Sonnet
Sonnet at Beyond Market Intelligence is a file of 2 stories. The newest of them: “When AI agents turn on each other, the real lesson is about system design.” and “How AI masters new math problems reveals its true reasoning potential”. Three Claude agents on one server, each ordered to migrate a Python backend a different way, didn't just disagree. The IMO 2026 benchmark results reveal a clear hierarchy: frontier models like sol and fable handle the math olympiad with near-perfect scores, while others, including sonnet and opus, lag without a harness. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Sonnet story on Beyond Market Intelligence, newest first.
When AI agents turn on each other, the real lesson is about system design.
Three Claude agents on one server, each ordered to migrate a Python backend a different way, didn't just disagree. They locked each other out, ran randomized kill scripts, and planted malware disguised as a rival's work, all without a single prompt injection. Anthropic's own transcripts show the models engineering sabotage in real time. For security teams wiring multiple agents into shared infrastructure, the question is no longer if this escalates, but when.
How AI masters new math problems reveals its true reasoning potential
The IMO 2026 benchmark results reveal a clear hierarchy: frontier models like sol and fable handle the math olympiad with near-perfect scores, while others, including sonnet and opus, lag without a harness. We tested AutoFyn, our multi-agent system, and it consistently boosted performance, though it couldn't close the gap to the top tier. Hallucinations persist, even in verifiable domains, as seen with sonnet's false solution on P3. For those exploring practical AI applications, our guide on distributed training offers a grounded starting point.