Aaron Felix
Aaron Felix is listed on HubAI’s editorial team and is credited on the buyer briefings below. Articles distinguish supplier announcements, practical buyer analysis and unresolved questions. No qualifications or independent test credentials are asserted here.
Articles by Aaron Felix
28 published articles
Models · 2 October 2026Gemini 4 Argon opens paid access: budget for December and check long-decode limits
Argon is now available through the paid Gemini API and eligible Google AI plans. Standard introductory rates expire on 30 November; the million-token limit is shared across input, thinking and output. Fairwind remains a separate cyber-access route.
Products · 9 October 2026Claude Dashboards and Motion: which plans get them, and what to review
Claude introduced Dashboards and Motion on 8 October. Dashboards is a beta for Pro, Max, Team and Enterprise; Motion is a Team and Enterprise beta. Docs, Slides and Design are now available across plans, including Free.
Products · 8 October 2026ChatGPT gets GPT-6 and Intelligent UI: check your plan and reasoning mode
Interactive answers reach more ChatGPT plans. The account, tab and reasoning option still decide what you can use.
Models · 7 October 2026EmbeddingGemma 2 brings search across files to your device—what to test first
The weights are here. Before buying into local AI search, check the collection, the access boundary and the work required to keep the index useful.
Regulation · 14 September 2026UK accepts 44 healthcare AI recommendations: what buyers should change now
The government has accepted the commission's recommendations and MHRA has opened AI Airlock Phase 3. Acceptance is not newly enacted rules or approval of any product; the sandbox offers regulatory testing support, not funding, certification or market approval.
Business · 3 October 2026Claude Frontier Academy: $100m pledge, London cohorts and who can join
Anthropic's new engineering residency has a large funding commitment and a London cohort. Entry is controlled by participating organisations, and the useful result is a governed production project—not a badge count.
Products · 2 October 2026Microsoft’s new MAI speech models: price, preview limits and the real voice-agent bill
The three-model family provides a practical speech stack and clear component rates. It does not provide a production SLA or a complete cost per resolved conversation.
Business · 1 October 2026Barclays expands Claude across banking operations and software teams
The expansion puts a UK bank behind three practical uses of Claude. Its scale is notable; the missing detail is how well the work performs after errors, review and operating costs are counted.
Research · 24 September 2026Claude found a novel enzyme-system pattern—but its function is still unknown
Anthropic's lab reports that Claude agents surfaced a previously uncharacterised array-associated reverse-transcriptase system. The pattern was checked by human scientists, but its function, programmability and wider value remain open questions.
Business · 20 September 2026Claude for Small Business adds 43 workflows—but automate one job first
Anthropic's expanded small-business package combines scheduled workflows with accounting, commerce, CRM and marketing connectors. It is available on paid Claude plans, but integration breadth is not proof that a workflow is accurate, compliant or cheaper than the process it replaces.
Products · 20 September 2026Astra for Law is built on US legal search—what UK firms must test
OpenAI's specialist legal route combines GPT‑6 Astra with legal search, firm instructions and partner tools. It is initially limited to selected law firms, has no public standalone price and currently describes a US-law search index—not verified UK authority coverage.
Products · 19 September 2026Gemini 3.8 Live can keep talking while tools work—here is the buyer test
Google has released two Gemini 3.8 voice models. Live is the latency-led default; Live Extended Thinking adds background reasoning for harder multi-step work. Both have published API model codes and rates, but neither has an independent HubAI Score.
Products · 15 September 2026Gemini is now on Windows—but the app is not the whole subscription
Google's Windows Gemini app is available, but installing it does not unlock every feature or approve it for company data. Start with the account you are allowed to use, then test whether desktop access improves a real task. The launch was 10 September; this briefing was verified on 15 September 2026.
Code AI · 13 September 2026Devin Fusion pairs a frontier lead with SWE-2—how to test the cost claim
Devin Fusion now runs in Devin Desktop and CLI, pairing a frontier lead with a cheaper sidekick in separate persistent contexts. Cognition reports lower benchmark cost, but buyers still need a same-repository accepted-change test.
Products · 11 September 2026OpenAI Agents API brings the Codex harness to developers
OpenAI has released a managed API for long-running cloud agents. Here is what the public beta includes, how pricing works and what teams should verify before production use.
Products · 11 September 2026GPT-Live-1 API adds full-duplex voice at $0.05 per minute
GPT-Live-1 can listen and speak at the same time and delegate complex work to a backend model. The $0.05 rate is only the front-end voice layer, so buyers need a complete-call cost test.
Products · 10 September 2026ChatGPT’s new Data agent can build dashboards—but the setup matters
OpenAI's new Data agent connects ChatGPT Work to warehouses, documents and BI tools. Here is what it can do, what access costs and the controls buyers must verify before rollout.
Safety · 9 September 2026Anthropic researcher resigns over superintelligence risk—what was actually said
Jacob Coxon's resignation drew sharp UK search interest. Here is the careful distinction between a confirmed departure, individual risk estimates and capabilities that have actually been demonstrated.
Media AI · 7 September 2026OpenAI backs AI training and prototypes for independent Ukrainian newsrooms
A new OpenAI-backed programme combines practical training, API credits and hands-on implementation support for independent Ukrainian publishers. Here is what it offers—and what other newsrooms can learn from its structure.
Safety · 6 September 2026OpenAI commits $1 billion to Daybreak access for frontline defenders
OpenAI’s Daybreak commitment targets resource-constrained defenders protecting essential services, but access is verified, controlled and initially focused on selected US organisations.
Business · 6 September 2026Anthropic opens 10,000 Claude seats for scientists
Anthropic is offering 10,000 Claude seats to verified scientific teams worldwide, alongside lower-cost Premium access and separate project credits.
Business · 5 September 2026UK Legal AI Growth Lab: who can apply before 27 September
The UK’s legal-services Growth Lab offers selected organisations a structured way to examine real AI deployment questions with relevant regulators.
Safety · 4 September 2026Anthropic brings frontier safeguards to regulated Claude deployments
Anthropic’s new enterprise controls aim to preserve misuse monitoring while keeping the underlying evidence inside infrastructure controlled by the customer.
Safety · 4 September 2026Why GPT-6 Astra’s critical cyber rating changes enterprise AI buying
Astra is not just another model launch story. OpenAI says it is the first model it has classified at a critical cybersecurity capability level, changing how access and monitoring work.
Models · 2 September 2026Gemini 3.8 Flash arrives for long-horizon coding and agents
Google’s newest Flash model is positioned as a production workhorse for difficult coding and agent workflows. Its context, thinking controls and token economics deserve a task-level test.
Model watch · 2 September 2026Frontier model watch: OpenAI, Anthropic, Google, xAI and DeepSeek
The best model is now a procurement question, not a leaderboard answer. Context, tool use, governance and cost per completed job matter more than a single benchmark.
Case Studies · 30 August 2026What 1,050 municipalities reveal about public-sector AI adoption
A public-sector AI case study at unusual scale points to the less glamorous work that determines adoption: shared records, security, repeatable workflows and trust.
Products · 26 August 2026Grok 4.6 reaches Microsoft Foundry for enterprise deployment
Grok 4.6 now sits inside Microsoft Foundry’s model catalogue, giving enterprise teams another managed route to evaluate and deploy a frontier model.