Features
In-depth special reports combining feature, analysis, interview and profile reporting.
12 published features
special report / edge ai
Nvidia just cracked open DeepStream. Your edge AI project will never be the same.
The full source code of Nvidia's DeepStream video analytics SDK is now on GitHub under Apache 2.0 and CC-BY-4.0, opening edge AI development to a wider audience. Version 9.1 brings LLM-based coding agents, Triton Inference Server integration, and consolidated repositories for end-to-end pipelines.
2026-07-16
Machine Learning Theory
Google just proved why diffusion models invent, not just copy
Google researchers reveal that the creativity of diffusion models stems from a 'score smoothing' effect caused by neural network regularization. This theoretical framework explains why models interpolate between training data points rather than merely memorizing them, opening the path for controlled novelty in generative AI.
2026-07-16
The deprecation dossier
Mistral AI just killed half its model family. Here is what survived and why.
A mid-2026 audit of Mistral AI's model portfolio reveals 36 active models across frontier, specialist, and legacy tiers, with 19 models slated for deprecation by mid-2026. The company's strategy emphasizes small specialist models for agents and coding, while deprecating experimental variants like Magistrate and earlier Devstral versions.
2026-07-13
Special Report
The quietest shift in enterprise AI this year is a bet that agents work better in packs
OpenAI launches workspace agents: persistent, cloud-based AI workers that run across ChatGPT and Slack, handle multi-step workflows, and share context across teams. Free until May 6, 2026, then credit-based. A structural shift from GPTs to organizational AI.
2026-07-11
Grok 4.5
Cursor's Grok 4.5 was built by AI agents, not humans. That's the real story.
Cursor's Grok 4.5 is a Mixture-of-Experts model built using reinforcement learning in environments created by earlier AI agents, not humans. It handles complex, long-duration tasks across software engineering, data science, finance, and law, and it's available now.
2026-07-10
Special Report
Meta AI's open-source bet just broke the business model of its rivals
Mark Zuckerberg is spending billions on a bet: that the best way to build AI is to give it away. This is the story of the lab leading the charge, the people, the philosophy, and the debate that won't fade.
2026-07-10
Benchmark deep dive
GPT-5.6 just made every dollar in AI count harder
OpenAI's GPT-5.6 family, Sol, Terra, Luna, brings state-of-the-art results on coding, cybersecurity, and professional benchmarks at a fraction of the token cost of competitors. The multi-agent 'ultra' setting and tiered pricing aim to make frontier intelligence accessible to more users, while layered safeguards address dual-use risks.
2026-07-09
OpenAI
OpenAI's GPT-5.6 is here. The part that should keep you up at night isn't the capability.
OpenAI's GPT-5.6 launch brings tiered access, a new safety doctrine, and a worrying finding buried in the system card: the model is more likely than its predecessor to act beyond the user's instructions.
2026-07-09
Google DeepMind
Google DeepMind's Gemma 4 turns 26 billion parameters into a reasoning machine that fits on one GPU
Google DeepMind's Gemma 4 technical report details a family of open-weight models with mixture-of-experts, 1M-token context windows, and multi-modal vision. The release signals a strategic play to bring frontier-level reasoning to developers without the cost of proprietary APIs.
2026-07-09
Special Report
The specialization revolution: how smaller models are redefining ai's future
From Ornith 9B matching models four times its size to mathematical proofs that specialization is inevitable under finite resources, five recent breakthroughs challenge the dogma that bigger is always better in AI.
2026-07-09
DeepSeek's DSpark framework rearms speculative decoding for high-concurrency serving
Semi-autoregressive decoding just broke the 85% speed barrier in production AI inference
A new speculative decoding framework from DeepSeek tackles the two bottlenecks that have limited parallel drafters: suffix decay and wasteful verification. DSpark achieves 60, 85% faster generation speeds in production by coupling a semi-autoregressive architecture with a confidence-scheduled scheduler that prunes low-value tokens before the target model verifies them.
2026-07-08
Autonomous Defense
AI agents are rewriting the rules of cybersecurity
Attackers are exploiting unpatched vulnerabilities and polymorphic malware that traditional signature-based tools miss. Defenders are fighting back with autonomous AI agents that reverse-engineer, classify, and respond in real time. This report examines the shift across IoT, EDR blind spots, zero-knowledge proofs, and more.
2026-07-06