https://briksine.com/blog/ Field notes on agentic engineering, AI automation, local models and shipping production software with AI agents. en https://briksine.com/blog/ai-automation-for-businesses-in-mena/ https://briksine.com/blog/ai-automation-for-businesses-in-mena/ Sun, 01 Nov 2026 09:00:00 GMT A practical guide to AI automation and AI agents for businesses in the MENA region: the first workflows worth automating, WhatsApp and Arabic-first design, data protection laws (PDPL, Law 09-08) and how to start small. https://briksine.com/blog/ai-code-review-failing-repro/ https://briksine.com/blog/ai-code-review-failing-repro/ Sun, 01 Nov 2026 09:00:00 GMT AI code review produces convincing noise. One rule fixes it: no finding counts without a failing test that reproduces it, plus a control that proves the test is valid. https://briksine.com/blog/arabic-ai-chatbot-msa-and-dialects/ https://briksine.com/blog/arabic-ai-chatbot-msa-and-dialects/ Sun, 01 Nov 2026 09:00:00 GMT How to build an Arabic AI chatbot for business that handles Modern Standard Arabic, Gulf and Egyptian dialects, Moroccan Darija, Arabizi and voice notes, for customer support on WhatsApp and the web. https://briksine.com/blog/hiring-an-ai-developer-in-morocco/ https://briksine.com/blog/hiring-an-ai-developer-in-morocco/ Sun, 01 Nov 2026 09:00:00 GMT Why companies in Europe, the Gulf and North America hire AI engineers and software developers in Morocco: nearshore time zones, languages, skills, costs, how to vet a developer and how to structure the work. https://briksine.com/blog/private-ai-on-premise-llm/ https://briksine.com/blog/private-ai-on-premise-llm/ Sun, 01 Nov 2026 09:00:00 GMT When a private, local or self-hosted LLM makes sense, what it costs you in quality and effort, and how data protection laws like Saudi Arabia's PDPL, the UAE PDPL, Egypt's Law 151 and Morocco's Law 09-08 shape the choice. https://briksine.com/blog/shipping-production-code-with-ai-agents/ https://briksine.com/blog/shipping-production-code-with-ai-agents/ Sun, 01 Nov 2026 09:00:00 GMT The multi-agent pipeline I use on a production trading terminal: parallel implementer agents, hard quality gates, an adversarial reviewer, and a human sign-off. https://briksine.com/blog/what-to-automate-first-agentic-automation/ https://briksine.com/blog/what-to-automate-first-agentic-automation/ Sun, 01 Nov 2026 09:00:00 GMT Not every task should be handed to an AI agent. A simple way to pick the first workflows to automate, the patterns that work, and the mistakes to avoid. https://briksine.com/blog/whatsapp-ai-chatbot-for-business-morocco/ https://briksine.com/blog/whatsapp-ai-chatbot-for-business-morocco/ Sun, 01 Nov 2026 09:00:00 GMT How to build a WhatsApp AI chatbot with Darija AI for a Moroccan business: one that understands Darija, French, Arabic and voice notes: the official WhatsApp Business Platform, Meta's 2026 AI policy, handover to staff and data protection under Law 09-08. https://briksine.com/blog/claude-code-subagents/ https://briksine.com/blog/claude-code-subagents/ Fri, 30 Oct 2026 09:00:00 GMT How Claude Code subagents work, where the files live, which frontmatter fields matter, and how to design reviewer and implementer agents that actually help. https://briksine.com/blog/rag-vs-fine-tuning/ https://briksine.com/blog/rag-vs-fine-tuning/ Wed, 28 Oct 2026 09:00:00 GMT RAG vs fine-tuning explained by an engineer: when to retrieve your documents, when to fine-tune an LLM, when to combine them, and when better prompts are enough. https://briksine.com/blog/bin-picking-computer-vision/ https://briksine.com/blog/bin-picking-computer-vision/ Mon, 26 Oct 2026 09:00:00 GMT How a vision-guided bin picking system works, from the 3D camera to the robot: segmentation, 6D pose estimation against CAD models, grasp selection and ROS 2. https://briksine.com/blog/multi-agent-system-architecture/ https://briksine.com/blog/multi-agent-system-architecture/ Sat, 24 Oct 2026 09:00:00 GMT How to design a multi-agent system with LLMs: orchestrator and specialists, pipelines, parallel workers, reviewers, shared state, and when one agent is better. https://briksine.com/blog/rag-pipeline-production/ https://briksine.com/blog/rag-pipeline-production/ Wed, 21 Oct 2026 09:00:00 GMT A practical guide to building a RAG pipeline for production: document parsing, chunking, hybrid search, reranking, citations, evaluation, permissions and common failures. https://briksine.com/blog/demand-forecasting-small-business/ https://briksine.com/blog/demand-forecasting-small-business/ Mon, 19 Oct 2026 09:00:00 GMT Practical demand forecasting for small and mid-size businesses: baselines first, then statistical and ML models, honest backtesting, moving holidays and reorder decisions. https://briksine.com/blog/reduce-llm-api-costs/ https://briksine.com/blog/reduce-llm-api-costs/ Sat, 17 Oct 2026 09:00:00 GMT Where LLM cost really comes from and how to reduce it: measure per task, right-size models, cache prompts and results, batch, trim context and run steady work locally. https://briksine.com/blog/ai-agent-vs-chatbot/ https://briksine.com/blog/ai-agent-vs-chatbot/ Wed, 14 Oct 2026 09:00:00 GMT AI agent vs chatbot explained simply: a chatbot answers, an agent takes actions with tools. What agentic AI vs AI agent means, business examples, risks and costs. https://briksine.com/blog/catboost-vs-xgboost/ https://briksine.com/blog/catboost-vs-xgboost/ Mon, 12 Oct 2026 09:00:00 GMT CatBoost vs XGBoost in practice: categorical features, defaults, tuning effort, speed and overfitting, plus the validation mistake that matters more than the library. https://briksine.com/blog/faster-whisper-local-transcription/ https://briksine.com/blog/faster-whisper-local-transcription/ Sat, 10 Oct 2026 09:00:00 GMT A practical guide to faster-whisper for local Whisper transcription: model sizes, CPU vs GPU, int8 quantization, voice activity filtering and live transcription.