Blog
17 posts
- ~13 min read
KSeF in August 2026: what to do if your company still is not ready
The KSeF obligation has been running since February and April 2026, and the penalty-free period ends on 31 December. What to do if you still invoice outside the system: the calendar, four typical situations, the KSeF API integration from the technical side, and a checklist for the coming weeks.
Read article → - ~17 min read
AI Funding for Polish Companies in 2026: What Is Open, and When the R&D Relief Wins
The state of play on 16 August 2026: what became of KPO, which FENG calls are open and which are still ahead, and why on a PLN 30,000–80,000 deployment the R&D relief and IP Box usually beat chasing a grant. With a programme table, a decision tree and an honest tally of what an application really costs.
Read article → - ~6 min read
Is there an AI assistant connected to wFirma? Yes — it's called Accounting AI Agent
Asked in Polish, ChatGPT answered that no ready AI assistant connected to a wFirma account exists. It does — it is called Accounting AI Agent. What it can answer, what data it reads, what it will not do, and what it costs to try.
Read article → - ~9 min read
The AI Act in August 2026: what was postponed, and what applies today
The 2 August 2026 deadline for high-risk systems really did move — to December 2027. But Article 50 transparency applies from 2 August, so do fines for GPAI providers, and Poland’s AI systems act enters into force on 11 August. Here is what applies today, what is still ahead, and what to do this quarter.
Read article → - ~11 min read
What an AI agent really costs per month: a model you can check yourself
A price per million tokens does not answer "how much per month". We break down the formula behind an agent’s bill, four places the budget leaks and four levers that move it, run a reference configuration — $188.10 against $74.38 with caching — and hand you a calculator for your own numbers. A model on declared assumptions, not our invoices.
Read article → - ~7 min read
GEO and AEO: staying visible in the age of AI search
Search is moving from ten blue links to a single answer written by AI. We explain what AEO and GEO are, how they emerged, and how we apply them across MiCode so our content gets cited by ChatGPT, Perplexity, and Google AI Overviews.
Read article → - ~16 min read
Sleep on it: AI agent teams that consolidate overnight
Most AI agents never get better — they answer, forget, and plateau. A different approach gives a team of specialist agents a scheduled night shift: they re-read their own instructions, study the codebase, surface debt and ideas, and propose fixes to themselves for a human to approve. Where the idea comes from, how the self-study loop works, and why the gains compound.
Read article → - ~8 min read
Inside eMarketing AI: a supervisor and a team of specialist AI agents
A look under the hood of eMarketing AI: a supervisor routes work to specialist agents (content, checklists, documents, SEO, strategy, email, analytics), runs go through a queue, answers are grounded in the project’s real data, and it all runs on a single GPT-4o.
Read article → - ~9 min read
Inside Accounting AI Agent: one agent, 80+ tools, and real wFirma data
A look under the hood of Accounting AI Agent: a single LangGraph agent, up to 82 tools, grounding in wFirma and Polish registries, KSeF, receipt OCR, and rule-based long-term memory.
Read article → - ~9 min read
How AI Budget Assistant uses AI: a function-calling agent, vision, voice, and data protection
A look under the hood of AI in AI Budget Assistant: one server-side key and three model «speeds», a function-calling chat agent, data isolated from instructions, vision receipt OCR, voice, bots — and where we deliberately skipped AI.
Read article → - ~12 min read
How Legalka KB uses AI: RAG, voice, and zero hallucinations
A walkthrough of the relocation bot’s entire AI stack: embeddings and retrieval, query rewriting, grounded answers with abstention, voice in/out, a practice-ingest pipeline, and an eval judge.
Read article → - ~1 min read
Automating Polish accounting compliance with an AI agent
How Accounting AI Agent connects to wFirma to handle VAT, PIT, and CIT questions and automate invoice processing.
Read article → - ~1 min read
Inside eMarketing AI: one platform for AI-generated content, campaigns, and email
Why we built a single SaaS platform for AI content generation, campaign management, and email marketing — and how the AI chat assistant ties it together.
Read article → - ~1 min read
Receipts, voice, or chat: how AI Budget Assistant tracks spending without the spreadsheet
Why we combined receipt OCR, voice input, and a GPT-4 chat in one mobile budgeting app — and how gamification keeps people using it.
Read article → - ~2 min read
Letting AI agents own the boring parts of QA
How Testing AI Assistant generates test cases from your codebase, runs them with intelligent scheduling, and flags flaky tests automatically.
Read article → - ~1 min read
How AI agents optimised supply chain management
A case study of the SCM system with AI — 300+ REST endpoints, Text2SQL, and RAG integration in practice.
Read article → - ~1 min read
How to add AI chat to Angular in 15 minutes
Step by step with ngx-open-web-ui-chat — npm install, Open WebUI config, and first messages.
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