Systematic reviews that once took 18 months now take weeks. In 2026, Elicit, ResearchRabbit, and Scite.ai have moved from curiosity to core research infrastructure — but using them well requires understanding where they break. Here is an honest account of what each tool does, what the academic evidence says about their accuracy, and where human judgment remains irreplaceable.
Three Stanford studies quantify what generative AI actually does to workforce productivity—and the answer is more nuanced than either optimists or skeptics suggest. The gains are real (up to 87% task acceleration for software developers), but they skew toward less experienced workers, and entry-level employment in automation-heavy fields is already declining.
On 2 August 2026, the EU AI Act becomes generally applicable — activating high-risk AI obligations, transparency requirements for chatbots and deep fakes, and fines up to 7% of global turnover. Here is what the deadline means in practice and where most organizations are falling short.
The pilot era for enterprise AI is ending. Data from Deloitte, Gartner, and G2 in 2025-2026 shows a clear majority of organizations have AI agents running in production — and the gap between those scaling successfully and those still stuck in pilots is widening fast. Here’s what the numbers actually say, where agents are working, and why governance is the make-or-break factor.
Zhipu AI’s GLM-5 — a 744B MoE model trained entirely on Huawei Ascend chips — claimed the #1 spot on Chatbot Arena (ELO 1451) in February 2026. It scores 77.8% on SWE-bench Verified under an MIT license at a fraction of proprietary model prices. Here’s what the numbers actually say, and where the caveats are.
In just eight months since its May 2025 launch, Claude Code became the most-used and most-loved AI coding assistant among professional developers — a claim backed by survey data from over 900 engineers, not marketing copy. Here’s what’s actually driving the shift, and where GitHub Copilot still holds ground.
Systematic reviews that once took 18 months now take weeks. In 2026, Elicit, ResearchRabbit, and Scite.ai have moved from curiosity to core research infrastructure — but using them well requires understanding where they break. Here is an honest account of what each tool does, what the academic evidence says about their accuracy, and where human judgment remains irreplaceable.
Three Stanford studies quantify what generative AI actually does to workforce productivity—and the answer is more nuanced than either optimists or skeptics suggest. The gains are real (up to 87% task acceleration for software developers), but they skew toward less experienced workers, and entry-level employment in automation-heavy fields is already declining.
On 2 August 2026, the EU AI Act becomes generally applicable — activating high-risk AI obligations, transparency requirements for chatbots and deep fakes, and fines up to 7% of global turnover. Here is what the deadline means in practice and where most organizations are falling short.