PRODUCTION AI · AUTOMATION ENGINEERING

AI systems that actually run in production.

Not demos. Not prompt engineering. Real systems with cost monitoring, error handling, and documentation so your team can maintain them after I'm gone.

~/synkerra/production-ai-agent — architecture.svg
USER REQUEST Natural language CLAUDE SONNET 4.6 Agentic Loop Plan → Act → Verify Max iterations: 12 cross-verify every key fact web_search Tavily API fetch_url Firecrawl → Jina whois_lookup domain registry dns_lookup DNS records wayback_lookup Internet Archive SQLITE TOOL CACHE 24h TTL · 30-50% hit rate STRUCTURED REPORT ▸ Key findings ▸ Details ▸ Confidence ▸ [unverified] ▸ Sources ✓ audit-ready Reference architecture: production OSINT research agent · operating since May 2026
3
Production
AI systems
200+
Articles
published
$1/mo
Largest
pipeline cost
100%
Uptime
since launch

What I build

Six core capabilities, all built on the same principles: cost discipline, fail-closed security, handoff-ready documentation.

01 · AGENTS

Custom AI Agents

Claude Sonnet/Opus with tool use loops. Multi-step research, structured outputs, confidence scoring. Production patterns for cost control.

02 · CONTENT

Content Automation

Multi-source aggregation, AI-powered scoring, multilingual publishing. JSON-driven architectures that scale without enterprise overhead.

03 · OSINT

OSINT & Research

Public-data research agents with cross-verification, source citations, transparent confidence levels. Ethics-by-design, GDPR-aware.

04 · RAG

RAG Systems

Retrieval over your internal documents. Claude API, vector search where it adds real value, honest about when simpler approaches win.

05 · WORKFLOWS

Workflow Automation

n8n, Make.com, custom Python orchestration. AI-enhanced workflows with proper error handling, observability, and cost tracking.

06 · ARCHITECTURE

AI Architecture

Audits, ADR-driven governance, cross-system standards. For teams scaling multiple AI systems and needing them to coexist.

Production work

AI systems I built and currently operate. Live, verifiable, with real numbers.

Bilingual AI Content Pipeline
CONTENT PIPELINE

Bilingual AI Content Pipeline

Daily automation processing 8 academic sources, scoring via Claude Haiku 4.5, publishing bilingual to Telegram + WordPress. Replaced 60-90 hours/month of editorial labor.

200+
Articles
$1/mo
API cost
100%
Uptime
View live demo →
OSINT Research Agent
AGENTIC AI

OSINT Research Agent

Telegram bot with Claude Sonnet 4.6 and 5-tool agentic loop. Returns structured research reports with confidence levels and source citations.

30-60s
Per query
$0.05+
Per research
5-10×
Cost saved
Request case study →
Architecture Governance
METHODOLOGY

Architecture Governance

Lightweight ADR-driven governance framework for multi-component AI platforms. AI-assisted review, three-tier decision routing, due-diligence-ready documentation.

3
Systems
9
Contours
<20%
Overhead
Request methodology →

How I work

Four principles that govern every engagement.

01

Async-first communication

Text-based, documented decisions, written progress updates at each milestone. Avoids the "what was discussed on Tuesday's call?" problem.

02

Milestone-based pricing

Typically 33/33/34 across 3 milestones (or 4×25% for larger). No hidden costs, no scope creep without written approval.

03

3-tier credentials protocol

For production keys and sensitive data, you add them directly to deployed environments. I never see raw values. Protects your security, limits my liability.

04

Knowledge transfer by default

Every engagement produces documentation that lets your team continue without me. No vendor lock-in through knowledge hoarding.

What I won't do

Explicit filters that protect both of us from bad fits.

  • Gambling, adult content, scam infrastructure, or dark patterns
  • Russian-controlled clients (I'm Ukrainian, war is ongoing)
  • Offensive military systems (defensive applications fine with clear use-case)
  • "ChatGPT-like but better" with undefined scope or success criteria
  • Projects under $2,000 — discovery overhead doesn't pencil out for either of us
  • "Money-back guarantees" on outcomes I don't control — red flag from any serious freelancer

Have a project to discuss?

Send a description with budget range and timeline. I'll respond within one business day with either a structured proposal or honest decline.

hello@synkerra.com