Reporting, analysis and practical guides connected to enterprise-ai.
Cursor, the VS Code-based AI editor from Anysphere, crossed $2B ARR and 1M+ paying users by February 2026 and is used in 64% of Fortune 500 firms. Its June 2025 shift to credit-based billing sparked backlash and a public apology. Auto mode is unlimited on paid plans; manually pinning frontier models like Opus is what drives surprise overages. Six tiers run from free Hobby to $200 Ultra.
Claude Opus 5, released July 24, 2026, is Anthropic's new default model: near-Fable 5 capability at $5/$25 per million tokens (half Fable 5's price, flat vs Opus 4.8). It leads on Anthropic's own runs of Frontier-Bench, OSWorld 2.0, AutomationBench, ARC-AGI-3 and GDPval, but loses on DeepSWE, HLE, a legal benchmark and HealthBench. It posts Anthropic's lowest misalignment score (2.30), ships with no default data retention, and adds beta tool-swapping and safety-filter model routing.
Etched, a startup building the transformer-only Sohu inference ASIC, has booked over $1 billion in contracts and reached a $5 billion valuation, with reports of new rounds valuing it up to $20 billion. Sohu hard-wires the transformer graph into silicon on TSMC N4P with 144GB HBM3E, and Etched claims an 8-chip server exceeds 500,000 Llama 70B tokens/sec. No independent benchmarks exist yet.
Microsoft is reportedly developing Project Perception, a multi-model AI security platform that routes vulnerability-scanning tasks across models from Microsoft, OpenAI, and Anthropic to reserve expensive frontier calls for high-value steps. Its pitch is matching Anthropic's Claude Mythos on capability while costing far less. Microsoft has not officially confirmed details, so the news should be treated as a credible report pending benchmarks.
Thinking Machines Lab, founded by ex-OpenAI CTO Mira Murati, released Inkling on July 15, 2026 — an open-weight mixture-of-experts model with 975B total parameters (41B active), trained on 45 trillion multimodal tokens. The company openly says it isn't the strongest model available; instead it's a customizable foundation enterprises fine-tune via the Tinker platform. The release doubles as an argument that owned, adaptable models beat rented one-size-fits-all APIs.
Granola is an AI meeting notetaker that listens to your device audio instead of joining calls as a bot, then merges your rough notes into polished writeups. It lands ~90-92% transcription accuracy, offers 29+ templates, and its $14/user/month Business plan adds CRM integrations (HubSpot, Attio, Affinity) plus MCP support. Weak spots: speaker attribution at 3+ participants, no native auto-distribution, and a Mac-and-Google lean. Best for founders, execs, and client-facing teams.
Wispr Flow is a system-wide AI voice dictation tool for Mac, Windows, iPhone, and Android that cleans up speech into polished text in any app. It's free up to 2,000 words/week on desktop; Pro is $15/month ($12 billed annually) for unlimited use, Command Mode voice editing, and team features. It supports 100+ languages with a Privacy Mode and HIPAA-ready controls. Value scales directly with how much you write.
Meta released Muse Spark 1.1 on July 9, 2026, opening its reasoning model to developers via a paid API priced at $1.25/M input and $4.25/M output tokens, undercutting Grok 4.5 and Anthropic's Opus. Meta claims wins over older rival models and Google's latest Gemini, but did not compare against the newest flagships, and a bigger model code-named Watermelon is still in training.
Algorithmic hiring tools that score and reject candidates face legal scrutiny. Mobley v. Workday, conditionally certified May 2025 as a nationwide ADEA collective, tests whether a software vendor can be an employer's 'agent' liable for discrimination. Disparate-impact law, the EEOC's $365K iTutorGroup settlement, and NYC Local Law 144 bias audits frame the accountability debate.
OpenAI made its three-tier GPT-5.6 family (Sol, Terra, Luna) generally available on July 9, 2026 after government safety review. Pricing runs from Luna at $1/$6 to Sol at $5/$30 per 1M tokens, with a Sol Fast option at $12.50/$75 on Cerebras. The release adds Programmatic Tool Calling in the Responses API (63.5% fewer tokens, 50.1% fewer turns) and longer prompt caching, but Sol's 64.6% on SWE-Bench Pro still trails Claude Mythos 5 (80.3%).
Anthropic launched Claude Science on June 30, 2026, an AI research workbench for Pro, Max, Team, and Enterprise users on macOS and Linux. A coordinating agent taps 60+ skills and connectors across genomics, proteomics, and cheminformatics, generates fully reproducible artifacts, manages HPC and Modal compute, and runs a reviewer agent that checks citations and calculations. Early users at the Allen Institute, UCSF, and Manifold Bio report large speedups. Anthropic is funding up to 50 AI for Science projects with up to $30,000 in credits each; applications close July 15, 2026.
Lovable is an AI full-stack app builder that turns plain-language prompts into deployed web apps with frontend, backend, database, and auth via Lovable Cloud. Pricing starts free, with Pro at $25/month (100 monthly plus 5 daily credits, shared across unlimited users) and Business at $50/month; students get up to 50% off. The credit system means real SaaS costs run nearer $65-75/month once Cloud usage is counted. Strengths are speed to a live prototype, owned exportable code, and pre-wired full-stack integration. Weaknesses are complex logic that trips the AI and metered limits for heavy users. Best as a launchpad, not a production finish line.
OpenAI unveiled Jalapeño, its first custom inference chip co-designed with Broadcom on TSMC 3nm. Built in a nine-month design cycle, the reticle-sized ASIC targets roughly 50% lower inference cost than current Nvidia GPUs, with deployment starting late 2026 and Microsoft reportedly taking 40% of the first run for Azure.
Grok 4.3 is generally available on Amazon Bedrock with a 1M-token context window, $1.25/$2.50 pricing, and a top hallucination-rate score.
Microsoft unveiled MAI-Thinking-1 at Build 2026, its first reasoning model trained in-house without distillation. The 35B-active, ~1T-total MoE has a 256k context window, scores 97.0% on AIME 2025 and matches Claude Opus 4.6 on SWE-Bench Pro. It's in private preview on Microsoft Foundry.
Mistral AI used its May 2026 AI Now Summit to pivot toward industrial engineering, announcing a physics-AI stack, the Emmi acquisition, partnerships with Airbus, BMW (crash simulation) and ASML, the unified Vibe agent, and a 10 MW Les Ulis inference data center opening Q3 2026.
On June 3, 2026, Meta made Meta Business Agent globally available to businesses of all sizes across WhatsApp, Messenger, and Instagram. The agent answers questions, recommends catalog products, books appointments, qualifies leads, and closes sales, with human handoff. A new Business Agent Platform connects to hundreds of systems like Shopify, Zendesk, and Shopee. It's free to start, with token-based pricing for larger businesses.
On June 1, 2026, Anthropic confidentially filed a draft S-1 with the SEC at a roughly $965B valuation, backed by a $65B raise and a ~$47B May run-rate. OpenAI followed on June 8. Both target public listings as soon as fall 2026.
A practitioner's guide to grounding retrieval-augmented generation systems. Covers fixing retrieval first, hybrid dense-plus-keyword search, cross-encoder reranking, contextual compression, refusal prompting, verified citations, Chain-of-Verification, confidence-threshold abstention, and measuring faithfulness with RAGAS.
AI data centers are now a national-scale energy story. The IEA projects global data center electricity rising from 415 TWh in 2024 to 945 TWh by 2030, with AI the main driver. Lawrence Berkeley National Laboratory projects US data centers reach 7-12% of national electricity by 2028, with direct water use of 16-33 billion gallons. Liquid cooling cuts water 70-90% but not electricity, the dominant cost. The ethical asks are transparency, fair cost attribution rather than socializing grid upgrades onto households, real additionality of clean energy, and water-siting discipline.
On May 14, 2026, Colorado's Governor signed SB 189, repealing and replacing the Colorado AI Act. The new law delays the effective date to January 1, 2027 and abandons the duty of care, impact assessments, and risk-management mandates in favor of a narrower ADMT disclosure-and-transparency regime.
A defense playbook for prompt injection in AI agents. It explains why the attack is unsolvable at the model layer, frames the threat with Simon Willison's lethal trifecta (private data, untrusted content, external communication), and prescribes layered controls: architectural separation, least-privilege tools, input filtering, egress allowlisting, circuit breakers, and hardened models, which can cut attack success from 73.2% to 8.7%.
Microsoft Agent 365 offers a control plane to observe, govern, and secure all your AI agents.
Atlassian Remix brings AI visuals and MCP agents to Confluence, transforming pages into dynamic content.
