About Sadig Muradov
Engineer, independent consultant, occasional writer and speaker — drawn to automation, web, and the messy middle of shipping software.
I’m Sadig Muradov — a software engineer and independent consultant working on applied AI, web platforms, and the connective tissue that turns prototypes into systems people actually rely on. I run my practice from Baku and ship for clients across Europe and the Caucasus.
What I work on
Most of my recent work sits at the intersection of three things: language models doing real work, Python/Django services that have to keep running, and PostgreSQL data that has to be reportable, auditable, and fast. I tend to get pulled in when a team has a working prototype but no production story, or a production system that’s outgrown the assumptions it was built on.
Concrete shapes the work has taken:
- LLM-powered systems — agents, retrieval pipelines, evaluation harnesses, and the boring scaffolding (queues, observability, prompt tests) that makes them shippable.
- Django + Postgres — schema design, ORM-friendly database views, migration strategy, query plans for reporting workloads.
- JavaScript / TypeScript — React frontends, Node services, browser automation, and small experiments at the edges of the platform.
- Workflow tooling — internal automations and integrations that compress days of manual work into minutes.
Services
If you’re considering a paid engagement — consulting, architecture review, code review, or focused training for engineering teams — I’m available for short, scoped pieces of work. I’m most useful when there’s a real system in play and a specific decision to make: what to build, what to rip out, what to teach the team. The fastest way to start that conversation is the contact page, where I keep an up-to-date note on what I’ll take on and what I won’t.
Writing and speaking
I write long-form notes when I’ve used something hard enough to have an opinion worth defending — usually Django, Postgres, applied AI, or the small JS experiments that didn’t fit anywhere else. I also speak at conferences, meetups, and internal trainings, mostly on AI engineering and how the craft of software is changing as agents take over more of the routine work. Recordings are linked from each talk where they exist.
Background
I came to engineering the long way around. I trained as an economist, drifted into design, and then realized the thing I actually liked was building the systems behind the screens. That detour is why I tend to obsess about how a system feels to the people using it and the people maintaining it — not just whether it works.
If you want a more chronological view of what I’ve been up to professionally, the LinkedIn profile is the canonical version.
Get in touch
Email is the fastest path — [email protected]. I read everything and reply slowly, but I do reply.
Selected writing
- May 2026 Applied AIHow I Use AI Agents and Agentic Workflows Day to Day
A practical guide to my daily agentic workflow — the hardware split, the n8n and Hermes stack, the Claude Code + tmux loop, the boring safety layer, and the rules I follow so agents stay useful instead of dangerous.
- Feb 2024 DjangoPostgresSimplifying Data Tracking — Queryable Prefixed Django ID Fields
Auto-incremented, prefixed, human-readable IDs (INV00001, ORD0003) in Django — four ways, with the trade-offs of each.
- Jan 2024 DjangoPostgresMastering Reporting in Django with PostgreSQL Views
PostgreSQL views as first-class Django migrations — fewer surprises, faster reports, and a cleaner ORM surface area.
Selected talks
- Apr 2026 training ATL TechAI Engineering for Programmers
From vibe coding to systematic engineering. A 2-hour internal training: how AI is changing software development, why context beats prompts, what MCP / LSP actually do, and the working anatomy of agen…
- Jan 2026 meetup GDG BakuSoftware Engineering in the Age of AI Agents
Don't compete with AI agents — master them. A workshop on what changes when code production goes nearly free: tech-stack expertise stops being a moat, output stops mattering, and the engineers who wi…
- Dec 2025 conference TechBrains 2025Does IT matter?
A short keynote on whether IT — as a department, a discipline, and a profession — still matters in 2025, and what "mattering" looks like once AI eats the routine.