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 56
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
Sport
Return to sprint after a hamstring injury: why top speed is the final test, not the first
Maximal sprinting is not just faster jogging: hamstring force, eccentric work and coordination demands rise sharply at high speed. Rehabilitation therefore builds toward top speed before sport, rather than testing it first.
Sport
How to judge a pressing forward when the goals are not arriving
Goals remain part of a striker’s job, but pressing forwards also shape opponent decisions before a tackle or regain appears in the data. The right evaluation combines team outcomes, player events and video.
AI
How to test a RAG system before launch: a practical evaluation set for business teams
A useful RAG test suite separates retrieval from generation and treats permissions, freshness, refusal and citation validity as first-class release criteria—not footnotes to one aggregate score.
AI
AI agent permissions: what a business should never authorize by default
Business agents become materially riskier when they can act, not just answer. This guide maps least privilege, approval gates, transaction limits, audit trails and recovery to real agent workflows.
AI
Building an AI knowledge base for a small business without creating a second mess
A useful knowledge assistant begins with source ownership and document discipline, not a bigger vector database. The operating model must cover permissions, freshness, escalation and evidence.
AI
llms.txt, robots.txt and AI crawlers: what each file can and cannot control
robots.txt is a standardized instruction mechanism for cooperating crawlers; llms.txt is a voluntary discovery proposal. Neither is a security boundary, and logs are essential to verify observed requests.
AI
How to audit citations in AI answers without confusing visibility with accuracy
Citation frequency is not the same as factual accuracy. A defensible audit separates entity mentions, source appearance, claim support and answer correctness across repeated, documented sessions.
AI
A GEO content brief for answer engines: facts, evidence, entities and update dates
A useful answer-engine brief is an evidence specification, not a keyword quota. It defines the direct answer, canonical entities, source hierarchy, caveats, metadata and who owns future updates.
Business
Project package, day rate or retainer: choosing the right service pricing model
Pricing format is really a decision about who carries uncertainty. This comparison shows where packages, day rates and retainers work, fail and combine, using transparent numerical scenarios.
Business
Unit economics for a service business: the numbers to calculate before hiring
A service firm can grow revenue and still hire too early. The useful model links contribution, sellable capacity, acquisition cost, payback and cash timing to the fixed cost of another role.
Business
Cash conversion cycle for a small online store: why profitable orders can still drain cash
A profitable order can consume cash before it releases cash. This guide calculates DIO, DSO and DPO, then extends the model for processor settlement, returns and supplier payment milestones.
Business
Customer concentration risk: what to do when one client pays most of the bills
A large customer is not automatically a dangerous customer. The real test is whether the business can absorb a volume cut or loss, replace contribution and redeploy cash and capacity in time.
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