https://www.ivector.co/blog Research-backed articles on AI, software and the industries they're reshaping. en https://www.ivector.co/blog/what-counts-as-admt https://www.ivector.co/blog/what-counts-as-admt Tue, 11 Aug 2026 09:00:00 GMT Regulation California's ADMT definition never mentions AI. It turns on whether a system replaces human decisionmaking, which is why most scoping passes miss things. https://www.ivector.co/blog/senior-ai-engineer-hiring-market-2026 https://www.ivector.co/blog/senior-ai-engineer-hiring-market-2026 Mon, 10 Aug 2026 09:00:00 GMT Hiring & Pricing Software job postings are recovering, but 71% of the growth is senior roles and 37% mention AI in the title. The market got tighter, not easier. https://www.ivector.co/blog/when-it-becomes-the-bottleneck https://www.ivector.co/blog/when-it-becomes-the-bottleneck Sun, 09 Aug 2026 09:00:00 GMT Hiring & Pricing Growth rarely stalls because demand dried up. It stalls because the systems behind the work stopped keeping pace. Five symptoms you can check this week. https://www.ivector.co/blog/offloading-software-to-focus-on-your-business https://www.ivector.co/blog/offloading-software-to-focus-on-your-business Sat, 08 Aug 2026 09:00:00 GMT Hiring & Pricing The fear is not cost, it is dependency. Four things to keep in your own name, and the handover terms that decide whether you can ever leave. https://www.ivector.co/blog/building-a-pre-use-notice-and-opt-out https://www.ivector.co/blog/building-a-pre-use-notice-and-opt-out Fri, 07 Aug 2026 09:00:00 GMT Engineering California requires a notice before an automated decision and a way to refuse it. Here is what that looks like as components, states and edge cases. https://www.ivector.co/blog/white-label-development-economics https://www.ivector.co/blog/white-label-development-economics Thu, 06 Aug 2026 09:00:00 GMT Hiring & Pricing Agencies subcontract constantly and rarely discuss the numbers. Here is how the markup works, where it goes wrong, and what a fair arrangement looks like. https://www.ivector.co/blog/onboarding-an-embedded-engineer https://www.ivector.co/blog/onboarding-an-embedded-engineer Wed, 05 Aug 2026 09:00:00 GMT Hiring & Pricing Staff augmentation succeeds or fails in week one. What to prepare before they start, what to give them on day one, and what to measure by Friday. https://www.ivector.co/blog/vetting-a-global-development-partner https://www.ivector.co/blog/vetting-a-global-development-partner Tue, 04 Aug 2026 09:00:00 GMT Hiring & Pricing Offshore delivery is normal now. The questions that separate a good partner from an expensive lesson are about data, contracts and overlap hours. https://www.ivector.co/blog/audit-trail-for-ai-decisions https://www.ivector.co/blog/audit-trail-for-ai-decisions Tue, 04 Aug 2026 09:00:00 GMT Engineering A model output in a database column is not an audit trail. Here is what to record at the moment of the decision, and what teams usually leave out. https://www.ivector.co/blog/california-admt-compliance-engineering https://www.ivector.co/blog/california-admt-compliance-engineering Tue, 04 Aug 2026 09:00:00 GMT Regulation California's automated decision rules bite on 1 January 2027. Most of the work is not legal drafting. It is four things engineers have to build first. https://www.ivector.co/blog/small-business-ai-adoption-2026 https://www.ivector.co/blog/small-business-ai-adoption-2026 Tue, 04 Aug 2026 09:00:00 GMT AI Strategy Small business AI use jumped from 48% to 78% in under two years. The real story is who is using it and who is genuinely gaining. https://www.ivector.co/blog/cost-of-open-senior-engineering-role https://www.ivector.co/blog/cost-of-open-senior-engineering-role Tue, 04 Aug 2026 09:00:00 GMT Hiring & Pricing A senior engineering req takes 47 days to reach an accepted offer, and about a quarter to reach a productive engineer. The empty seat is the real cost. https://www.ivector.co/blog/how-long-to-build-an-mvp https://www.ivector.co/blog/how-long-to-build-an-mvp Sat, 27 Jun 2026 09:00:00 GMT Hiring & Pricing Most MVPs ship in 8 to 16 weeks, but the range hides what actually drives the number. Here is a realistic breakdown of where the time goes and what shortens it. https://www.ivector.co/blog/transformers-explained https://www.ivector.co/blog/transformers-explained Sat, 27 Jun 2026 09:00:00 GMT Research Papers The 2017 paper behind every modern AI model is famously dense. Here is what it actually proposed, and why it changed everything, in plain language. https://www.ivector.co/blog/choosing-software-development-partner https://www.ivector.co/blog/choosing-software-development-partner Sat, 27 Jun 2026 09:00:00 GMT Hiring & Pricing Most software projects run over budget, and a wrong vendor choice is expensive to unwind. Here is the checklist serious buyers use before signing anything. https://www.ivector.co/blog/scaling-laws-chinchilla https://www.ivector.co/blog/scaling-laws-chinchilla Fri, 26 Jun 2026 09:00:00 GMT Research Papers A 2022 DeepMind paper showed most large models were the wrong shape: too big, trained on too little data. It reshaped how every model since has been built. https://www.ivector.co/blog/software-development-cost-2026 https://www.ivector.co/blog/software-development-cost-2026 Fri, 26 Jun 2026 09:00:00 GMT Hiring & Pricing The same project can be quoted at $40k or $400k. What drives the spread, what you are really paying for, and how to compare quotes without getting burned. https://www.ivector.co/blog/state-of-enterprise-ai-2025 https://www.ivector.co/blog/state-of-enterprise-ai-2025 Fri, 26 Jun 2026 09:00:00 GMT Research Stanford, McKinsey and MIT all published 2025 data on enterprise AI. Read together, they tell one story: near-universal adoption, almost no measurable return. https://www.ivector.co/blog/cost-to-build-a-mobile-app-2026 https://www.ivector.co/blog/cost-to-build-a-mobile-app-2026 Thu, 25 Jun 2026 09:00:00 GMT Hiring & Pricing A simple app costs tens of thousands; a complex one runs into the hundreds. The useful question is not the number but what drives it, and what you can cut. https://www.ivector.co/blog/rag-paper-explained https://www.ivector.co/blog/rag-paper-explained Thu, 25 Jun 2026 09:00:00 GMT Research Papers Retrieval-augmented generation is how most companies put their own data into an AI product. A 2020 paper named the idea. Here is what it proposed. https://www.ivector.co/blog/engagement-models-fixed-vs-dedicated https://www.ivector.co/blog/engagement-models-fixed-vs-dedicated Thu, 25 Jun 2026 09:00:00 GMT Hiring & Pricing The contract model you pick changes who carries the risk, how fast you can adapt, and what you ultimately pay. A plain-English guide to choosing the right one. https://www.ivector.co/blog/chain-of-thought-explained https://www.ivector.co/blog/chain-of-thought-explained Wed, 24 Jun 2026 09:00:00 GMT Research Papers A 2022 paper found that simply asking a model to reason step by step made it dramatically better at hard problems. It is the root of today’s “reasoning” models. https://www.ivector.co/blog/agentic-ai-reality-check https://www.ivector.co/blog/agentic-ai-reality-check Wed, 24 Jun 2026 09:00:00 GMT AI Strategy AI agents are the headline of 2025–26. Gartner’s forecasts show explosive adoption alongside a 40% project cancellation rate. Both are true. https://www.ivector.co/blog/ai-proof-of-concept-guide https://www.ivector.co/blog/ai-proof-of-concept-guide Tue, 23 Jun 2026 09:00:00 GMT AI Strategy Most AI proofs-of-concept fail because nobody defined success before starting, not because the model cannot do the job. How to run one that earns its budget. https://www.ivector.co/blog/do-reasoning-models-reason https://www.ivector.co/blog/do-reasoning-models-reason Tue, 23 Jun 2026 09:00:00 GMT Research Papers A 2024 Apple study probed whether top models truly reason or pattern-match. Changing the numbers in a maths problem made accuracy drop. https://www.ivector.co/blog/in-house-vs-outsourced-development-cost https://www.ivector.co/blog/in-house-vs-outsourced-development-cost Tue, 23 Jun 2026 09:00:00 GMT Hiring & Pricing A developer's salary is the smallest part of the bill. Add recruiting, ramp-up, benefits and the risk of a bad hire, and the in-house-vs-partner maths shifts. https://www.ivector.co/blog/the-ai-cost-curve https://www.ivector.co/blog/the-ai-cost-curve Mon, 22 Jun 2026 09:00:00 GMT AI Strategy Inference got 280× cheaper in 18 months, so why do most AI projects lose money? The cost isn’t in starting. It’s in everything after. https://www.ivector.co/blog/rag-or-fine-tuning-decision https://www.ivector.co/blog/rag-or-fine-tuning-decision Sun, 21 Jun 2026 09:00:00 GMT AI Strategy The two get pitched as rivals but solve different problems. RAG gives a model knowledge it lacks; fine-tuning teaches behaviour. How to tell which you need. https://www.ivector.co/blog/metr-developer-study-explained https://www.ivector.co/blog/metr-developer-study-explained Sun, 21 Jun 2026 09:00:00 GMT Research Papers A 2025 randomised trial found seasoned developers were 19% slower with AI tools, yet believed they were faster. That gap is the real finding. https://www.ivector.co/blog/questions-before-hiring-ai-development-company https://www.ivector.co/blog/questions-before-hiring-ai-development-company Sun, 21 Jun 2026 09:00:00 GMT Hiring & Pricing 95% of enterprise AI pilots show no measurable return. These are the questions that separate a partner who will ship value from one who will sell you a demo. https://www.ivector.co/blog/does-ai-make-developers-faster https://www.ivector.co/blog/does-ai-make-developers-faster Sat, 20 Jun 2026 09:00:00 GMT Research A randomised trial found AI tools made experienced developers 19% slower, while they believed they were 20% faster. The perception gap is the real story. https://www.ivector.co/blog/software-development-rfp-guide https://www.ivector.co/blog/software-development-rfp-guide Fri, 19 Jun 2026 09:00:00 GMT Hiring & Pricing A good RFP gets you comparable, honest bids and filters out the wrong vendors early. A vague one gets you a pile of guesses. How to write the first kind. https://www.ivector.co/blog/enterprise-experience-vendor-selection https://www.ivector.co/blog/enterprise-experience-vendor-selection Fri, 19 Jun 2026 09:00:00 GMT Hiring & Pricing A team that has delivered for Microsoft or Google has survived reviews, scale and scrutiny most projects never reach. Why that matters on small projects too. https://www.ivector.co/blog/ai-in-most-cyberattacks https://www.ivector.co/blog/ai-in-most-cyberattacks Thu, 18 Jun 2026 09:00:00 GMT Security AI-generated phishing converts 4.5× better than human attempts, deepfake incidents are up 680%, and most attacks now use AI. The defensive bar just moved. https://www.ivector.co/blog/signs-youve-outgrown-your-dev-agency https://www.ivector.co/blog/signs-youve-outgrown-your-dev-agency Wed, 17 Jun 2026 09:00:00 GMT Hiring & Pricing The agency that built your first product is not always the one to scale it. The honest signals that the relationship has stopped serving you, and how to act. https://www.ivector.co/blog/designing-trustworthy-ai-interfaces https://www.ivector.co/blog/designing-trustworthy-ai-interfaces Wed, 17 Jun 2026 09:00:00 GMT Design AI features fail less on the model than on the interface around it. The usability research points to patterns that earn user trust, and some that destroy it. https://www.ivector.co/blog/eu-ai-act-deadlines https://www.ivector.co/blog/eu-ai-act-deadlines Tue, 16 Jun 2026 09:00:00 GMT Regulation Prohibited-use bans and GPAI rules are already in force, with fines up to 7% of global turnover. Here’s the timeline every team shipping AI should know. https://www.ivector.co/blog/ai-customer-service-reality https://www.ivector.co/blog/ai-customer-service-reality Sun, 14 Jun 2026 09:00:00 GMT Industry AI is genuinely landing in support, with measurable productivity gains and rising auto-resolution. But the gap between deploying and operationalising is wide. https://www.ivector.co/blog/ai-in-banking-roi-gap https://www.ivector.co/blog/ai-in-banking-roi-gap Fri, 12 Jun 2026 09:00:00 GMT Industry Banks adopted AI faster than almost anyone, especially for fraud. The savings are huge in aggregate, but realised ROI at the firm level is rare. https://www.ivector.co/blog/ai-and-entry-level-jobs https://www.ivector.co/blog/ai-and-entry-level-jobs Wed, 10 Jun 2026 09:00:00 GMT Workplace The clearest labour-market signal so far isn’t mass layoffs. It’s a quiet drop in junior hiring at firms that adopt AI. The data is nuanced. https://www.ivector.co/blog/ai-energy-bill https://www.ivector.co/blog/ai-energy-bill Mon, 08 Jun 2026 09:00:00 GMT Research The IEA projects AI will more than quadruple data-centre electricity demand by 2030. For builders, efficiency is now a cost discipline, not just a green one. https://www.ivector.co/blog/ai-in-healthcare-by-the-numbers https://www.ivector.co/blog/ai-in-healthcare-by-the-numbers Sat, 06 Jun 2026 09:00:00 GMT Industry Healthcare is where AI progress is easiest to count, because every tool clears a regulator. The FDA list shows a 350% jump in five years, and a design lesson. https://www.ivector.co/blog/inference-got-cheaper https://www.ivector.co/blog/inference-got-cheaper Thu, 04 Jun 2026 09:00:00 GMT AI Strategy The collapsing cost of running models is the most underrated story in AI. It changes which products are viable, and which moats disappear. https://www.ivector.co/blog/small-language-models https://www.ivector.co/blog/small-language-models Tue, 02 Jun 2026 09:00:00 GMT Engineering The biggest model isn’t usually the right one. Efficiency gains mean small, specialised models now win on cost, speed, privacy, and often quality. https://www.ivector.co/blog/ai-incidents-safety-gap https://www.ivector.co/blog/ai-incidents-safety-gap Sat, 30 May 2026 09:00:00 GMT Research Capability is racing ahead of responsibility. Reported AI incidents hit a record high in 2024, even as standardised safety evaluation lags behind. https://www.ivector.co/blog/rag-vs-fine-tuning https://www.ivector.co/blog/rag-vs-fine-tuning Thu, 28 May 2026 09:00:00 GMT Engineering Two ways to make a model know your domain, and most teams reach for the harder one first. A practical guide to choosing. https://www.ivector.co/blog/eval-harness-for-llm-features https://www.ivector.co/blog/eval-harness-for-llm-features Tue, 26 May 2026 09:00:00 GMT Engineering The single discipline that separates AI pilots that reach production from the 95% that don’t is evaluation. Here’s how to build it. https://www.ivector.co/blog/why-ai-agents-fail-in-production https://www.ivector.co/blog/why-ai-agents-fail-in-production Sun, 24 May 2026 09:00:00 GMT Engineering Gartner expects 40% of agentic AI projects to be cancelled by 2027. The reasons are predictable, and avoidable. https://www.ivector.co/blog/prompt-injection-attack-surface https://www.ivector.co/blog/prompt-injection-attack-surface Fri, 22 May 2026 09:00:00 GMT Security The moment your model reads untrusted input, that input can carry instructions. Why prompt injection is AI’s defining security problem. https://www.ivector.co/blog/designing-for-ai-ux https://www.ivector.co/blog/designing-for-ai-ux Wed, 20 May 2026 09:00:00 GMT Design AI features break classic UX assumptions. Designing for probabilistic, sometimes-wrong systems takes a new set of patterns. https://www.ivector.co/blog/modernising-legacy-systems https://www.ivector.co/blog/modernising-legacy-systems Mon, 18 May 2026 09:00:00 GMT Engineering The full rewrite is the most expensive, riskiest path, and rarely the right one. How to modernise incrementally instead. https://www.ivector.co/blog/build-vs-buy-vs-ai https://www.ivector.co/blog/build-vs-buy-vs-ai Sat, 16 May 2026 09:00:00 GMT AI Strategy Off-the-shelf is the right default, until it caps your business. With AI now an option too, the framework needs an update. https://www.ivector.co/blog/human-in-the-loop https://www.ivector.co/blog/human-in-the-loop Thu, 14 May 2026 09:00:00 GMT AI Strategy From FDA-cleared devices to banking to the EU AI Act, the same design keeps appearing: AI assists, a human decides. It’s not a limitation; it’s the product. https://www.ivector.co/blog/generative-ai-in-banking https://www.ivector.co/blog/generative-ai-in-banking Tue, 12 May 2026 09:00:00 GMT Industry Finance has the data and the use cases, but also the regulators. Here’s where generative AI is genuinely landing. https://www.ivector.co/blog/ai-in-retail-ecommerce https://www.ivector.co/blog/ai-in-retail-ecommerce Sun, 10 May 2026 09:00:00 GMT Industry Recommendations and forecasting are now table stakes. The frontier is generative: turning data into merchandising, content and service at scale. https://www.ivector.co/blog/ai-in-manufacturing https://www.ivector.co/blog/ai-in-manufacturing Fri, 08 May 2026 09:00:00 GMT Industry Predictive maintenance and quality inspection deliver real gains, but much of it is classical machine learning, not generative AI. That’s a feature, not a gap. https://www.ivector.co/blog/ai-in-education https://www.ivector.co/blog/ai-in-education Wed, 06 May 2026 09:00:00 GMT Industry AI can personalise learning at a scale teachers never could, but student data and academic integrity set hard boundaries. https://www.ivector.co/blog/ai-in-legal https://www.ivector.co/blog/ai-in-legal Mon, 04 May 2026 09:00:00 GMT Industry Document review, research and drafting are being transformed. But hallucinated citations and privilege make accountability the deciding constraint. https://www.ivector.co/blog/open-weight-vs-closed-models https://www.ivector.co/blog/open-weight-vs-closed-models Sat, 02 May 2026 09:00:00 GMT Engineering The gap between open and closed models has narrowed sharply. The right choice is about control, cost and data, not ideology. https://www.ivector.co/blog/ai-and-the-energy-sector https://www.ivector.co/blog/ai-and-the-energy-sector Thu, 30 Apr 2026 09:00:00 GMT Industry AI is set to surge electricity demand, but the IEA argues it could also become one of the grid’s most powerful optimisation tools. Both futures are open. https://www.ivector.co/blog/why-95-percent-of-ai-pilots-fail https://www.ivector.co/blog/why-95-percent-of-ai-pilots-fail Tue, 28 Apr 2026 09:00:00 GMT Research MIT studied 300 deployments and surveyed hundreds of leaders. The 95% failure rate isn’t about model quality; it’s about how organisations adopt. https://www.ivector.co/blog/measuring-ai-roi https://www.ivector.co/blog/measuring-ai-roi Sat, 25 Apr 2026 09:00:00 GMT AI Strategy Only 39% of firms see any EBIT impact from AI, and just 4 of the top 50 banks reported realised ROI. Measuring return is the skill that separates winners.