Sport
How a fight like Makhachev vs Garry is actually scored
Garry made the champion look human for the first time in years and still lost four of five rounds on two scorecards. That is not a robbery — it is what the criteria say, and almost nobody reads them in order.
Archive — Page 41
The complete VJOURNAL issue, ordered by editorial signal and publication date.
AI
GPT-6 Astra: what it can do, what access really means, and when it is worth using
GPT-6 Astra is a high-capability OpenAI model for reasoning, coding, computer use, research and document creation, but practical value depends on integration, permissions, task design and total workflow cost.
AI
Claude Fable 5.1: what changed, how cache pricing works, and a safer migration plan
Released September 1, Claude Fable 5.1 targets difficult reasoning, coding, research and document work. The headline cache reduction applies to eligible reads only, while migration details can break old conversation flows.
AI
Gemini 3.8 Flash and Flash Cyber: access, temporary pricing, and a sensible pilot
Google announced Gemini 3.8 Flash and the restricted Flash Cyber on September 2. Flash is positioned as a coding, agentic and reasoning workhorse, but token use on difficult tasks still belongs in the budget.
AI
Lyria 3.5 in Gemini: AI music features and a practical production guide
Google announced Lyria 3.5 on September 4 with claimed improvements to vocals and arrangements. The useful question is how to brief, compare and approve outputs without assuming pricing, rights or exclusivity.
Analysis
03
AI
Mistral Agentic Search: where it improves document retrieval and where ordinary RAG still wins
Mistral Agentic Search is an orchestration layer over retrieval rather than a new general frontier model. Its value appears when a question requires multiple document-navigation steps; simpler retrieval can still be the better choice.
People
Islam Makhachev after UFC 330: the champion who controls the terms
Makhachev's first welterweight title defense was not effortless, which made it more revealing: when the striking became competitive, he returned to the part of the fight he could govern.
People
Ian Machado Garry after UFC 330: the challenger who made the champion adjust
Garry did not leave Philadelphia with the belt, but he showed the division a repeatable problem: length, patience and clean middle-round striking can force Makhachev away from cruise control.
Latest
12
Innovation
The operational brief for AI automation audit: inputs, states and responsibility
The price of AI automation audit changes with inputs, dependencies and recovery work. This guide uses Process and data inventory and Risk-value priority matrix to separate a quotable core from optional scope.
Innovation
AI-generated code rescue — proposal comparison
Compare AI-generated code rescue proposals by exclusions, control of Reproducible failure map, recovery through Protected critical routes and portability of Repair and ownership plan.
Innovation
Store architecture — What can fail in Shopify development, and how a safe release exposes it
The technical decision behind Shopify development starts with Store architecture, not a preferred stack. This guide tests the boundary through Theme and commerce implementation and records the evidence in Launch and operations checklist.
Innovation
Choosing the architecture behind Website bug fixing without overbuilding
The price of Website bug fixing changes with inputs, dependencies and recovery work. This guide uses Reproduction record and Focused code fix to separate a quotable core from optional scope.
Marketing
Marketing audit: what belongs in a useful brief and what can wait
Marketing audit gives teams dealing with active offers, channels, customer evidence, data quality, ownership and the constraints that prevent the next decision a practical buyer guide.
Marketing
Market research: how to review the operating model before launch
Market research gives teams dealing with the customer situation, alternatives, constraints, decision criteria and a balanced mix of behavioural and stated evidence a practical buyer guide.
Marketing
Go-to-market strategy: warning signs that turn a small commission into rework
Go-to-market strategy gives teams dealing with an entry customer, urgent problem, offer package, route to market, sales enablement and the learning loop after first contact a practical buyer guide.
Marketing
Launch strategy: a buyer’s checklist for a controlled first release
Launch strategy gives teams dealing with readiness criteria, audience sequence, internal decision owners, release gates and feedback handling a practical buyer guide.
Marketing
Technical SEO audit: when a narrower alternative is the better decision
Technical SEO audit gives teams dealing with crawl access, rendering, index signals, canonical ownership, internal paths and template-level performance a practical buyer guide.
Marketing
Keyword research: how to define ownership, approval and the next review
Keyword research gives teams dealing with the language of demand, intent differences, result-page formats, business relevance and ownership by a useful page a practical buyer guide.
Marketing
Multilingual SEO: from first diagnosis to a decision-ready plan
Multilingual SEO gives teams dealing with local intent, native editorial quality, locale routing, hreflang and canonical consistency, and ownership of future updates a practical buyer guide.
Marketing
International SEO: what a strong proposal proves before work starts
International SEO gives teams dealing with market eligibility, demand, domain and route architecture, operational reach, regulation and local trust a practical buyer guide.
Editorial intelligence, translated into action.
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