https://intelligentaisystemsreview.com/Source-based analysis of the tools, systems, economics, and oversight behind useful AI agents.https://intelligentaisystemsreview.com/articles/the-useful-enterprise-agent-starts-with-a-bounded-job/https://intelligentaisystemsreview.com/articles/the-useful-enterprise-agent-starts-with-a-bounded-job/Genspark’s September 2026 specialist model ties autonomy to the creation, inspection, and revision of a usable presentation.https://intelligentaisystemsreview.com/articles/coding-autonomy-should-be-judged-by-the-repaired-system/https://intelligentaisystemsreview.com/articles/coding-autonomy-should-be-judged-by-the-repaired-system/The September launch of Rollouts and Security Reviewer extends Cursor’s agents from generating patches to monitoring their consequences.https://intelligentaisystemsreview.com/articles/browser-agents-need-a-receipt/https://intelligentaisystemsreview.com/articles/browser-agents-need-a-receipt/GenOffice and Gen-1 Slides put the handoff to a human editor at the center of the office-agent promise.https://intelligentaisystemsreview.com/articles/mcp-solves-a-connection-problem-not-the-whole-permission-problem/https://intelligentaisystemsreview.com/articles/mcp-solves-a-connection-problem-not-the-whole-permission-problem/Foundry’s August Claude integration shows how tool discovery and connection management are becoming platform capabilities.https://intelligentaisystemsreview.com/articles/a-tool-call-is-a-decision-that-deserves-a-test/https://intelligentaisystemsreview.com/articles/a-tool-call-is-a-decision-that-deserves-a-test/Tool search and usage examples expose a practical limit on agent autonomy: the model must understand what each interface actually does.https://intelligentaisystemsreview.com/articles/agent-memory-needs-an-expiration-policy/https://intelligentaisystemsreview.com/articles/agent-memory-needs-an-expiration-policy/Cursor Projects and Anthropic’s long-running experiments show why remembering the conversation is only part of preserving progress.https://intelligentaisystemsreview.com/articles/more-agents-require-a-better-handoff/https://intelligentaisystemsreview.com/articles/more-agents-require-a-better-handoff/The 16-agent compiler prototype and Claude Research used different coordination mechanisms because they had different work to finish.https://intelligentaisystemsreview.com/articles/an-ai-debate-is-not-automatically-an-independent-review/https://intelligentaisystemsreview.com/articles/an-ai-debate-is-not-automatically-an-independent-review/A compiler reference and a deliberately isolated permission checker illustrate why multiple agreeing models are not enough.https://intelligentaisystemsreview.com/articles/the-manager-agent-needs-a-cancellation-button/https://intelligentaisystemsreview.com/articles/the-manager-agent-needs-a-cancellation-button/Anthropic’s April architecture separates durable sessions, execution, and the changing logic that directs long-running work.https://intelligentaisystemsreview.com/articles/reliability-means-succeeding-again/https://intelligentaisystemsreview.com/articles/reliability-means-succeeding-again/Anthropic’s evaluation and infrastructure studies show why a fluent final answer and a leaderboard score can both miss the real outcome.https://intelligentaisystemsreview.com/articles/the-document-an-agent-reads-must-not-become-its-boss/https://intelligentaisystemsreview.com/articles/the-document-an-agent-reads-must-not-become-its-boss/The March permission design and September enterprise safeguards address different layers of the authority problem.https://intelligentaisystemsreview.com/articles/self-correction-needs-a-trustworthy-signal/https://intelligentaisystemsreview.com/articles/self-correction-needs-a-trustworthy-signal/Cursor’s deployment monitoring and Anthropic’s testing reports ground self-correction in observations that can contradict the model.https://intelligentaisystemsreview.com/articles/the-cheapest-model-can-be-an-expensive-worker/https://intelligentaisystemsreview.com/articles/the-cheapest-model-can-be-an-expensive-worker/The September efficiency release shows how prompt structure, tool loading, and caching affect the price of autonomous work.https://intelligentaisystemsreview.com/articles/routing-is-a-product-decision-as-well-as-an-infrastructure-choice/https://intelligentaisystemsreview.com/articles/routing-is-a-product-decision-as-well-as-an-infrastructure-choice/The July launch and August engineering account explain the signals behind automated model choice—and what those signals cannot prove.https://intelligentaisystemsreview.com/articles/context-has-a-carrying-cost/https://intelligentaisystemsreview.com/articles/context-has-a-carrying-cost/Cursor’s efficiency changes and Anthropic’s context architecture show why useful memory must be selective, inspectable, and refreshable.