Gemini 3.1 Pro remains Google’s flagship AI model in August 2026, six months after its February preview launch. This complete guide covers its 1M-token context window, benchmark scores, API pricing and every access route. It also explains how the flagship compares with the fast-moving Gemini Flash line and the still-delayed Gemini 3.5 Pro.
Small language models now handle most routine business AI work at a fraction of frontier-model cost. This guide maps the 2026 field — Phi-4-reasoning-vision, Gemma 4, Qwen 3.5 Small, Claude Haiku 4.5 and Ministral 3 — and shows exactly when a compact model beats a frontier LLM on cost, privacy and latency. It closes with a hardware plan and a 90-day deployment roadmap.
LLM API pricing in August 2026 spans a 640-fold gap between the cheapest and dearest flagship output token. This guide compares OpenAI, Anthropic, Google, Mistral, DeepSeek, Qwen and xAI rates side by side. It then shows how caching, batch and off-peak discounts cut real bills by 50–98%.
AI coding assistants were repriced almost overnight in mid-2026, as every major vendor switched to metered credit or token billing. This guide compares Claude Code, GitHub Copilot, Cursor, OpenAI Codex and Devin Desktop on pricing tiers, agentic features and enterprise controls. Read it before your next renewal, because the market now splits into a $20 entry shelf and $100–$200 power tiers.
Open-weight AI models caught the frontier in August 2026, with Kimi K3 ranking #3 in the world. This guide compares the eleven best — Kimi K3, Qwen3.8-Max, GLM-5.2, DeepSeek V4, Inkling, Muse Glimmer and more — by benchmarks, licence tiers and hardware requirements. Find the model you can actually run and legally ship.
DeepSeek V4 is the MIT-licensed open-weight family that replaced the never-released R2, pairing a one-million-token context window with sub-dollar output pricing. This complete guide covers the V4 Pro 0813 and V4 Flash 0731 GA builds, their official benchmarks, the peak/off-peak billing change landing on 16 August 2026, and a practical framework for choosing between the two models.
GPT-5.6 Sol is OpenAI’s flagship model, launched publicly on 9 July 2026 alongside Terra and Luna. This guide maps the tier scheme, the full API price list including the 272K long-context surcharge, honest benchmarks against Anthropic’s Claude, and availability across ChatGPT plans and cloud platforms. It closes with what the Doug pre-training project and Astra signal about GPT-6.
Claude 5 arrived as three staggered releases between 9 June and 24 July 2026, spanning Claude Fable 5, Mythos 5, Sonnet 5 and Opus 5. This guide maps the three-rung pricing ladder, the shared 1M-token context window and Claude Code integration. It then helps you pick the right tier for coding, agents and enterprise work.
Cyber Resilience Act reporting becomes a live legal duty on 11 September 2026, fifteen months before the rest of Regulation (EU) 2024/2847 applies. This operational guide covers the two triggers that start the clock, what “becoming aware” means, the 24-hour early warning, the 72-hour notification and the 14-day or one-month final report, the ENISA single reporting platform and how to choose a coordinating CSIRT, what each submission must contain, who is authorised to file out of hours, the parallel duty to notify users, how the clocks interact with NIS2, DORA and UK GDPR, the evidence pack, the penalty bands, and a four-week readiness plan.
Cyber Resilience Act compliance stops being a 2027 problem on 11 September 2026, when the Article 14 reporting duties in Regulation (EU) 2024/2847 switch on and every UK software company selling into the European Union inherits a 24-hour clock. This guide explains which products with digital elements are caught, why a UK vendor is almost always the manufacturer, how the default, Class I, Class II and critical tiers change your conformity route, what the Annex I essential requirements mean in engineering terms, how the SBOM and vulnerability handling duties work, the five-year support period and ten-year update availability rules, the three reporting clocks, the penalty ceilings, and a twelve-month programme to reach a defensible position.
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