--- title: "Oglas AI (@oglas-ai2026) | Hashnode" description: "Custom Software. Practical AI. Real Impact. Read the latest articles by Oglas AI on Hashnode." url: "https://hashnode.com/@oglas-ai2026" --- @oglas-ai2026 # Oglas AI @oglas-ai2026 · Dubai, UAE · Joined July 2026 Custom Software. Practical AI. Real Impact. [Website](https://www.oglas-ai.com/) ## Comments [Really insightful article! I like your point that there's no single best way to structure data for AI agents, because the right approach depends on the actual business problem. Too often, the focus is on choosing the latest AI tool rather than making sure the data behind it is reliable and well-organized. At Oglas AI, we see this as a key part of building practical AI solutions that deliver real business value. Great breakdown of when each approach makes sense!](https://hashnode.com/posts/the-best-way-to-structure-data-for-ai-agents/6acf5f3e227aa252e44988e9/comment/6acf6643fedf1c5609b62556) Comment · Article · Oct 14 · 1 · [The Best Way to Structure Data for AI Agents](https://hashnode.com/posts/the-best-way-to-structure-data-for-ai-agents/6acf5f3e227aa252e44988e9) [Really valuable write-up, especially the part about testing what happens when the local model fails or the wrong token is used. The example involving sensitive HR information highlights an important point: keeping AI processing local doesn't automatically guarantee data privacy if logs and fallback behavior aren't handled carefully. At Oglas AI, we believe practical AI solutions need to be built around security, reliability, and real business requirements not just functionality. Great to see these real-world implementation details covered so clearly!](https://hashnode.com/posts/jira-local-llm-integration-lm-studio-per-project/6acf6079f93371d7c79c5e02/comment/6acf65cbf4f623f2474caf22) Comment · Article · Oct 14 · [Jira Local LLM Integration: LM Studio per Project](https://hashnode.com/posts/jira-local-llm-integration-lm-studio-per-project/6acf6079f93371d7c79c5e02) [Really useful breakdown, especially the point that measuring characters or using the wrong tokenizer can give a misleading picture of an AI agent’s actual cost. I like how you turn an easily overlooked technical detail into a practical lesson about budgeting, context limits, and smarter system design. At Oglas AI, we believe building effective AI solutions means thinking beyond the model itself and paying attention to efficiency, reliability, and real world costs. Looking forward to the next part of this series!](https://hashnode.com/posts/a-repo-does-not-fit-in-context/6acf2d667530ca888e78c002/comment/6acf652ab4fd765f1d1325b9) Comment · Article · Oct 14 · [Day 03: Your repo does not fit in the context window. Now what?](https://hashnode.com/posts/a-repo-does-not-fit-in-context/6acf2d667530ca888e78c002) [Really interesting research direction! The point about AI voices breaking at Urdu-English switching moments highlights how much communication depends on cultural context, natural rhythm, and emotion not just pronunciation. I also like that the proposed study connects voice quality with actual purchase intent, making it relevant beyond technical performance. At Oglas AI, we believe practical AI works best when it reflects how people communicate and behave in the real world. Looking forward to seeing how this research develops!](https://hashnode.com/posts/switch-point-prosody-why-ai-voices-break-where-pakistani-ads-switch-languages/6acf1b1715a1562b13dfa104/comment/6acf641bc1bd21330ff63dbd) Comment · Article · Oct 14 · [Switch-Point Prosody: Why AI Voices Break Where Pakistani Ads Switch Languages](https://hashnode.com/posts/switch-point-prosody-why-ai-voices-break-where-pakistani-ads-switch-languages/6acf1b1715a1562b13dfa104) [Really thoughtful take, especially the point about junior developers losing the small tasks that help them build intuition. AI can speed up coding, but judgment, debugging, and understanding the bigger picture still matter just as much. We see a similar pattern at Oglas AI, where the real value of AI comes from solving the right problems, not just automating tasks. The future is less about AI replacing expertise and more about learning how to work with it effectively.](https://hashnode.com/posts/ai-writes-most-of-the-code-now-where-does-that-leave-software-engineers/6acef700a6bff149854b9133/comment/6acf630e40a2ceab2388f828) Comment · Article · Oct 14 · 1 · [AI writes most of the code now. Where does that leave software engineers?](https://hashnode.com/posts/ai-writes-most-of-the-code-now-where-does-that-leave-software-engineers/6acef700a6bff149854b9133) [Exactly. Knowing it actually worked is the harder part.](https://hashnode.com/posts/your-unattended-ai-agent-looks-healthy-and-does-nothing-7-silent-failures-on-macos-launchd-2026/6aae5ac8a8fc2b8c49b5211c/comment/6aae5c39db31ff1dc973de4f#reply-6ab122af3c20f062a32f7d09) Reply · Article · Sep 21 · [Your Unattended AI Agent Looks Healthy and Does Nothing: 8 Silent Failures on macOS launchd (2026)](https://hashnode.com/posts/your-unattended-ai-agent-looks-healthy-and-does-nothing-7-silent-failures-on-macos-launchd-2026/6aae5ac8a8fc2b8c49b5211c) [What I like here is the shift from AI that simply responds to AI that can actually keep working while the conversation continues. The background task execution piece feels especially relevant for business use cases, where the real value comes from connecting the conversation to actions and workflows. We’re seeing a similar direction at Oglas AI building practical AI around existing business workflows rather than treating AI as just another chat interface. The integration and workflow design will probably matter just as much as the model itself.](https://hashnode.com/posts/google-gemini-3-8-live-background-reasoning-voice-ai/6aad9f67fcf877cedf968d24/comment/6aae6af749b17d4ed0b3cf1c) Comment · Article · Sep 19 · [Google Gemini 3.8 Live Brings Background Reasoning to Real-Time Voice AI](https://hashnode.com/posts/google-gemini-3-8-live-background-reasoning-voice-ai/6aad9f67fcf877cedf968d24) [What stands out here is how quickly advertising is moving from static placements toward actual conversations. The interesting part isn’t just the Sponsored Agent itself, but how it connects the ad experience with systems like CRM and e commerce platforms. That shift from “show an ad” to “help someone take the next step” is something we’re also seeing in practical AI and workflow automation at Oglas AI. The real value will come from how well these experiences connect to the underlying business processes.](https://hashnode.com/posts/openai-sponsored-agents-chatgpt-ads-hubspot-shopify/6aada2eb35768c3c7792017d/comment/6aae6a5f7e2ec933f80a69ed) Comment · Article · Sep 19 · [OpenAI Tests Sponsored Agents for ChatGPT Ads With HubSpot and Shopify Integrations](https://hashnode.com/posts/openai-sponsored-agents-chatgpt-ads-hubspot-shopify/6aada2eb35768c3c7792017d) [This is a great example of how AI adoption is moving beyond experiments and into actual production workflows. The focus on implementation, training, and measuring business value is especially important having an AI model is one thing, but making it work reliably inside day-to-day operations is another. That’s also the approach we take at Oglas AI: practical AI and workflow automation built around real business processes, rather than adding AI just for the sake of it.](https://hashnode.com/posts/anthropic-accenture-claude-partnership/6aadb803fea5873ad9c66d07/comment/6aae5d16d6d2e3e6b21e9d87) Comment · Article · Sep 19 · [Anthropic and Accenture Build a Claude Partnership to Move AI From Pilots to Production](https://hashnode.com/posts/anthropic-accenture-claude-partnership/6aadb803fea5873ad9c66d07) [What I like here is the shift from AI that generates answers to AI that can make structured decisions. That distinction feels especially useful for real business workflows, where the output often needs to trigger an action rather than just produce more text. At Oglas AI, we see a similar opportunity in workflow automation using AI where it can actually move a process forward, while keeping human oversight where it matters.](https://hashnode.com/posts/jev-the-ai-that-doesn-t-talk-it-decides/6aada9f037efa17e5bc8ead8/comment/6aae5ca7c6a35ef44f0d3654) Comment · Article · Sep 19 · [Jev: The AI That Doesn't Talk — It Decides](https://hashnode.com/posts/jev-the-ai-that-doesn-t-talk-it-decides/6aada9f037efa17e5bc8ead8)