How 2025 took AI from party tricks to production tools
AI reasoning models like DeepSeek-R1, agentic coding tools like Claude Code, and image generation with Nano Banana Pro set daily software engineering standards.
Piotr Migdał
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Make AI agents
production-ready through
realistic simulations
Independent evaluation and training for the AI agent ecosystem. Real-world complexity through simulation environments where agents face multi-hour tasks.
Talk to FounderFor frontier labs
Large-scale RL datasets with tuned difficulty distributions. Cheat-proof reward functions. Teach skills scarce in public data (e.g. dependency hell, distributed system debugging).
For AI app developers
Measure quality and uncover blind spots. Pick optimal models, tune prompts in a fast-changing world. Benchmark against competitors. Win deals and deliver on performance promises.
For enterprise buyers
Independent verification of what actually works. Design processes based on real capabilities, not marketing hype. ROI-driven deployment decisions. Move from FOMO to measurable P&L impact.
Latest insights
Explore our research on AI agents, benchmarking, and evaluation
Migrating CompileBench to Harbor: standardizing AI agent evals
Standardizing AI agent evaluation with Harbor: an open-source framework for reproducible benchmarks, reinforcement learning, and collaborative evals.
Przemysław Hejman & Piotr Migdał
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Antigravity feels heavy and Claude Skills are light
Comparing Google Antigravity and Claude Code for AI-assisted workflows, and why custom Claude Skills might be the better approach.
Piotr Migdał
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Looking for Quesma Gateway?
The Quesma database gateway IP has been acquired by Hydrolix to ensure continued support.
Read the announcement.