# Computese

> IT partner for growing businesses and enterprise teams: web design and development, custom software development, AI and automation, hosting and maintenance, SEO, IT support, security testing, integrations, cloud transformation and data platforms.

Contact: support@computese.com. Replies within 24 hours.

## Services
- [Web design & development](https://computese.com/services/web-design-development/): Fast, accessible marketing sites and web applications, designed and engineered by one team.
- [Hosting & maintenance](https://computese.com/services/hosting-maintenance/): Managed hosting with patching, proven backups and monitoring, run by engineers.
- [SEO](https://computese.com/services/seo/): Technical SEO, migrations and content that protect the traffic you have and earn more.
- [IT support](https://computese.com/services/it-support/): An engineer on the line when a laptop, account or inbox stops working, and a plan so it happens less.
- [Security testing](https://computese.com/services/security-testing/): Scheduled vulnerability scanning and manual penetration tests of your networks, apps and cloud, with findings ranked by real risk.
- [Integrations](https://computese.com/services/integrations/): CRM, accounting, e-commerce and internal systems connected, so data is entered once and stays in step.
- [Cloud transformation](https://computese.com/services/cloud-transformation/): Workloads moved to containers and cloud platforms with a landing zone, a pilot and a way back at every stage.
- [Data platform](https://computese.com/services/data-platform/): Pipelines, a governed lakehouse and metrics your teams can trust, built so your own staff can run them.
- [Custom software development](https://computese.com/services/custom-software-development/): Business platforms, SaaS products, portals and internal tools, with the APIs and back ends behind them, built and run by one team.
- [AI & automation](https://computese.com/services/ai-automation/): Workflows, assistants and agents that use AI where a step needs judgment, with a person approving what matters.

## Company
- [About](https://computese.com/about/): Principles, method and where we work.
- [Work](https://computese.com/work/): Anonymized case studies: industry and stack, never the client.
- [Migrating a bank from OpenShift 3 to OpenShift 4](https://computese.com/work/banking-platform-migration/)
- [Automating a financial firm’s disaster recovery drills](https://computese.com/work/financial-dr-automation/)
- [Granular regulatory data on Cloudera and Iceberg](https://computese.com/work/banking-regulatory-data/)
- [A serverless AWS data lake for healthcare centers](https://computese.com/work/healthcare-data-lake/)
- [Legacy Java, from Struts to Spring Boot](https://computese.com/work/legacy-java-modernization/)
- [Minute Notary: a notary office on its own platform](https://computese.com/work/minute-notary/)
- [How we research and write](https://computese.com/how-we-research-and-write/): How the articles are researched, sourced and kept current.
- [Contact](https://computese.com/contact/): Email, hours and what to send.

## Blog
- [Information technology blog](https://computese.com/information-technology-blog/)
- [YouTube SEO: how to optimize your videos for YouTube and Google Search](https://computese.com/the-growing-importance-of-youtube-seo/index.html.md): Optimize YouTube videos with accurate titles, descriptions, thumbnails and chapters, earn watch time, and give Google a watch page with VideoObject markup.
- [AI-generated content in SEO: how to use it without a Google penalty](https://computese.com/the-rise-of-ai-generated-content-in-seo/index.html.md): Google does not penalize content for being AI-generated; it acts on low-value pages made at scale to rank. What its rules say, and a workflow within them.
- [SEO tips for websites: a 14-point checklist to help you rank higher](https://computese.com/seo-tips-for-websites-boost-your-online-presence/index.html.md): Practical SEO tips for websites, ordered by impact: indexing first, then titles, content, Core Web Vitals and structured data, each with a way to check it.
- [AI Overviews in Google Search: how they choose sources and how to appear](https://computese.com/ai-overviews-in-search/index.html.md): AI Overviews and AI Mode link indexed pages that can show a snippet. How Google picks those sources, and the controls that decide whether your pages appear.
- [How to improve SEO: a process to audit, prioritize, fix and measure](https://computese.com/how-to-improve-seo-a-comprehensive-guide/index.html.md): Improve SEO as a loop: record a baseline in Search Console, audit the site, rank fixes by impact and effort, fix templates, then measure over weeks.
- [How to do link building for SEO: tactics and outreach within Google's rules](https://computese.com/how-to-do-link-building-for-seo/index.html.md): Link building for SEO: earn links with assets worth citing, digital PR and personal outreach, within Google's spam policies, and measure them in Search Console.
- [AI's impact on SEO: how ChatGPT, Perplexity, Copilot and Gemini find and cite pages](https://computese.com/ais-impact-on-seo-strategies/index.html.md): How SEO changes for AI answer engines: let each engine's search crawler in, make pages easy to quote and verify, and measure AI citations and referrals.
- [Google AI Overviews and your traffic: how to measure the impact](https://computese.com/googles-ai-search-overview/index.html.md): AI Overviews and AI Mode cut clicks on many informational searches; measure the impact on your site with Search Console, GA4 and matched date ranges.
- [Quality backlinks in SEO: what makes a link valuable, and what is spam](https://computese.com/the-power-of-quality-backlinks-in-seo/index.html.md): A quality backlink is an editorial link from a relevant site people trust. What Google counts, what its link spam policy bans, and when to disavow.
- [What are backlinks in SEO? How Google reads links, anchor text and nofollow](https://computese.com/what-are-backlinks-for-seo/index.html.md): A backlink is a link from another site to yours. How Google uses backlinks, what anchor text tells it, and how it treats nofollow, sponsored and ugc links.
- [How Google determines if a website is relevant and authoritative](https://computese.com/how-google-determines-a-website-authority/index.html.md): Google publishes no authority score. It judges each page's relevance and trust from many signals; DA, DR and Authority Score are vendors' link estimates.
- [Untapped SEO opportunities: how to find them in your own data](https://computese.com/the-untapped-key-in-seo/index.html.md): Find untapped SEO opportunities in Search Console: low-CTR queries, pages just off page one, unanswered questions, internal links, video and images.
- [How the Google search engine works: crawling, indexing and ranking](https://computese.com/how-google-search-engine-works/index.html.md): Google Search works in three stages: Googlebot crawls pages, Google indexes them under one canonical URL, and ranking systems serve the best matches.
- [What is web crawling and indexing? How crawlers and search indexes work](https://computese.com/web-crawling-and-indexing-explained/index.html.md): Crawling is software fetching pages by following links; indexing stores their words in an inverted index so search engines and AI tools can find them.
- [AI limitations in understanding: where models fall short and why it matters](https://computese.com/ai-limitations-in-understanding/index.html.md): AI models predict plausible text without a reliable model of the world. See where their understanding falls short and how to use them safely in critical work.
- [AR vs VR: the difference, and which fits training and remote collaboration](https://computese.com/augmented-reality-and-virtual-reality-ar-vs-vr/index.html.md): AR adds digital content to your view of the real world; VR replaces that view. How each is used for training and remote work in 2026, and which one fits.
- [The future of software engineering: will AI replace software engineers?](https://computese.com/the-future-role-of-software-engineers/index.html.md): AI is changing software engineering, not replacing it: what controlled trials, DORA, Stack Overflow and BLS data show, and which skills now matter.
- [How AI is changing society: what the evidence shows in 2026](https://computese.com/how-ai-is-slowly-forming-society/index.html.md): How AI is changing society in 2026: adoption, jobs, deepfakes, privacy, energy and the rules now applying, with what is measured and what is projected.
- [AI smart home devices: how they work and how to use them safely](https://computese.com/how-ai-driven-smart-home-devices/index.html.md): How AI smart home devices work, from learning thermostats to cameras and voice assistants, what they save, what data they collect and how to secure them.
- [AI in health and wellness: wearables, apps, chatbots and your data](https://computese.com/how-ai-is-transforming-health-and-wellness/index.html.md): How AI works in consumer health: what FDA-cleared smartwatch features detect, where wellness apps and chatbots stop, and who protects your health data.
- [Eavesdropping attacks: how they work, types, detection and prevention](https://computese.com/understanding-eavesdropping-attacks-how-they-work/index.html.md): What an eavesdropping attack is, passive vs active eavesdropping, the techniques used on networks, Wi-Fi and calls, and how to detect and prevent them.
- [What is snooping in cyber security? Snooping attacks explained](https://computese.com/understanding-snooping-attacks-how-they-work/index.html.md): Snooping is unauthorized access to someone else's data. See the types of snooping attacks, what snooping means in networking and computing, and how to stop it.
- [What is a DDoS attack and how does it work? Types, signs and protection](https://computese.com/understanding-ddos-attacks-how-they-work/index.html.md): A DDoS attack floods a service from many machines at once. How botnets, floods and amplification work, how to spot one, and how DDoS protection stops it.
- [Man-in-the-middle (MITM) attacks: how they work, examples and prevention](https://computese.com/understanding-man-in-the-middle-mitm-attacks/index.html.md): A man-in-the-middle attack puts an attacker between you and a service to read or alter traffic. How ARP, Wi-Fi, DNS and AiTM attacks work, and how to stop them.
- [How to improve website rankings with on-page SEO: a page-by-page process](https://computese.com/improving-website-rankings-through-on-page-seo/index.html.md): Improve rankings with on-page SEO one page at a time: pick pages in Search Console, match the intent, ship one batch of changes, then compare matching periods.
- [How to improve website accessibility: fix the most common failures first](https://computese.com/how-to-improve-website-accessibility/index.html.md): Improve website accessibility by fixing what fails most often: contrast, alt text, form labels, link and button names and keyboard focus, then test it yourself.
- [AI and quantum mechanics in drug discovery: how ML force fields speed it up](https://computese.com/accelerating-drug-discovery-with-ai/index.html.md): AI speeds up drug discovery by learning quantum chemistry: ML force fields trained on DFT data simulate how drugs bind, near DFT accuracy and far faster.
- [AI in robotics: how AI-powered robots see, learn and plan](https://computese.com/revolutionizing-robotics-with-ai-powered/index.html.md): AI in robotics uses learned models to see a scene, turn an instruction into motor commands and predict what happens next. How each part works, and its limits.
- [AI visual reasoning: how AI solves visual puzzles, and where it still fails](https://computese.com/ai-new-frontier-solving-visual-puzzles/index.html.md): Visual abstract reasoning is inferring a rule from a few pictures. How AI is tested on it, the methods that work, and what studies of multimodal models found.
- [Intelligent apps: what they are and how to build AI into an application](https://computese.com/artificial-intelligence-and-intelligent-apps/index.html.md): Intelligent apps build AI into their core features. How they are built, the four ways to add AI to an app, and the hard parts: data, evaluation, cost and law.
- [How to update your phone on a computer, and keep the computer updated](https://computese.com/how-to-update-your-computer-or-phone/index.html.md): Update an iPhone, iPad or Android phone from a Windows PC or Mac over USB, know when over-the-air is simpler, and update Windows, macOS and Linux safely.
- [The future of robotics and automation: where it stands in 2026](https://computese.com/the-future-of-robotics-and-automation/index.html.md): Where robotics and automation stand in 2026: 5 million factory robots, cobots and warehouse robots at work, humanoids still in pilots, and the research on jobs.
- [The future of cybersecurity: the defence trends shaping 2030](https://computese.com/the-future-of-cybersecurity-2/index.html.md): Where cyber defence is heading to 2030: zero trust, passkeys, post-quantum crypto, secure by design, SBOMs, AI, and the NIS2, CRA, SEC and UK rules.
- [Serverless computing: how it works, what it costs and where it is heading](https://computese.com/the-future-of-serverless-computing-streamlining/index.html.md): Serverless computing runs your code only when events arrive, scales it to zero and bills per use. How it works, the platforms, limits, costs and 2026 trends.
- [5G and 6G explained: how they differ and when 6G will arrive](https://computese.com/5g-and-6g-networking-powering-the-future/index.html.md): What 5G and 5G-Advanced are, how 6G differs, and the 6G timeline as of 2026: first specifications in 3GPP Release 21, launches expected around 2030.
- [AI smart glasses and privacy: what they capture and what the law allows](https://computese.com/ai-powered-smart-glasses/index.html.md): What AI smart glasses like Ray-Ban Meta capture, how the I-XRAY demo identified strangers, what the law allows, and rules for wearers, bystanders and offices.
- [Deep learning and NLP explained: neural networks, transformers and LLMs](https://computese.com/the-ai-and-machine-learning-revolution/index.html.md): Deep learning trains neural networks of many layers on data. How they learn, why they took off in 2012, and how NLP went from rules to transformers and LLMs.
- [Essential tips for new coders: from first language to first code review](https://computese.com/essential-tips-for-new-coders/index.html.md): Tips for new coders: choose a first language by goal, practise on small projects, read errors, use Git and tests early, and use AI as a tutor.
- [Mobile optimization: how to make your website mobile friendly](https://computese.com/mobile-optimization-for-your-website/index.html.md): Make a website mobile friendly: viewport tag, mobile-first CSS, readable text, 24px tap targets, phone-ready forms and images, then test on real phones.
- [How to manage cybersecurity on your team's devices: MDM for small business](https://computese.com/how-to-manage-cybersecurity-on-your-devices/index.html.md): Secure every company laptop and phone: keep an inventory, enrol devices in MDM, apply a baseline, patch on deadlines, encrypt, and admit only compliant devices.
- [Computer science and cybersecurity programs: how to choose the right one](https://computese.com/computer-science-and-cybersecurity-programs/index.html.md): Computer science vs cybersecurity degrees, certificates, bootcamps and certifications compared, plus the accreditation and lab checks to make before you enrol.
- [How to choose antivirus software for your PC in 2026: is Defender enough?](https://computese.com/choose-the-right-antivirus-software-for-your-pc/index.html.md): Windows 11 already includes Microsoft Defender. Buy a suite only for extras you need, choose it from recent lab tests, and run one real-time scanner.
- [How to protect your computer from malware on Windows and Mac](https://computese.com/how-to-protect-your-computer-from-malware-in-2024/index.html.md): Protect a Windows PC or Mac from malware: automatic updates, built-in protection, careful downloads, a standard account, backups, and what to do if infected.
- [How to fix a slow computer: diagnose it by symptom, then fix the cause](https://computese.com/how-to-fix-a-slow-computer-practical-tips-2024/index.html.md): Fix a slow Windows 11 PC by symptom: slow start-up, 100% disk, a busy processor, full memory, a slow browser or Wi-Fi, or slowness after an update.
- [The future of cybersecurity: predicting which vulnerabilities to patch first](https://computese.com/the-future-of-cybersecurity/index.html.md): How to predict which vulnerabilities attackers will use and patch in the right order, with CVSS 4.0, EPSS, CISA's KEV catalogue and SSVC.
- [The dual role of AI in cybersecurity: how attackers use it and what stops them](https://computese.com/the-dual-role-of-ai/index.html.md): How attackers use AI for phishing, deepfake fraud, malware and exploits, what 2025 and 2026 threat reports show, and the defence that answers each one.
- [AI for climate research: weather forecasts, climate models and their limits](https://computese.com/ai-for-climate-research/index.html.md): How AI is used in climate research: machine learning weather forecasts, climate emulators, downscaling, methane detection, and what the models still rely on.
- [AI assistants in 2026: what they can do and what they cost in privacy](https://computese.com/ai-assistants-are-set-to-revolutionize-daily-life/index.html.md): What ChatGPT, Gemini, Claude, Copilot, Siri and Alexa+ can do in 2026, where their agents stop and ask, and the privacy settings worth checking.
- [iPhone 16 explained: the lineup, Apple Intelligence and how long it is supported](https://computese.com/iphone-16-series-launch-sparks-excitement/index.html.md): What the iPhone 16 lineup introduced in 2024, how Apple Intelligence reached it, how it compares with iPhone 17, and how long Apple will keep it updated.
- [The future of AI in computer science: programming, research and careers](https://computese.com/the-future-of-ai-what-lies-ahead-in-computer-science/index.html.md): How AI is changing computer science as of 2026: coding agents, what controlled studies measured, new research directions and what it means for careers.
- [How to secure your personal devices: iPhone, Android, Windows and Mac settings](https://computese.com/secure-your-personal-devices-from-cyber-attacks/index.html.md): Secure your phone and laptop with a strong screen lock, theft protection, encryption, automatic updates, tight app permissions, passkeys and a carrier lock.
- [AI that learns by thinking: how models learn without new data](https://computese.com/ai-that-learns-by-thinking/index.html.md): Learning by thinking means gaining knowledge by explaining, simulating, comparing and reasoning, with no new data. How AI models do it, and where it fails.
- [How to improve Wi-Fi signal strength and speed, step by step](https://computese.com/how-to-improve-wi-fi-signal-strength/index.html.md): Measure first, then move the router, pick the right band and channel, update firmware, and add a wired access point or mesh node where one router cannot reach.
- [How to protect your privacy online: stop tracking and remove your data](https://computese.com/how-to-protect-your-privacy-online/index.html.md): Protect your privacy online: block trackers in your browser and phone, encrypt DNS, use email aliases and make data brokers delete what they hold.
- [How to create a data backup strategy for a small business](https://computese.com/how-to-create-a-data-backup-strategy/index.html.md): Plan backups in six steps: list where data lives, set RPO and RTO, choose backup types, follow the 3-2-1 rule, set retention and test restores.
- [How to set up a secure home network: a new router checklist](https://computese.com/how-to-set-up-secure-home-network/index.html.md): Set up a new router securely: pick a supported model, change the admin password, update firmware, use WPA3, and turn off WPS, UPnP and remote access.
- [Augmented reality programming: how AR apps work and how to build one](https://computese.com/augmented-reality-enhancing-programming/index.html.md): How augmented reality programming works: tracking, anchors and rendering, the main SDKs (ARKit, ARCore, Unity, OpenXR, WebXR) and how AR apps are built.
- [Data compression algorithms explained: lossless, lossy and how to choose](https://computese.com/revolutionary-data-compression-algorithm/index.html.md): Data compression algorithms remove redundancy to store data in fewer bits. How gzip, Brotli, Zstandard, LZ4 and lossy codecs work, and how to choose.
- [AI-generated data for robotics: how synthetic data trains robots](https://computese.com/ai-generated-data-for/index.html.md): AI-generated robot training data comes from simulators and generative models. How it is made, how teams measure the sim-to-real gap, and where it fails.
- [How to clean computer hardware safely, inside and out](https://computese.com/how-to-safely-clean-your-computers-hardware/index.html.md): Clean a desktop or laptop without damaging it: power off, discharge static, use canned air and 70% isopropyl alcohol, and avoid the cleaners that harm it.
- [The role of AI in drug discovery: each stage, and what it has proved so far](https://computese.com/the-role-of-ai-in-accelerating-drug-discovery/index.html.md): How AI speeds drug discovery, from targets and AlphaFold to toxicity and trials, and why no drug found mainly by AI was approved as of September 2026.
- [Software tools for starting an online business: the stack, job by job](https://computese.com/software-tools-for-starting-an-online-business/index.html.md): The software a new online business needs, job by job: website, payments, email, accounting, CRM, marketing, support, analytics, security and automation.
- [How to optimize PC performance in Windows 11: settings, step by step](https://computese.com/how-to-optimize-pc-performance/index.html.md): Optimize PC performance in Windows 11 step by step: power mode, startup and background apps, Storage Sense, visual effects, virtual memory and Game Mode.
- [SEO for small business: a 90-day plan you can run yourself](https://computese.com/mastering-seo-for-small-business-websites/index.html.md): A small business SEO plan for owners short on time: Business Profile, indexing checks, service pages, reviews, answers and local links, measured by leads.
- [How to set up a VPN: Windows 11, Mac, iPhone, Android and small business](https://computese.com/how-to-set-up-a-vpn/index.html.md): Set up a VPN with a provider's app or the built-in client on Windows 11, Mac, iPhone and Android, on a home router, and for small business remote access.
- [Why is my computer so slow? Nine common causes and how to confirm each](https://computese.com/why-is-your-computer-slow-and-how-to-fix/index.html.md): A slow computer is short of memory, disk speed, free space, cooling or processor time. Here are the nine usual causes and how to confirm each one.
- [How to use social media safely: a beginner's guide](https://computese.com/how-to-use-social-media-safely/index.html.md): Use social media safely: protect the sign-in with a passkey or two-step verification, set privacy on each platform, spot scams and recover a hacked account.
- [AI continuous learning: why neural networks forget and stop learning](https://computese.com/breaking-new-ground-in-ai-continuous-learning-system/index.html.md): AI continuous learning means a model keeps learning after deployment. Deep networks forget and lose plasticity, so teams retrain, fine-tune or use retrieval.
- [The importance of artificial intelligence in computer science today](https://computese.com/why-ai-in-computer-science-is-important-in-today/index.html.md): Why AI matters in computer science: what the field is, where it runs inside compilers, databases, networks and security today, and the risks it brings.
- [How to set up a secure home Wi-Fi network: the settings that matter](https://computese.com/how-to-set-up-secure-home-wi-fi-network/index.html.md): Secure home Wi-Fi in one pass: WPA3-Personal or transition mode, a long passphrase, WPS off, guest networks, and why hiding the SSID does not help.
- [How to speed up a slow computer: a 15-minute checklist for Windows 11](https://computese.com/how-to-speed-up-a-slow-computer/index.html.md): Speed up a slow Windows 11 PC in about 15 minutes: restart properly, install updates, cut startup apps, free disk space, tame the browser and scan for malware.
- [AI in materials science: how machine learning predicts and designs new materials](https://computese.com/revolutionizing-material-science-with-ai/index.html.md): AI in materials science predicts properties from crystal structure, replaces slow simulations and proposes new crystals; only lab tests confirm them.
- [Quantum circuit design explained: gates, compilation and error correction](https://computese.com/advancements-in-quantum-circuit-design/index.html.md): A quantum circuit is qubits, gates and measurements. How circuits are designed and compiled for real chips, and why error correction decides what they can run.
- [AI in breast cancer detection and treatment: trials, tools and limits](https://computese.com/ai-in-breast-cancer-detection-and-treatment/index.html.md): AI reads screening mammograms as a second reader or triage tool. What MASAI, PRAIM and EDITH show, which tools the FDA lists, and where AI falls short.
- [How to set up a virtual machine on your PC: Windows, Mac and Linux](https://computese.com/how-to-set-up-a-virtual-machine-on-your-pc/index.html.md): Set up a virtual machine on Windows 11, a Mac or Linux: turn on VT-x or AMD-V, pick a hypervisor, size CPU, RAM and disk, then install from an ISO.
- [Remote IT support tools: the 10 essentials and how to secure them](https://computese.com/top-10-essential-tools-for-remote-it-support/index.html.md): The ten tools remote IT support runs on, by job: remote access, RMM, ticketing, MDM, MFA, passwords, docs, EDR, backup and monitoring, and how to secure each.
- [What is web3? Decentralized technology explained for business](https://computese.com/web3-how-decentralized-technologies-are-shaping/index.html.md): Web3 means apps whose records live on shared blockchains, not one company's servers. What it is, what works in 2026, what failed and when you need it.
- [Quantum computing in cybersecurity: the threat to encryption and what to do](https://computese.com/quantum-computing-in-cybersecurity-breakthrough/index.html.md): Quantum computers will break RSA and elliptic-curve cryptography, not AES. What is at risk, NIST's post-quantum standards, the deadlines and a migration plan.
- [What is generative AI? How it works, examples, risks and rules](https://computese.com/the-rise-of-generative-ai/index.html.md): Generative AI creates new text, images, audio, code and video from patterns learned in training. How the models work, what they are used for, and the risks.
- [AI scientific discoveries: the landmark results and what held up](https://computese.com/ai-enabled-scientific-discoveries/index.html.md): Where AI changed science, from AlphaFold's Nobel Prize to AI-found antibiotics, crystals, weather and maths, and what labs and proofs actually confirmed.
- [Website backups: why they matter, what to copy and how to restore](https://computese.com/the-importance-of-backup-solutions-for-website/index.html.md): Back up a website's database, files, configuration and DNS to a copy outside your host, as often as you can afford to lose changes, and prove it by restoring.
- [Tips to extend laptop battery life, on each charge and for years](https://computese.com/how-to-extend-your-laptops-battery-life/index.html.md): Make a laptop battery last longer per charge and for more years: power settings, charge limits, heat, and battery health checks on Windows and Mac.
- [How to secure your home network: harden the router and devices you already have](https://computese.com/how-to-secure-your-home-network/index.html.md): Secure the home network you already run: list every device, update or replace the router, switch off risky features, filter DNS and isolate smart devices.
- [How to install Linux on your computer, step by step](https://computese.com/how-to-install-linux-on-your-computer-setp-by-step/index.html.md): Install Linux step by step: choose a distribution, make a bootable USB stick, try it live, then install it alongside Windows or replace it, and update.
- [How to set up dual monitors on a PC: ports, cables and Windows 11 settings](https://computese.com/how-to-set-up-dual-monitors-on-your-pc/index.html.md): Set up two monitors on a Windows PC or laptop: check the video outputs, pick the right cables, then extend, arrange and tune both screens in Windows 11.
- [Fairness in AI decision-making: what it means and how to reduce bias](https://computese.com/improving-fairness-in-ai-decision-making/index.html.md): Fairness in AI means a model's outcomes and errors do not fall unjustly on some groups. The definitions, where bias starts, the fixes and the rules.
- [The path to AGI: AI supercomputers, scaling laws and the open questions](https://computese.com/the-path-to-agi-how-a-new-ai-supercomputer-network/index.html.md): AGI means AI that matches skilled people across most cognitive work. How compute, AI supercomputers and scaling laws relate to it, and what is still unproven.
- [How to recover deleted files in Windows 11 and 10, step by step](https://computese.com/how-to-recover-deleted-files-on-windows/index.html.md): Recover deleted files in Windows: check the Recycle Bin, OneDrive, File History and backups, then Windows File Recovery. System Restore will not help.
- [Upgrade your PC for better performance: SSD, RAM, or replace it](https://computese.com/guide-to-optimizing-your-pc-for-peak-performance/index.html.md): Find the part that limits your PC, then fix only that: an SSD, more RAM, cooling or firmware. Replace the PC when its hardware cannot run Windows 11.
- [How to troubleshoot common PC problems in Windows 11: a method and fixes](https://computese.com/how-to-troubleshoot-common-pc-problems/index.html.md): Troubleshoot a Windows PC in order: find what changed, rule out the simple causes, then fix no boot, blue screens, no internet, no sound and failed updates.
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- [AI in everyday devices: NPUs, on-device AI and what still goes to the cloud](https://computese.com/ai-in-everyday-devices-transforming-technology/index.html.md): Phones and PCs now run small AI models on a built-in NPU and send bigger requests to the cloud. What runs where, why, what TOPS means and what to buy in 2026.
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- [AI and 5G: how edge AI, MEC and AI-RAN work, and what 6G adds](https://computese.com/exploring-the-future-ai-machine-learning-technology/index.html.md): AI and 5G meet at the edge: inference near the device for latency, bandwidth and privacy, AI inside the radio network, and the AI-native goals of 6G.
- [On-page SEO: every element explained, with an audit checklist](https://computese.com/on-page-seo/index.html.md): On-page SEO covers a page's content, title, meta description, headings, URL, links, images and markup. What Google says each does, and how to check it.
- [Voice search optimization in 2026: what works and what is a myth](https://computese.com/voice-search-optimization/index.html.md): Voice search optimization is SEO for spoken questions: answer in the first sentence, keep your Business Profile complete and your mobile pages fast.
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- [How to renew an SSL certificate in 2026: manual steps and automation](https://computese.com/ssl-certificate/index.html.md): Renew an SSL/TLS certificate step by step: check the expiry, create a new key and CSR, pass domain validation, install the full chain and automate renewals.
- [SEO vs SEM: how organic and paid search differ, and when to use each](https://computese.com/seo-vs-sem/index.html.md): SEO earns unpaid rankings; SEM usually means paid search ads bought in an auction. How each works, a side-by-side comparison, and when to use which.
- [Semantic SEO: a step-by-step guide to entities, topics and structured data](https://computese.com/semantic-seo/index.html.md): Semantic SEO builds pages around a topic's entities and questions, not one keyword. How Google reads meaning, and five steps to apply it.
- [WordPress SEO: the best settings, what an SEO plugin adds, and a checklist](https://computese.com/wordpress-seo/index.html.md): WordPress SEO step by step: the search visibility setting, permalinks, core sitemaps, an SEO plugin for titles, thin archives, images, speed and updates.
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- [Getting started with artificial intelligence in Python: a first project](https://computese.com/artificial-intelligence-with-python/index.html.md): Get started with AI in Python: set up Python 3.14 and a virtual environment, train and test a scikit-learn model, try PyTorch, and call an LLM API safely.
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- [Enterprise API development in 2026: API-first design, security and AI agents](https://computese.com/the-future-of-enterprise-api-development/index.html.md): How enterprise APIs are built and run in 2026: API-first contracts, REST, GraphQL or gRPC, versioning, gateways, OWASP API security and AI agents over MCP.
- [The next big challenge for content marketers: AI search and zero clicks](https://computese.com/the-next-big-challenge-for-content-marketer/index.html.md): AI answers now settle many searches before a click. What that does to traffic, what content still earns citations, and how to distribute and measure it.
- [The future of e-commerce: AI shopping, agentic checkout and what to do in 2026](https://computese.com/the-future-of-ecommerce-business/index.html.md): Where e-commerce is heading in 2026: AI shopping in search, agentic checkout, product feeds, video commerce, payment rules and what a store should do now.

## Optional
- [Every article in full](https://computese.com/llms-full.txt): The complete text of every post above, as one Markdown file.