Institutional Delivery · Senior Technical Ownership

Engagement Models for Serious Systems

Founder-led production engineering for operators who need software built properly: architecture, implementation, deployment, security, and long-term maintainability under direct technical ownership. AI-assisted delivery compresses execution without compromising quality. Minimum investment ranges are tailored to architectural scope, delivery milestones, and reserved capacity under strict institutional confidentiality. Delivery timing is confirmed after scope review.

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01

Founder-led production engineering

You are engaging senior architectural judgment, rigorous systems engineering, and accountable delivery with zero junior handoffs.

02

AI as leverage, not the offer

AI-assisted execution compresses development cycles, but it never replaces deep systems architecture, verified modeling, or defensive engineering.

03

Scope & SLAs govern engagement

Every engagement is scoped with technical clarity. Commercial terms are structured around explicit milestones, deliverables, and SLAs under NDA.

Core Engineering Modules · Selective Scope Fit

Architectural Delivery Modules

Engagements are accepted selectively when requirements are rigorous, the technical challenge is real, and the project benefits from direct senior systems ownership.

Systems Engineering

Distributed Engine Backpressure & OOM Hardening Sprint

Engagement Structure

$100,000 – $175,000 (Flat 2-Week Sprint)

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Unbounded memory leak elimination & hardware semaphore backpressure
  • Proven across Redpanda (#31594), ClickHouse (#114954), Firecracker (#6298)
  • High-concurrency stress test harness proving cluster stability at 5x peak load
  • Production C++/Rust/Go PR authored with zero junior handoffs
  • Rapid 48–72h root-cause fix + cluster soak & verification
Qualify this scope
Systems Engineering

Core Systems Engineering Retainer

Engagement Structure

$85,000 – $175,000 / month

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Continuous compiler & kernel verified authoring
  • Dedicated low-level engine release gatekeeping
  • Direct founder advisory to CTO / Head of Infrastructure
  • Priority emergency SLA for production cluster regressions
Qualify this scope
Frontier AI Systems & GPU Performance

Frontier GPU Performance Sprint

Engagement Structure

$75,000 – $150,000 (Flat 2-Week Sprint)

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Full KV cache and GPU memory bandwidth audit
  • Custom Triton / CUDA kernel fusion & profiling
  • Production pull request merged into vLLM/SGLang/Triton
  • Guaranteed 25%+ latency reduction or 2x throughput expansion
  • Founder-led SWAT execution — zero junior handoffs
Qualify this scope
Frontier AI Systems & GPU Performance

Principal Architecture Retainer

Engagement Structure

$85,000 – $175,000 / month

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Continuous compiler & kernel invariant authoring
  • Dedicated low-level inference release gatekeeping
  • Direct founder advisory to CTO / Head of AI Infrastructure
  • Priority emergency SLA for production cluster regressions
Qualify this scope
Agentic Systems

Autonomous Agent Context Airlock & Tool-Calling Sprint

Engagement Structure

$50,000 – $75,000 (Flat 2-Week Sprint)

Delivery timeline confirmed upon technical discovery and dependency audit.

  • ZeroSlop™ Context Airlock installation: hard token budget limits & schema coercion
  • Proven across Continue (#13386, #13379), Aider (#5854), FastMCP (#5792)
  • Idempotent multi-step tool execution boundary with automatic rollback recovery
  • End-to-end integration test harness guaranteeing zero silent agent derailments
  • Rapid 48–72h implementation + full multi-turn soak test
Qualify this scope
Agentic Systems

Agent Fleet Architecture Retainer

Engagement Structure

$40,000 – $80,000 / month

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Continuous agent runtime and multi-tool orchestration governance
  • Model provider routing, fallback policies, and latency optimization
  • Human-in-the-loop escalation gates & security audits
  • Zero junior handoffs — founder-led systems engineering
Qualify this scope
Automation Architecture

Vector Store & RAG Pipeline Integrity Sprint

Engagement Structure

$45,000 – $65,000 (Flat 2-Week Sprint)

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Zero-loss ingestion pipeline audit with deterministic chunking & schema validation
  • Proven across Microsoft Semantic Kernel (#14278), Vector (#26725), Arrow-RS (#11657)
  • Embedding cache consistency airlock with real-time discrepancy monitoring
  • Tested production PR merged directly into your indexing pipeline
  • Rapid 48–72h core remediation + 5-day ingestion stress validation
Qualify this scope
Automation Architecture

Event-Driven Automation Architecture

Engagement Structure

Milestone-Based Scope

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Full operational pipeline mapping & transactional queue design
  • Two-way sync between enterprise ERPs, billing systems, and vector stores
  • Idempotent retry policies with dead-letter queue routing and alerting
  • Operational documentation, SLA sign-off & engineer handover
Qualify this scope
Product Engineering

MVP to Production Platform

Engagement Structure

Full-Lifecycle Build

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Complete frontend & backend architecture
  • Database design & auth / RBAC integration
  • Stripe / payment & API integrations
  • CI/CD pipeline & production deployment
Qualify this scope
Technical Strategy

Technical Strategy & Audit Sprint

Engagement Structure

Executive Advisory

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Complete architectural & codebase audit
  • Security & scalability risk matrix
  • Sequenced technical roadmap
  • Executive briefing & Q&A session
Qualify this scope
Agentic Systems & Ribbsaeter Agents

Private Agent Infrastructure

Engagement Structure

Private Deployment

Delivery timeline confirmed upon technical discovery and dependency audit.

  • Private agent stack configuration
  • Model API routing & memory layer
  • Tool integration & approval defaults
  • Operational handover & documentation
Qualify this scope
Engagement models · Four structures

Engagement models

Every project gets a structure that fits the real operating need: fixed budgets for defined scopes, time-and-materials for evolving products, weekly retainers for steady momentum, or a dedicated team for long-term ownership. Delivery timing depends on availability and final project scope.

Proven Engineering Practices · Fixed-Price SWAT Sprints

Sovereign SWAT Remediation Sprints

Flat 2-Week SLA · Zero Junior HandoffsRapid 48–72h Invariant PR Delivery + Soak & Verification
PILLAR 01 · AI SERVING & GPU KERNELS
$75k – $150kFlat 2-Week Sprint

Frontier AI Serving & VRAM Optimization

Surgical SWAT intervention on your inference stack. We audit KV cache allocation, fuse custom handwritten Triton/CUDA kernels, eliminate Python GIL stalls, and merge production PRs directly into vLLM, SGLang, or custom engines.

✓ 30%–60% VRAM reduction✓ 2x–3x throughput expansion✓ Zero memory bus round-trips
Inquire AI Serving Sprint →
PILLAR 02 · DISTRIBUTED & DATABASE RUNTIMES
$100k – $175kFlat 2-Week Sprint

Engine Backpressure & OOM Hardening

Eliminate production OOM crashes, unbonded buffer accumulation, and Raft consensus deadlocks under peak burst traffic. We deliver surgical C++/Rust patches and high-concurrency 5x load stress harnesses.

✓ Hardware semaphore bounds✓ Zero kernel OOM kills✓ MicroVM driver isolation
Inquire Backpressure Sprint →
PILLAR 03 · AUTONOMOUS AGENT ORCHESTRATION
$50k – $75kFlat 2-Week Sprint

Agent Context Airlock & Tool Integrity

Halt runaway agent token loops, truncated JSON tool calls, and state corruption across multi-turn interactions. We deploy the ZeroSlop™ Context Airlock with schema coercion and idempotent tool boundaries.

✓ Hard token budget bounds✓ Schema coercion & retry guards✓ Zero silent tool drops
Inquire Agent Airlock Sprint →
PILLAR 04 · VECTOR STORAGE & RAG INTEGRITY
$45k – $65kFlat 2-Week Sprint

Vector Store & RAG Pipeline Integrity

Halt stale embeddings, chunk drops, and ingestion panics during high-throughput vector re-indexing. We audit schemas, eliminate ingestion drift, and engineer deterministic cache verification airlocks.

✓ Zero-loss ingestion pipeline✓ Embedding cache synchronization✓ Automated CI regression suites
Inquire Vector Pipeline Sprint →

Fixed Budget

Best for MVPs

A clear scope and total cost agreed upon upfront. Ideal when requirements are well-defined and you want reserved senior ownership around a focused build.

  • Predefined scope & deliverables
  • Commercial terms defined upfront
  • Milestone-based payments
  • Great for MVPs & small projects

Time & Materials

Most Flexible

Pay for the actual time and resources spent. Best when the product is evolving and you need reserved senior ownership across discovery, build, and iteration.

  • Flexible scope & priorities
  • Monthly invoicing by hours
  • Agile sprint workflow
  • Ideal for evolving products

Weekly Budget

Steady Pace

A recurring weekly engagement with reserved senior ownership. Keeps momentum high without the overhead of full-time hires.

  • Predictable weekly spend
  • Reserved team capacity
  • Priority task queue
  • Scales up or down weekly

Dedicated Team

Enterprise

A full team embedded in your workflow, managed by us but working as an extension of your company. Best for long-term production ownership.

  • Full-time specialists assigned
  • Direct communication channels
  • Long-term collaboration
  • Scalable team size on demand

Not sure which model fits? A 30-minute discovery call with a senior engineer will clarify scope, availability, risk, and the right engagement shape.

Start a project
Sovereign Managed Division

30-Engineer Tier 1 Fleet Retainers.

For enterprises, institutions, and high-growth portfolios: deploy dedicated sovereign engineering squads covering distributed databases, compiler-grade guarantees, and cloud runtimes. Activated within 24 hours under Mutual NDA.

Explore Enterprise Division

Frequently asked questions

How are consulting and engineering engagements scoped?

Commercial terms are produced following an initial technical discovery session under mutual NDA. Every engagement is bound to explicit deliverables, architectural boundaries, and milestone reviews.

Do you offer fixed-milestone engagements?

Yes — for well-defined architectural builds, discovery sprints, and security/verified audits. For evolving platforms or continuous production ownership, we operate under dedicated weekly or monthly retainers.

What is included in an engineering engagement?

Architectural specifications, production implementation in Rust/C++/TypeScript/Go, deterministic automated test harnesses, CI/CD airlock verification, and comprehensive handover documentation with post-launch SLA coverage.

Where can I find pricing for ZeroSlop™?

ZeroSlop™ is our standalone developer software product engineered by Ribbsaeter Systems. Every GitHub account receives a Single Evaluation Try ($0 · 1 Free Pull Request Try, after which the account locks until subscribed), with self-serve commercial tiers at $29/mo (ZeroSlop™ Pro) and $1,999/mo (ZeroSlop™ Enterprise). You can view the full pricing breakdown and interactive simulator directly on the ZeroSlop page.