50x Cheaper Than Claude - But Can It Actually Code?

MiniMax M2.7 is a frontier-level AI coding model that notably helped build its own training infrastructure — a single developer used it to autonomously architect a full agent harness with CI testing in 4 days, achieving a 30% improvement on internal benchmarks over 100 self-improvement rounds. The model scores competitively on SWE-bench Pro and MLE-bench, close behind GPT-4 and Claude Opus, while offering a 97% tool-call compliance rate vs. the average 74%. Pricing starts at $20/month for a token plan (vs. ~$200/month for Claude), and it can be integrated into Cursor, Claude Code, and other AI coding tools via API. A hands-on demo builds a real-time system monitoring dashboard in Next.js, including a full WebSocket refactor, with minimal errors across four prompts. Open weights are expected to be released soon.