LLM + RAG architecture
Production-ready LLM + RAG systems · what makes them faster, cheaper, and more accurate than a demo.
AI solutions →Notes from the studio.
- 20 April 2026 · AI solutions · CybersecurityWhat an AI security audit actually checks in 2026AI security isn't a checkbox. Here's the nine-point audit we run on every LLM system we ship, plus which bugs turn up most often on systems we didn't build.
- 20 April 2026 · AI solutionsHow to ship a production AI chatbot in 14 daysFourteen days from zero to a live AI chatbot your company can actually use. The schedule we follow on every client project, down to what happens on each day.
- 18 April 2026 · AI solutions · CybersecurityLLM prompt injection playbook · the 2026 attack surfaceThe prompt injection surface is not a single bug · it's five categories, each with a distinct defence. Here's our playbook.
- 14 April 2026 · AI solutionsMCP (Model Context Protocol): what it means for LLM agentsMCP is the most important agent standard of the past year. What it means in practice, where we use it, and why to bet on it in 2026.
- 08 April 2026 · AI solutionsShipping AI agents that actually work in productionFrom demo to live system: the retrieval, eval, guardrails and cost control we run on every AI project we ship.
- 05 March 2026 · AI solutions · CybersecurityGDPR + AI: training on user data in 2026 · what's allowed, what isn't'We train on user data' · one sentence most startups drop without friction. In 2026 it opens a GDPR door. Here's the concrete checklist.
- 18 February 2026 · AI solutions · CybersecurityEU AI Act for SaaS: what you actually have to do in 2026AI Act is live. Who it affects, which tier you're in, deadlines · and the three things worth starting now.
- 22 January 2026 · AI solutions · Website & online shopPicking a vector DB in 2026: pgvector, Pinecone, WeaviateThree serious vector DBs, three very different DNA. Here's the decision framework that held up across our 2026 projects.
SHIPPED WORK
- 2026 · AI solutions · Website & online shopAIHealthIQAI reads your wearable data, spots changes, recommends treatment and lifestyle tweaks.
- 2026 · AI solutions · Website & online shop3D AI PropertyAI-generated 3D properties and interiors, walkable in FPV · with a manual editor and drone view.
- 2026 · AI solutions · CybersecurityUse AI EasilyAn AI firm's website · home of Hungary's first dedicated AI-security practice.
- 2026 · AI solutions · Website & online shopThe Truth AI NewsThe only news aggregator that verifies the source, summarises it, and scores how biased the piece is.
- 2026 · AI solutions · BlockchainMulti-Agent Crypto TradingMultiple AI agents trade the top 50 crypto tokens together · data, sentiment, news in one.
- 2026 · AI solutions · Website & online shopBetEdgeData-driven bet analyser · parlay suggestions, best odds, probability math, not guesswork.
- 2025 · Website & online shop · AI solutionsDField PokerA browser-based multiplayer poker room · animated cards, emotes, real-time table feel.
- 2026 · Mobile app (iPhone + Android) · AI solutionsGlowUpSelf-improvement mobile app on iPhone and Android · goals, daily challenges, TikTok-style short content.
CASE STUDIES
- fintech · AI solutions · CybersecurityAI support copilot for an EU neobank · 42% cost drop, 18% CSAT liftA fast-growing EU neobank's support team was drowning in Tier-1 tickets. We built a retrieval-augmented copilot with strict guardrails, live traffic in week four, metered against real CSAT.
- saas · Mobile app (iPhone + Android) · AI solutionsConsumer self-improvement app · App Store + Play Store in 5 weeksZero-to-shipped iOS + Android for a self-improvement startup. Daily-challenge engine, TikTok-style short video feed, expert article library. 5 weeks from first design to App Store review pass.