Courses Sparks Tools KipinäHQ Team
The age of autonomous agents is now.

Practical AI courses for developers, architects and decision-makers. You'll learn to build, steer and govern AI systems all the way from code to the board.

Kipinä
// Pulse 2026

What's happening right now

Regulation is moving from paper to practice and the technology is changing faster than organisations can react.

Regulation countdown

EU AI Act in force

72
days remaining

High-risk system obligations from 2 August 2026. Will you be ready in time?

Check your obligations →
Regulation countdown

CRA full compliance

568
days remaining

Cyber Resilience Act 11 December 2027. CE marking and SBOM mandatory for digital products.

Classify your product →
In force

NIS2 / Cybersecurity Act

583
days in force

Obligations move from paper to logbooks: risk management, incident reporting and the supply chain.

Check the scope →
Newest course

AI in the energy sector

Power grids, renewables, predictive maintenance, smart metering. Regulation: AI Act in critical infra, NIS2 and OT security.

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Latest spark · 19/05/2026

Oletko tekoälyn pilotti vai matkustaja? — Suorituskyky ratkeaa siinä, miten ajattelemme, puhumme ja johdamme

Tekoälyn tuottavuus ei ratkea malleilla vaan ajattelutavalla, viestinnällä ja johtamisella. BetterUpin ja Stanfordin tutkimus 10 000 työntekijästä paljastaa, että pelkkä käytön vaatiminen kuusinkertaistaa pilottimentaliteetin todennäköisyyden, mutta johtamisviestintä lisättynä nostaa sen 21-kertaiseksi.

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Trend now

Agents scale to production

Computer Use, MCP and multi-agent systems are moving from demos to real business processes.

Explore the Agents course →
// Try it yourself

This is how an agent works

A multi-agent system: planner, coder, tester and debugger — working together.

kipina-agent — zsh
~$ kpn agent init --model llama3 --tools all
Loading model weights...
LLM ready (llama3)   Tools [python,sql,file_io]
Memory (ChromaDB)   MCP :3001
~$ kpn project "Build a REST API for user management"
Planner Decomposing → 4 steps
Coder python.exec → api.py (42 lines)
Coder python.exec → test_api.py (28 lines)
Tester pytest → 3 passed, 1 failed
AssertionError: expected 200, got 422
Debugger Root cause: missing input validation
Coder file_io.patch → api.py (+3 lines)
Tester pytest4 passed
Reviewer Types   Security   Tests
Deploy kipina.tech:staging
Done (5 agents, 8 steps, 18.2s)
~$

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