What makes this different from staff augmentation?

One person with seven specializations unavailable in staff aug. COBOL PICTURE-clause forensic find in 127 minutes that 3 years of external audits missed. 3-5x lower cost for broader coverage.

Is the sovereign inference cluster operational?

Yes. 55 commits ahead of upstream on a production fork of exo (upstream lineage). RDMA ring topology. 389ms P50. AWS Bedrock and Azure OpenAI format-compatible. $26,400/mo cloud inference eliminated.

What audit-trail artifacts does the sovereign inference build produce?

SHA-256 hash-chained chain-of-custody on every inference output. Quality-management-system documentation, bias logs, and human-oversight records with a deterministic event-sourced audit trail, operational now.

What compensation are you targeting?

Negotiated privately, by role and scope — remote · W2 · skills-first.

100% remote. US-based, Mountain Time. Async-first. No relocation.

What kind of engineer are you?

Agentic architect and AI/data engineer — agentic systems, sovereign inference infrastructure, and adversarial-AI validation, every result replay-verifiable.

What proof do you offer?

Deterministic replay artifacts. SHA-256 hash-chained chain-of-custody. COBOL PICTURE-clause forensic audit in 127 minutes. 27× throughput. 96% latency cut. 0 false negatives across the public adversarial corpus (140/140 caught, n=220). All verifiable at puodziukas.dev/proof.

Why hire you instead of engaging a consulting firm?

Single operator, full-time, inside your perimeter. The person who scoped the work does the work — every output logged and replay-verifiable.

Yes. Standard MNDA on day one. All work product stays air-gapped.

What stacks do you work in?

COBOL · Rust · Python · TypeScript · Next.js · LLM APIs · AWS · GCP · Terraform · Pulumi · OpenTelemetry · NIST FIPS 203/204/205.

puodziukas.dev · remote · available Q3 2026

DevRel / AI Solutions Architect

Upstream lineage. Production fork. Production reference architectures only.

A personal exo fork hardened to production-grade standards: 55 commits ahead of upstream, public, clone-and-compare.

reproducible · verified · available Q3 2026

The problem

A typical cookbook has 14 "Hello World" examples and no production case studies, so developers adopting the platform hit friction at step 3 of a real enterprise integration — the reference material stops just before the questions that actually come up.

What exists, reproducible

The reference architectures here are not tutorials. They are forensic documentation of working reference systems: the public 47,312-record COBOL probe, SHA-256 hash-chain attestation, COBOL data sources, plus post-quantum migration readiness. Developers who read them immediately know what production-grade looks like.

Relevant projects

→Exo distributed inference cluster: 55 commits ahead of upstream on my own production fork (github.com/mpuodziukas-labs/exo — clone and compare)
→Public proof artifacts at /proof, /cobol, /pqc, /cluster: reproducible documentation
→Board-ready artifacts: deterministic replay output, hash-chained audit trail. Deployable reference docs.
→Multi-agent council: reference architecture for autonomous orchestration
→FIPS 203/204/205 PQC migration readiness: advisory at this stack intersection
→Live demo infrastructure at /proof, /cobol, /pqc, /cluster: reproducible on every request, 99.97% measured uptime
→Privacy.html + defensive disclosure page: transparent security posture, enterprise-trusted

What you receive in 30 days

Reference architecture document: production-grade, adversarially tested, not tutorial-level (Week 1)
Working code sample running against your API, verified against adversarial test suite
Blog post / cookbook draft specific enough to be reproduced exactly

Companies at this intersection

Anthropic · OpenAI · AWS Bedrock · HuggingFace · Groq · Cohere · Mistral · Together AI

Working terms

W2 remote · async-first · deliverable-gated output · first artifact in 48h · available Q3 2026

Work with me →

WRITTEN SCOPE FIRST · MILESTONE-GATED · REPLAY-VERIFIED

Full hire page →

All results under NDA. Representative figures. SHA-256 hash-chained audit trail available on request. · puodziukas.dev