AI continues to reshape economies and industries around the world, but progress is not uniform. In Ghana, women traders in markets like Makola and Kejetia stand to gain from AI tools that help track sales, manage records, and reach new customers. Women in teaching, healthcare, and design are also positioned to benefit. However, the Ghana Statistical Service has identified clear gaps in digital access between men, women, and regions, raising concerns that AI could deepen inequality without affordable internet and proper training.
On the enterprise side, AI adoption still faces major hurdles. McKinsey's 2026 survey finds that organizations have not yet moved beyond agent-based approaches, and experts say a new architectural shift is needed to unlock AI's full business potential. F5 reports that AI adoption, security concerns, and data sovereignty are pushing companies to move workloads back on-prem and invest in new hardware. Board-level discussions increasingly center on how quickly systems can be patched and secured.
In the world of large language models, a detailed comparison of ten open Mixture-of-Experts models reveals a wide range of scale and design. The analysis spans from Qwen3.6-35B-A3B with 35 billion parameters to DeepSeek-V4-Pro with 1.6 trillion, examining how each routes tokens to experts, handles load balancing, and meets hardware demands. Models from Qwen, DeepSeek, Mixtral, Llama, and gpt-oss are all covered.
Practical guidance for everyday users is also emerging. Experts recommend trying more than one AI agent for different tasks, such as Claude Duet for work or Muse for personal use. Starting small with simple, repeated tasks and learning through trial and error helps people find the right fit. At the same time, scammers are exploiting AI-generated photos to ransom lost pets, targeting victims in California and the UK with demands for gift cards or thousands of dollars. The Federal Trade Commission urges verifying claims through live video calls and direct shelter contact.
Cultural and policy debates are intensifying as well. IFPI boss Victoria Oakley warns Australia against weakening copyright rules for AI companies, arguing that licensing deals with platforms like Spotify and Apple Music already work well. She fears other countries may follow if Australia relaxes protections. Separately, the American Pakistan Foundation named five Pakistani-American women as its 2026 Rising Stars in AI, recognizing engineers and researchers at companies including OpenAI, Qualcomm, and Salesforce for their contributions to innovation, ethics, and policy.
Security experts stress that a human in the loop alone is not enough to keep AI safe. Organizations need firm limits on what AI agents can do, strong approval steps, and recovery plans before expanding AI access. Transparency about AI decisions also helps teams respond after mistakes occur. Meanwhile, in North Wales, two media projects received a combined £90,526 from the UK Local News Fund. Wrexham Dotcom will build an AI tool to flag potential news stories, while Bayside Radio will use its share to expand community partnerships and digital publishing.
Key Takeaways
- AI could help Ghanaian women in markets like Makola and Kejetia track sales and reach customers, but digital access gaps between men, women, and regions remain a serious barrier.
- McKinsey's 2026 survey finds enterprise AI adoption still stuck on agent-based approaches, with a new architectural shift needed to unlock full potential.
- F5 reports companies are moving AI workloads back on-prem due to security and data sovereignty concerns, with board-level focus on patching speed.
- A comparison of ten open Mixture-of-Experts models covers architectures ranging from Qwen3.6-35B-A3B at 35 billion parameters to DeepSeek-V4-Pro at 1.6 trillion parameters.
- Experts advise using multiple AI agents like Claude Duet for work and Muse for personal tasks, starting small and learning through trial and error.
- Scammers use AI-generated photos to ransom lost pets, targeting victims in California and the UK with demands for gift cards or thousands of dollars, according to the FTC.
- IFPI's Victoria Oakley warns Australia against weakening copyright for AI firms, noting that licensing deals with Spotify and Apple Music already function well.
- The American Pakistan Foundation named five Pakistani-American women as 2026 Rising Stars in AI, with honorees working at OpenAI, Qualcomm, and Salesforce.
- Security experts say a human in the loop is insufficient alone; organizations need clear limits on AI agents, approval steps, recovery plans, and decision transparency.
- Two North Wales media projects received £90,526 from the UK Local News Fund, with Wrexham Dotcom building an AI tool to flag potential news stories.
Can AI Transform Ghanaian Women's Economic Lives
Artificial intelligence is changing business and work in Ghana. Women in markets like Makola and Kejetia play a big role in the economy. AI tools could help women track sales, manage records and reach more customers. Women in teaching, healthcare and other professions may also benefit. However, limited access to technology and training remains a challenge.
Is AI Helping or Hurting Women in Ghana
AI offers new chances for Ghanaian women in business, education and daily life. Women traders, designers and entrepreneurs could use AI tools to grow their work. AI may also support flexible learning for women who left school early. Still, the Ghana Statistical Service found clear gaps in digital access between men, women and regions. Without affordable internet and training, AI may widen inequality.
Human in the Loop Is Not Enough for AI Security
Relying on a human in the loop is not a complete AI security plan. Organizations need clear limits on what AI agents can do and strong approval steps. Important actions should require careful human review and recovery plans should exist before expanding AI access. The article says transparency about AI decisions helps fix problems after mistakes happen.
Global Music Body Warns Australia on AI Copyright
IFPI boss Victoria Oakley warns that weakening copyright for AI companies would harm creativity. She says Australia should not give AI firms free access to music and culture. Oakley notes that licensing deals already work with platforms like Spotify and Apple Music. Australia's government is reviewing AI policy including copyright rules. She fears other countries may follow Australia if rules are relaxed.
How to Start Using AI Agents for Daily Tasks
AI agents that handle tasks like shopping and scheduling are growing in popularity. Experts say users should try more than one agent to get better results. Different agents suit different jobs, such as Claude Duet for work or Muse for personal tasks. Users are advised to start small and test agents with simple repeated tasks. Trial and error helps find the best fit.
Scammers use AI photos to ransom lost pets
Scammers are using AI-generated photos to trick pet owners into paying ransom for missing animals. They monitor social media, alter public photos, and demand money while threatening to harm the pet. Victims in California and the UK have been targeted with demands ranging from gift cards to thousands of dollars. The Federal Trade Commission advises verifying claims through live video calls and direct contact with shelters.
Enterprise AI awaits its Transformer breakthrough
The Transformer model from 2017 changed AI by enabling self-attention and parallel training. Despite this, enterprise AI adoption still faces challenges in moving beyond current agent-based approaches. McKinsey's 2026 survey highlights that organizations are still working toward fully intelligent systems. Experts say a new architectural shift is needed for businesses to unlock AI's full potential.
APF names 2026 Rising Stars in Artificial Intelligence
The American Pakistan Foundation announced five Pakistani-American women as its 2026 Rising Stars in AI. Honorees include engineers and researchers at companies like Sirius XM, OpenAI, Qualcomm, and Salesforce. The program celebrates women advancing AI innovation, ethics, and policy. APF plans to feature interviews with the honorees throughout the year to inspire future generations.
F5 says AI and security are changing infrastructure
F5 says AI adoption, security concerns, and data sovereignty are reshaping IT infrastructure. Organizations are moving workloads back on-prem and investing in hardware. Board-level discussions now focus on AI security and how quickly systems can be patched. F5 has launched new AI security products as customers move from pilots to full production use.
North Wales media projects share £90,526 for AI news
Two north Wales media projects received a total of £90,526 from the UK Local News Fund. Wrexham Dotcom will build an AI tool to help flag potential news stories. Bayside Radio will use its grant to expand community partnerships and digital publishing. The funding aims to strengthen local journalism while keeping editorial decisions with journalists.
MoE Models Compared DeepSeek Qwen Mixtral Llama 4 gpt-oss Routing
A comparison of ten open Mixture-of-Experts AI models examines how each routes tokens to experts. The models range from Qwen3.6-35B-A3B with 35 billion total parameters to DeepSeek-V4-Pro with 1.6 trillion total parameters. Routing details vary across expert counts, top-k selections, and shared expert configurations. The analysis covers scoring functions, load-balancing methods, and hardware requirements for each model.
Sources
- From Market Women to Female Professionals: Can Artificial Intelligence Transform Women's Economic Lives in Ghana?
- Women in the Age of Artificial Intelligence: Is Ghana Creating Opportunities or Deepening Gender Inequality?
- A human in the loop can’t be your whole AI security plan
- Weakening AI copyright law will spell ‘disaster for creativity’, global music body warns Albanese
- One Tech Tip: How to get started with AI agents, and which are best for specific tasks
- Scammers are using AI-generated photos to demand ransom for lost pets
- Enterprise AI is waiting for its Transformer moment
- The American Pakistan Foundation (APF) Announces 2026 Rising Stars in Artificial Intelligence
- F5 sees AI, security, sovereignty reshaping infrastructure
- North Wales media projects share £90,526 to test AI newsgathering and broaden community coverage
- Which Routing Does Each MoE Model Use? DeepSeek, Qwen, Mixtral, Llama 4, gpt-oss Compared
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