# Latest thinking from the Fruition team AI strategy, security research, and technical deep-dives from engineers and strategists building deployed platforms. **A Field Guide to How Practitioners Talk About LLMs** We built a living glossary of the phrases people actually use to discuss large language models — KV cache, steering vectors, pass@k, MoE — with flashcard-style review at /tools/llm-lexicon. Here's why, and what 'shooting the vector' has to do with it. Brad Anderson· May 28, 2026 [Read more](https://fruition.net/insights/blog/llm-jargon-field-guide) **What Open-Weight LLMs Actually Fit on a Single H200** Marketing benchmarks tell you a 123B model fits in 62 GB at FP8. The real footprint after vLLM loads it is 120 GB. Here's what 2026 open-weight LLMs actually need when you serve them as coding agent backends. Brad Anderson· May 28, 2026 [Read more](https://fruition.net/insights/blog/open-weight-llm-vram-marketing-vs-reality) **Q-Day: The Plan Is Crypto Agility** Quantum computers will eventually break the RSA and elliptic-curve cryptography behind most encrypted traffic. The preparation that matters now is crypto agility: being able to swap algorithms quickly. What Q-Day is, what NIST's 2030 and 2035 deadlines require, and what agility looks like in practice. Brad Anderson· May 17, 2026 [Read more](https://fruition.net/insights/blog/q-day-crypto-agility) **47 Days: The End of Manual Certificate Management** The CA/Browser Forum approved a schedule cutting public TLS certificate validity from 398 days to 47 days by March 2029. Domain validation reuse drops to 10 days. Here is what is changing, why, and what breaks if you do not automate. Brad Anderson· May 6, 2026 [Read more](https://fruition.net/insights/blog/47-day-tls-certificates-end-of-manual-pki) **The April 24, 2026 ADA Compliance Deadline Is Here: What Government Agencies Need to Know About PDF Accessibility** The federal deadline for state and local government digital accessibility compliance is April 24, 2026. If your agency serves a population of 50,000 or more, the clock has run out, and PDFs are likely your biggest remaining risk. Jim Collins· April 9, 2026 [Read more](https://fruition.net/insights/blog/ada-compliance-deadline-government-pdf-accessibility) **When Your Website's Domain Is Also Your Active Directory Domain: Fixing Apex DNS Conflicts** If your Active Directory domain matches your public website domain, internal users can't reach your site. Here's why it happens and how to fix it on every version of Windows Server. Tony Diaz· April 6, 2026 [Read more](https://fruition.net/insights/blog/apex-domain-active-directory-split-dns) **SIPA GovGrants Spring 2026: Funding Available to Improve Digital Government Services in Colorado** The SIPA GovGrants Program is accepting applications through April 10, 2026. Here's what Colorado government entities need to know, and how digital presence projects can qualify. Jim Collins· March 25, 2026 [Read more](https://fruition.net/insights/blog/co-funding-available-for-digital-government-services) **CVE-2025-55182: Critical RCE Vulnerability in React Server Components** A critical Remote Code Execution vulnerability affects React Server Components in Next.js 15.x and 16.x applications. Here's what you need to know and how to patch immediately. Brad Anderson· December 4, 2025 [Read more](https://fruition.net/insights/blog/cve-2025-55182-react-server-components-rce) **Securing Your ArcGIS Maps: A Government IT Director's Guide to Preventing Accidental Data Exposure** Government GIS infrastructure contains sensitive data including facility locations, utility networks, and emergency routes. Here's how to prevent accidental data exposure. Tony Diaz· November 26, 2025 [Read more](https://fruition.net/insights/blog/arcgis-security-government-maps-data-protection) **How Spammers Exploit CloudFlare Zero Trust to Bypass Bot Protection (And How We Stopped Them)** Spam bots were exploiting CloudFlare Zero Trust infrastructure to circumvent bot protection. Here's how we achieved an 85% reduction in spam with a multi-layered defense strategy. Tony Diaz· October 16, 2025 [Read more](https://fruition.net/insights/blog/cloudflare-zero-trust-spam-bypass) **Understanding the Gravity Forms Security Incident: Lessons in Supply Chain Security** The Gravity Forms supply chain incident highlights ongoing challenges in software development. Here's what happened and how to defend against supply chain attacks. Brad Anderson· July 12, 2025 [Read more](https://fruition.net/insights/blog/gravity-forms-supply-chain-security-wake-up-call) **How AI Has Flipped the Buy vs Build Equation** Modern AI-powered development tools have collapsed custom-software costs by up to 80%, while SaaS subscription fees continue rising. Here's the new calculus. Brad Anderson· June 24, 2025 [Read more](https://fruition.net/insights/blog/ai-changes-buy-vs-build-equation) **CORS and CSP in the Age of AI: Why These Security Policies Are More Critical Than Ever** AI has transformed the digital threat environment. CORS and CSP have become indispensable defenses against this new threat landscape. Tony Diaz· June 21, 2025 [Read more](https://fruition.net/insights/blog/cors-csp-security-policies-ai-era) **The Website Redesign Process: What to Expect Before You Start** Redesigning a website requires strategic planning for success. Here's a complete guide to preparing for your website redesign project. Chance Carlin· February 17, 2025 [Read more](https://fruition.net/insights/blog/website-redesign-process-guide) **Enhancing Website Accessibility with Fruition AI's Auto Alt Text Automation** Fruition AI automates alt text generation and updates for images across various platforms, improving accessibility and SEO at scale. Brad Anderson· January 28, 2025 [Read more](https://fruition.net/insights/blog/ai-auto-alt-text) **AI for Content Creation: Top 10 Mistakes and How to Avoid Them** Almost 11% of Fortune 500 blog articles are likely AI-generated. Here are the 10 most common mistakes and how to avoid them. Emily Fournier· January 22, 2025 [Read more](https://fruition.net/insights/blog/ai-content-creation-mistakes) **Fruition Achieves SOC2 and ISO 27001 Certifications with HIPAA Compliance Endorsement** Fruition announces successful attainment of SOC2 and ISO 27001 certifications with auditor approval for HIPAA compliance. Brad Anderson· January 14, 2025 [Read more](https://fruition.net/insights/blog/soc2-ai-hosting-platform) **Outsource Digital Marketing with Confidence: A CEO's Guide to Overcoming Common Challenges** A practical guide for business leaders on how to successfully outsource digital marketing while maintaining control, quality, and brand consistency. Jim Collins· January 7, 2025 [Read more](https://fruition.net/insights/blog/outsourcing-digital-marketing-guide)