold Lease Ceiling Active)...
[09:14:48] ✔ [STAGE 3] Zero-Cold-Start Hydration complete [PROPRIETARY CORE REDACTED] → Engine Ready
[09:15:00] ✔ [STAGE 4] Private Skeptic Consensus audit complete → Posted remediation patch to PR #142
[09:15:03] ✔ [STAGE 5] Dual-Manifold Kill-Switch executed → Active Burst Nodes: 0 ($0.00/hr Idle)
✔ Interactive Pull Request Demo

What Your Developers See on Every Pull Request

Switch between three real-world vulnerability classes below to see how our private engine combines static analysis, skeptic verification, and contextual patch generation.

✔ Pull Request #142 feat(export): add invoice archive endpoint & report runner (main ← feat/invoice-export)
✔ Private VPC Inference • Run Cost: $0.03 • Post-Run Nodes: 0 ($0.00/hr)
GitHub Actions Workflow
justops-ephemeral-secops.yml
✔ 1. JustOps SecGate Pre-Gate
AST & structural diff check
1.6s
✔ 2. Atomic Smoke Gate
Candidate build + /api/health
8.4s
▲ 3. Ephemeral Burst Spin-Up
Zero-Cold-Start Hydration
38.2s
⚠ 4. Skeptic Consensus Audit
Critical finding patched
11.4s
✔ 5. Scale-to-Zero Teardown
Dual-Manifold Kill-Switch
3.1s
▲ EPHEMERAL RUNTIME SLA
Auth:Scoped OIDC / Secrets
Compute:JustOps Burst Fabric
Hard Ceiling:Dual-Manifold Auto-Kill
Code Privacy:100% In-Tenancy
AI justops-private-secops ✔ Self-Hosted Model · Zero External API Calls
⚠ VERDICT: BLOCKED (CRITICAL VULNERABILITY)

⚠ [CRITICAL] Shell Command Injection & Unsanitized Path Traversal — handlers/export.go:48

User-supplied query parameter r.URL.Query().Get("archive") is joined directly to the filesystem path without filepath.Base() and interpolated into exec.Command("sh", "-c", ...). An authenticated user can escape the export directory or execute arbitrary shell commands inside the container.

Suggested Remediation Patch — handlers/export.go ✔ Drop-in Safe Replacement
func HandleInvoiceExport(w http.ResponseWriter, r *http.Request) {
- target := filepath.Join("/data/exports", r.URL.Query().Get("archive"))
- cmd := exec.Command("sh", "-c", fmt.Sprintf("tar -czf %s.tar.gz %s", target, target))
+ cleanName := filepath.Base(r.URL.Query().Get("archive"))
+ if !validArchivePattern.MatchString(cleanName) {
+ http.Error(w, "invalid archive identifier", http.StatusBadRequest)
+ return
+ }
+ target := filepath.Join("/data/exports", cleanName)
+ cmd := exec.Command("tar", "-czf", target+".tar.gz", "--", target)
if err := cmd.Run(); err != nil {
✔ Engine: Private Open-Weights 32B ▲ Total Pipeline Time: 62.7s ▲ Burst Compute Cost: $0.03 ✔ Cluster State: Scaled to 0 ($0.00/hr)
▲ Client Integration & IP Boundary

Client Integration Contract & Redacted Runtime Telemetry

Inspect the lightweight caller contract wired into your repository alongside our signed FinOps attestation schema. Core hydration, accelerator routing, and skeptic engine internals are proprietary and deployed under engagement.

Proprietary Core Redacted · Client-Licensed 
# Client CI Integration Stub (Deployed Inside Your Repository)
# Note: Underlying Burst Accelerator Routing, Zero-Cold-Start Hydration,
# and Skeptic Consensus orchestration execute inside the licensed JustOps Appliance.
name: JustOps Ephemeral Private AI SecOps
on:
  pull_request:
    branches: [ main, master ]

jobs:
  justops-private-secops:
    runs-on: ubuntu-24.04
    timeout-minutes: 15
    steps:
      - uses: actions/checkout@v7
        with:
          fetch-depth: 4

      - name: "Invoke JustOps Ephemeral Burst Appliance (100% In-VPC)"
        uses: justops-internal/ephemeral-secops-appliance@v3
        with:
          tenancy_oidc_token: ${{ secrets.JUSTOPS_TENANCY_OIDC }}
          burst_profile: "zero-cold-start-32b-skeptic"
          hard_finops_ceiling_usd: "0.05"
          post_pr_remediation: "true"
        # ----------------------------------------------------------------------
        # [REDACTED — PROPRIETARY JUSTOPS CORE ENGINE]
        #   - Burst Accelerator Pool & Topology Arbitrage
        #   - Zero-Cold-Start In-Memory Tensor Snapshot Hydration
        #   - Multi-Shard Adversarial Skeptic Verification Pass
        #   - Dual-Manifold Hardware & Control-Plane Kill-Switch ($0.00/hr Idle)
        # ----------------------------------------------------------------------
▲ Cloud FinOps & ROI Analysis

Cut Cloud & AI Infrastructure Bills by Up to 95%

Use the estimator below to compare an always-on cloud GPU + SaaS stack against an ephemeral burst pipeline and self-hosted Linux cloud.

⚠ Typical Unoptimized Cloud + Per-Seat SaaS Burn: $2,700 / mo
✔ Ephemeral Burst AI Compute (550 runs/mo @ $0.03): $16.50 / mo
✔ Idle AI Accelerator Compute Cost (24/7): $0.00 / hr
Estimated Annual Savings:
$32,202 / yr
⚠ Common Cloud Trap #1

Always-On Cloud GPU & Unchecked OCI/AWS Tenancy

$1,450 – $3,800/mo
Billed 24/7 even when pipelines & teams are asleep
  • ⚠ 90%+ Idle Compute Waste: Dedicated accelerator shapes sitting idle between jobs.
  • ⚠ Orphaned Cloud Resources: Unattached block/boot volumes, idle NAT gateways & duplicate load balancers.
  • ⚠ No Hard Kill-Switches: A single stuck job or forgotten test cluster burns thousands per month.
▼ High Fixed Burn · Zero FinOps Guardrails
⚠ Common Cloud Trap #2

External SaaS AI APIs & Per-Seat Cloud Bloat

$600 – $2,500+/mo
Per-seat SaaS licenses + unpredictable token bills
  • ⚠ Proprietary Code Leaves VPC: Source diffs, credentials & customer docs sent to 3rd-party APIs.
  • ⚠ Rate-Limit Bottlenecks: 429 quota exhaustion stalls automated security sweeps & CI builds.
  • ⚠ Recurring SaaS Tax: Paying monthly per user for files, CRM, billing & chat you could own.
▼ Compliance Risk · Endless Per-Seat Fees
✔ JustOps Architecture

Self-Hosted Private Cloud + Scale-to-Zero Burst AI

$0.00/hr Idle (~$0.03/run)
Pay only for active seconds of ephemeral AI burst or fixed bare-metal Linux
  • ✔ 100% Private In-Tenancy AI: Open-weights 32B–70B models inside your own VPC or on-site server.
  • ✔ Zero-Cold-Start Hydration: Proprietary hydration boots burst nodes in seconds, not 15 minutes.
  • ✔ Dual-Manifold Billing Protection: Independent CI + control-plane kill-switches guarantee $0.00/hr idle.
  • ✔ Hardened Rootless Containers: SSO, TLS, nightly encrypted backups & zero-downtime deploys.
✔ 100% Data Ownership · Up to 95% Lower Monthly Spend
✔ Executive Architecture Briefs

Engineering Whitepapers & Architectural Notes

Select an executive technical brief below (core hydration & routing mechanics redacted for public distribution).

Public Executive Edition

Solving the 15-Minute Cold-Start: JustOps Zero-Cold-Start Hydration & Burst Compute Fabric

Author: Justin Mecham — JustOps (justops.io)
Classification: Public Executive Brief (Core Runtime Internals Redacted — Client-Licensed Only)
Copyright: © 2024–2026 Justin Mecham / JustOps (justops.io). All Rights Reserved.

1. The Idle Cloud AI Billing Trap

Most engineering organizations attempting to run private open-weights LLMs (32B–70B+ parameter code & security models) inside their own cloud tenancy hit an expensive architectural wall:

  1. Always-On Dedicated Accelerators ($1,450–$3,800/mo): Leaving dedicated GPU/accelerator instances running 24/7 when CI/CD pipelines and developers only run inference for 15–45 minutes per workday wastes over 90% of compute spend.
  2. Naive Ephemeral Spin-Up (12–18 Minute Cold Starts): Provisioning standard cloud instances on-demand saves idle money, but standard inference servers re-initialize tensor graphs and stream multi-gigabyte weights over congested storage buses on every boot—blocking pull request pipelines for 15+ minutes.

2. The JustOps Zero-Cold-Start Hydration Engine

To achieve ~$0.03 per pipeline run with sub-minute readiness and $0.00/hr idle compute, the JustOps runtime decouples model graph compilation and tensor staging from ephemeral job execution:

Operational Metric Naive DIY Ephemeral Boot JustOps Burst Accelerator Fabric
Idle Compute Cost (24/7) $1,450–$3,800/mo (or manual stop/start) $0.00/hr (0 active nodes between runs)
Cold-to-Inference Readiness 600–900s (graph compile + disk I/O stall) ~38s via Zero-Cold-Start Hydration
Per-Run Burst Cost $0.45–$1.20 per PR ~$0.03 per PR
Source Code & Data Residency Often routed to external SaaS APIs 100% In-VPC (0 bytes sent externally)

Client Integration Boundary ([PROPRIETARY CORE REDACTED])

During a client engagement, the JustOps Burst Appliance is deployed directly inside your Google Cloud, Oracle Cloud (OCI), or AWS tenancy. Your CI/CD pipeline interacts with a simple, deterministic CLI contract while the underlying accelerator routing, tensor snapshot hydration, and hardware teardown mechanics operate as a self-contained black box:

# JustOps Ephemeral Runtime Execution Trace (Redacted Client View)
[00.0s] ✔ JustOps SecGate Deterministic Pre-Gate: 14 changed files verified
[01.6s] ▲ JustOps Burst Fabric: Allocating ephemeral accelerator slice in client VPC
[39.8s] ✔ Zero-Cold-Start Hydration: [PROPRIETARY IN-MEMORY TENSOR SNAPSHOT HYDRATED]
[51.2s] ✔ Multi-Shard Skeptic Gate: Verified 1 critical sink; generated drop-in patch
[54.3s] ✔ Dual-Manifold Kill-Switch: Burst slice deprovisioned -> 0 Active Nodes ($0.00/hr)

Note on Proprietary IP: Specific accelerator pool selection heuristics, zero-I/O tensor hydration mechanics, and pre-baked runtime images are proprietary JustOps intellectual property and are delivered exclusively to contracted clients under license.

✔ Fixed-Scope Consulting & Implementation

Engage Directly via Fiverr

Delivered by a Staff Platform Software Engineer & SRE with 10+ years operating 2,000+ node enterprise Oracle Cloud (OCI), Linux, and Kubernetes environments.

AI Implementation & DevSecOps3 – 21 Days

Private AI Server & Scale-to-Zero Cloud Burst Pipelines

Deploy private open-weights LLMs on-site, on a dedicated GPU box, or as an ephemeral scale-to-zero CI/CD security & code-review appliance inside your cloud VPC.

Workstation AI: $400 Team AI / CI Pipeline: $1,500 Full FinOps + Deploy: $5,000
View Private AI Gig on Fiverr ↗
Oracle Cloud (OCI) FinOps3 – 21 Days

Cut Your Oracle Cloud (OCI) Bill by Removing Waste & Duplicates

Read-only tenancy audit and cleanup of idle compute shapes, unattached block/boot volumes, duplicate load balancers, oversized DB systems, and automated stop/start Terraform FinOps guardrails.

Cost Audit: $500 Audit + Cleanup: $1,500 Full FinOps Setup: $4,000
View OCI Cost Audit Gig on Fiverr ↗
Self-Hosted Linux Cloud3 – 21 Days

Self-Hosted Company Cloud on Your Own Linux Server

Replace recurring per-seat SaaS bills with a hardened rootless container stack on your own server: Nextcloud files, Authentik SSO, Invoice Ninja billing, EspoCRM, Vaultwarden, mail, TLS, and nightly encrypted backups.

Starter Cloud: $600 Business Cloud: $1,800 Full Company Cloud: $5,000
View Self-Hosted Cloud Gig ↗
Turnkey Managed Cloud3 – 14 Days

Managed Private Company Cloud with Billing, CRM & Files

A fully isolated, monitored, and backed-up private company cloud environment hosted and maintained for your team — complete with SSO, files, invoicing, CRM, password vault, and zero-downtime updates.

3 Months Hosted: $900 6 Months Hosted: $2,400 12 Months Hosted: $6,000
View Managed Cloud Gig ↗