Notes on shipping AI systems.
Working notes on the systems we build: the architecture calls, the tradeoffs behind them, and the production numbers that came out the other side.
EU AI Act compliance for automation you already run
EU AI Act compliance for systems already in production: what binds you from 2 August 2026, what moved to December 2027, and what to change in the code.
Connect AI agents to your data without handing them a copy
How to connect AI agents to your data through a tool layer instead of a synced copy: sizing tools, permissions, stale context, latency and the write gate.
RAG for enterprise knowledge base - what actually breaks at 500K records
RAG for enterprise knowledge base search degrades quietly at scale. What breaks on 500K records, in the order it breaks, and what each fix costs to add.
AI automation for small business starts with a process, not a tool
AI automation for small business, decided process-first: four tests you can run this week, evidence from seven production systems, and a worked example.
Why AI agents fail in production - a post-mortem with real numbers
Why AI agents fail in production is rarely a crash. It is a fluent, confident, wrong answer that passed the demo. A post-mortem of five failure modes.
AI grants in Poland, decoded: what a grant of each size actually buys
AI grants in Poland (PARP, Dig.IT, FENG) sell the maximum amount, not the scope. The frame: what a grant actually buys, and the one phase it never funds.
AI agent development cost, itemized: a frame to price any quote
Most AI agent development cost guides give a $10K-$400K shrug. Here's the frame: the four phases, the run cost they skip, and questions to price any quote.
Poland's KSeF e-invoicing is live. Here is the invoice pipeline your Polish entity needs.
KSeF is live in Poland. A practitioner's guide to the e-invoicing pipeline: FA(3) XML, validation, GL coding, ERP, and where AI helps vs where plain code wins.
Build vs buy for AI: the thresholds that actually decide it
Vendors say buy. Platforms say build. A studio that does both walks through the real thresholds - with cost tables, worked examples and a trial checklist.
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