THE BOUNDEV JOURNAL
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Earlier writing on software, hiring, and building AI. Articles retain their original URLs and publication dates; some historical offers and references are outdated.
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Medical Imaging AI: Why Accuracy Isn't the Hard Part
AI matched radiologists in mammography and cut chest X-ray turnaround from 11 days to 3. But benchmarks are not what decide whether a medical imaging model ships. Dataset
MAI-Image-2.5: Microsoft's Image Model Hits Arena No. 2
Microsoft's MAI-Image-2.5 ranks No. 2 on Arena's image-editing leaderboard, and its Flash variant cuts output cost to $19.50 per million tokens. What the two-tier release
MAI-Voice-2: Microsoft's TTS Edged Human Recordings
Microsoft's new text-to-speech model was preferred over human recordings in 45.5% of listening tests, and clones a voice from five seconds of audio. Here is what MAI-Voic
Microsoft's 7 New MAI Models: What They Mean for Your Stack
Microsoft launched seven in-house MAI models, trained from scratch and tuned for efficiency. The model count is not the story. Here is what the Flash tiers and Frontier T
MCP Security: 40% of Servers Have No Authentication
Censys found 12,520 Internet-accessible MCP services. 40% have no authentication. VIPER-MCP produced 67 CVEs. Here is what every AI engineering team needs to know about M
AI Agent Security: 98% Vulnerable, Says New Framework
The AIRQ framework assessed 100+ AI agents and found 98% ship critically vulnerable. Here is what every engineering team needs to know about AI agent security risk.
GenAI Security: What 19 New Research Papers Tell Us
Jailbreaks that refuse to die. RAG back-ends that leak their contents. A new attack that exploits a model's own reasoning. Here is what every AI engineering team should k
AI Marketing for Small Businesses: A Founder's Guide
Learn how small-business owners can use AI for marketing to research audiences, create content, repurpose assets, and automate repetitive work without losing brand voice.
The New Competitive Advantage: Shipping AI Faster Than Enterprise Companies
Enterprise teams have the budget, brand, and headcount. Startups still win by shipping AI features faster, learning faster, and iterating using the Speed to Signal framew
Why Businesses Want AI Systems That Take Actions, Not Just Generate Text
AI text generation is useful, but the real value is when systems update records, trigger workflows, route decisions, and close loops. Learn the Read-Reason-Act-Verify fra
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