Coverage of AI-native startups, fundraising, distribution, product strategy, and go-to-market execution.
Conway Research's Underdog team has published Saluki 27B 1.0, an Apache 2.0, roughly 2-bit GGUF of Qwen3.8-27B that runs in stock llama.cpp and beat the 54 GB original on a 120-task tool-calling test, while giving up ground in math.
Cogent launched Attack Path Analysis on October 8, 2026, to graph routes human or AI attackers could take to crown-jewel assets, verify each hop against existing security data, and rank a single chokepoint change.
Preference Model, a startup backed by $16 million in a16z-led seed funding, open-sourced Karotte on October 7, 2026. The MIT-licensed framework builds reinforcement learning environments with locked-down defaults meant to stop agents from cheating their graders during training.
Reflection AI introduced Beam on October 5, 2026, a sparse mixture-of-experts model with 501 billion total and 23 billion active parameters for coding and agent work. Early access is waitlist-only for now, and the company says Apache 2.0 weights and a technical report will follow later in October.
Cognition, the creator of the artificial intelligence software engineer Devin, has expanded its platform with the launch of Devin Desktop, a security scanning and remediation system called Security Swarm, and a dedicated Devin Enterprise tier. The company has also detailed how it
Mistral AI has updated its enterprise AI product lineup, rebranding its flagship consumer-facing chat assistant Le Chat as "Vibe," launching its "Forge" custom model training platform, and introducing the "Mistral OCR 4" document intelligence model. These additions, alongside exi
On June 9, 2026, Cohere announced the release of North Mini Code, its first open-source agentic coding model. The Mixture-of-Experts (MoE) model features 30 billion total parameters, with 3 billion active during generation, and is designed to deliver high-performance software eng
Together AI closed an $800 million Series C funding round on July 1, 2026, at an $8.3 billion post-money valuation. The round was led by Aramco Ventures, with participation from Vista Equity Partners, General Catalyst, Emergence Capital, Nvidia, March Capital, Pegatron, and SentinelOne's S Ventures. The company, which reports over $1.15 billion in annual bookings, will use the capital to scale its computing capacity and expand its open-source model hosting platform.
