Everything Sayed Ali Alkamel publishes, in one feed: new articles, package releases, app versions, and videos.https://sayedalialkamel.com/enhttps://dev.to/sayed_ali_alkamel/code-knowledge-graphs-how-to-evaluate-graphify-gitnexus-and-codegraph-409ihttps://dev.to/sayed_ali_alkamel/code-knowledge-graphs-how-to-evaluate-graphify-gitnexus-and-codegraph-409iAn evaluation guide for technical leads: the license gate, the staleness window, edge provenance, and what to actually test on your own repo before committing.Fri, 24 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/open-knowledge-format-okf-a-technical-leaders-adoption-guide-5cm7https://dev.to/sayed_ali_alkamel/open-knowledge-format-okf-a-technical-leaders-adoption-guide-5cm7Google's Open Knowledge Format packages organizational knowledge as markdown for AI agents. What OKF solves, what it does not, and how to adopt it.Fri, 24 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/bank_ui_kit/https://sayedalialkamel.com/packages/bank_ui_kit/Version 0.2.0 of bank_ui_kit is live on pub.dev. 140+ bank-grade widgets across 22 banking domains.Fri, 24 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/flutter-material-and-cupertino-leave-the-sdk-what-changes-for-your-app-3cnhttps://dev.to/sayed_ali_alkamel/flutter-material-and-cupertino-leave-the-sdk-what-changes-for-your-app-3cnMaterial and Cupertino are becoming material_ui and cupertino_ui on pub.dev. Here is the real timeline, the pubspec change, and what to do now.Sun, 19 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/bank_ui_kit/https://sayedalialkamel.com/packages/bank_ui_kit/Version 0.1.0 of bank_ui_kit is live on pub.dev. 140+ bank-grade widgets across 22 banking domains.Sat, 18 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/gauge_kit/https://sayedalialkamel.com/packages/gauge_kit/Version 0.7.0 of gauge_kit is live on pub.dev. Fourteen Flutter gauges, three styles, zero dependencies.Sat, 18 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/agent-design-patterns-google-and-anthropic-side-by-side-21l2https://dev.to/sayed_ali_alkamel/agent-design-patterns-google-and-anthropic-side-by-side-21l2A field guide to agent design patterns from Anthropic and Google, with when to use each, the trade-offs, and animated diagrams.Fri, 17 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/autonomous-agents-and-the-react-loop-when-the-model-owns-control-2mphttps://dev.to/sayed_ali_alkamel/autonomous-agents-and-the-react-loop-when-the-model-owns-control-2mpAutonomous agents run a think, act, observe loop, Google's ReAct pattern. When to hand control to the model, and how to keep it safe.Fri, 17 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/composite-patterns-how-real-agent-systems-combine-the-basics-3404https://dev.to/sayed_ali_alkamel/composite-patterns-how-real-agent-systems-combine-the-basics-3404Composite and custom logic patterns combine routing, parallelization, and critic loops into one system. When to mix patterns and how to keep control.Fri, 17 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/human-in-the-loop-let-a-person-authorize-the-risky-step-28o9https://dev.to/sayed_ali_alkamel/human-in-the-loop-let-a-person-authorize-the-risky-step-28o9The human-in-the-loop pattern pauses an agent at a checkpoint so a person can approve high-stakes actions. When to use it and what it costs to build.Fri, 17 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/the-swarm-pattern-peer-agents-that-debate-and-converge-4gn9https://dev.to/sayed_ali_alkamel/the-swarm-pattern-peer-agents-that-debate-and-converge-4gn9The swarm pattern uses all-to-all agent collaboration with no central boss. Google's most flexible and most costly pattern, with its real failure modes.Fri, 17 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/evaluator-optimizer-generate-critique-and-refine-in-a-loop-4a47https://dev.to/sayed_ali_alkamel/evaluator-optimizer-generate-critique-and-refine-in-a-loop-4a47The evaluator-optimizer, Google's generator-critic and iterative refinement loop, improves output through feedback. When it helps and its failure modes.Wed, 15 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/skillscore/https://sayedalialkamel.com/packages/skillscore/Version 0.10.0 of skillscore is live on pub.dev. Score your AI agent's SKILL.md, 0 to 100.Wed, 15 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/orchestrator-workers-decide-the-subtasks-at-runtime-4ma0https://dev.to/sayed_ali_alkamel/orchestrator-workers-decide-the-subtasks-at-runtime-4ma0Orchestrator-workers, Google's hierarchical task decomposition, lets a lead agent split a task at runtime and delegate. When to use it and its costs.Mon, 13 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/skillscore/https://sayedalialkamel.com/packages/skillscore/Version 0.9.0 of skillscore is live on pub.dev. Score your AI agent's SKILL.md, 0 to 100.Sat, 11 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/gauge_kit/https://sayedalialkamel.com/packages/gauge_kit/Version 0.6.0 of gauge_kit is live on pub.dev. Fourteen Flutter gauges, three styles, zero dependencies.Fri, 10 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/parallelization-run-subtasks-at-once-then-merge-1okhttps://dev.to/sayed_ali_alkamel/parallelization-run-subtasks-at-once-then-merge-1okParallelization, Google's fan-out and gather pattern, runs independent subtasks at the same time and merges them. Sectioning, voting, and the trade-offs.Thu, 09 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/routing-classify-the-input-then-send-it-to-a-specialist-cl3https://dev.to/sayed_ali_alkamel/routing-classify-the-input-then-send-it-to-a-specialist-cl3Routing, Google's coordinator pattern, classifies each input and sends it to a specialized agent. When it beats one big prompt, and its trade-offs.Wed, 08 Jul 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/prompt-chaining-fixed-steps-that-each-feed-the-next-4jkbhttps://dev.to/sayed_ali_alkamel/prompt-chaining-fixed-steps-that-each-feed-the-next-4jkbPrompt chaining, Google's sequential pipeline pattern, breaks a task into fixed steps with a gate between them. When to use it and where it breaks.Tue, 07 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/gauge_kit/https://sayedalialkamel.com/packages/gauge_kit/Version 0.5.0 of gauge_kit is live on pub.dev. Fourteen Flutter gauges, three styles, zero dependencies.Tue, 07 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/the-augmented-llm-the-building-block-every-agent-sits-on-4hdmhttps://dev.to/sayed_ali_alkamel/the-augmented-llm-the-building-block-every-agent-sits-on-4hdmThe augmented LLM is the base unit of every agent: one model plus retrieval, tools, and memory. When to use it, and when a single agent is enough.Mon, 06 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/camera_pro/https://sayedalialkamel.com/packages/camera_pro/Version 0.0.2 of camera_pro is live on pub.dev. DSLR-grade camera controls on a native C core.Mon, 06 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/gauge_kit/https://sayedalialkamel.com/packages/gauge_kit/Version 0.4.0 of gauge_kit is live on pub.dev. Fourteen Flutter gauges, three styles, zero dependencies.Mon, 06 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/the-new-sdlc-for-project-managers-vibe-coding-vs-agentic-engineering-1130https://dev.to/sayed_ali_alkamel/the-new-sdlc-for-project-managers-vibe-coding-vs-agentic-engineering-1130A project manager's guide to the AI-driven SDLC: how vibe coding and agentic engineering change estimates, cost, risk, and how teams are staffed.Sun, 05 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/bank_ui_kit/https://sayedalialkamel.com/packages/bank_ui_kit/Version 0.0.3 of bank_ui_kit is live on pub.dev. 140+ bank-grade widgets across 22 banking domains.Sun, 05 Jul 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/dart-ffi-for-flutter-call-native-c-directly-lessons-from-camerapro-2oc0https://dev.to/sayed_ali_alkamel/dart-ffi-for-flutter-call-native-c-directly-lessons-from-camerapro-2oc0Dart FFI lets Flutter call native C code directly, without platform channels. A short, practical guide with diagrams, plus real lessons from building the camera_pro package.Sat, 04 Jul 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/bank_ui_kit/https://sayedalialkamel.com/packages/bank_ui_kit/Version 0.0.2 of bank_ui_kit is live on pub.dev. 140+ bank-grade widgets across 22 banking domains.Sat, 04 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/bank_ui_kit/https://sayedalialkamel.com/packages/bank_ui_kit/Version 0.0.1 of bank_ui_kit is live on pub.dev. 140+ bank-grade widgets across 22 banking domains.Sat, 04 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/camera_pro/https://sayedalialkamel.com/packages/camera_pro/Version 0.0.1 of camera_pro is live on pub.dev. DSLR-grade camera controls on a native C core.Sat, 04 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/skillscore/https://sayedalialkamel.com/packages/skillscore/Version 0.8.0 of skillscore is live on pub.dev. Score your AI agent's SKILL.md, 0 to 100.Sat, 04 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/gauge_kit/https://sayedalialkamel.com/packages/gauge_kit/Version 0.3.4 of gauge_kit is live on pub.dev. Fourteen Flutter gauges, three styles, zero dependencies.Sat, 04 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.10.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Wed, 01 Jul 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.8.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Tue, 30 Jun 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/gauge_kit/https://sayedalialkamel.com/packages/gauge_kit/Version 0.3.0 of gauge_kit is live on pub.dev. Fourteen Flutter gauges, three styles, zero dependencies.Tue, 30 Jun 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/the-llm-preamble-problem-how-rlhf-made-your-model-too-polite-to-ship-1c9lhttps://dev.to/sayed_ali_alkamel/the-llm-preamble-problem-how-rlhf-made-your-model-too-polite-to-ship-1c9lInstruction-tuned LLMs add 'Certainly!' preambles before every answer. Here is the RLHF root cause, the real cost in tokens, and four developer fixes.Mon, 29 Jun 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/skillscore/https://sayedalialkamel.com/packages/skillscore/Version 0.6.0 of skillscore is live on pub.dev. Score your AI agent's SKILL.md, 0 to 100.Mon, 29 Jun 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.7.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Sun, 28 Jun 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.6.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Sun, 28 Jun 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.5.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Sat, 27 Jun 2026 00:00:00 GMTPackagehttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.4.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Thu, 25 Jun 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/gguf-explained-the-file-format-that-put-llms-on-your-laptop-12lhhttps://dev.to/sayed_ali_alkamel/gguf-explained-the-file-format-that-put-llms-on-your-laptop-12lhGGUF is the format that lets large language models run on a laptop, a phone, even a Raspberry Pi. What it is, what the quant names mean, and how to choose.Wed, 24 Jun 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/material_drum_picker/https://sayedalialkamel.com/packages/material_drum_picker/Version 1.2.0 of material_drum_picker is live on pub.dev. A Material 3 date picker with an iOS-style drum roller.Mon, 22 Jun 2026 00:00:00 GMTPackagehttps://dev.to/sayed_ali_alkamel/ai-gateways-a-senior-engineers-honest-take-1fn7https://dev.to/sayed_ali_alkamel/ai-gateways-a-senior-engineers-honest-take-1fn7An AI gateway sits between your apps and LLM providers. What it does, how it differs from an API gateway, and the core features actually worth paying for.Sun, 21 Jun 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/flutter-genui-sdk-build-ai-generated-uis-from-scratch-complete-beginner-tutorial-2026-7ckhttps://dev.to/sayed_ali_alkamel/flutter-genui-sdk-build-ai-generated-uis-from-scratch-complete-beginner-tutorial-2026-7ckStep-by-step beginner tutorial: build real-time AI-generated Flutter widget trees using the GenUI SDK, Gemini, and custom CatalogItems. No prior AI experience needed.Sat, 20 Jun 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/i-built-kalaam-an-arabic-tutor-whose-ui-gemini-assembles-at-runtime-1893https://dev.to/sayed_ali_alkamel/i-built-kalaam-an-arabic-tutor-whose-ui-gemini-assembles-at-runtime-1893Kalaam is an open-source Flutter app where Gemini composes each Arabic lesson interface at runtime from a catalog of 27 widgets. Clone, run in 30 seconds, and watch AI-native UI work.Thu, 18 Jun 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/spring-ai-the-senior-devs-honest-take-on-javas-ai-moment-2g9chttps://dev.to/sayed_ali_alkamel/spring-ai-the-senior-devs-honest-take-on-javas-ai-moment-2g9cSpring AI connects enterprise Java to AI models with portable abstractions, RAG, MCP, and tool calling. Here is what it actually does and when to reach for it.Wed, 17 Jun 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/is-token-usage-the-new-lines-of-code-how-to-measure-developer-productivity-in-the-ai-age-nd8https://dev.to/sayed_ali_alkamel/is-token-usage-the-new-lines-of-code-how-to-measure-developer-productivity-in-the-ai-age-nd8Token budgets are becoming the new productivity flex in Silicon Valley. But is measuring token usage just as broken as counting lines of code? Here is what the research and the sharpest minds in engineering actually say.Tue, 16 Jun 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/the-new-sdlc-a-senior-devs-honest-take-on-vibe-coding-and-agentic-engineering-55m7https://dev.to/sayed_ali_alkamel/the-new-sdlc-a-senior-devs-honest-take-on-vibe-coding-and-agentic-engineering-55m7The SDLC didn't get faster, it got different. How agentic engineering, context engineering, and the factory model reshape software delivery in 2026.Tue, 16 Jun 2026 00:00:00 GMTWritinghttps://dev.to/sayed_ali_alkamel/llm-token-counting-explained-the-30-year-old-algorithm-quietly-running-your-ai-bill-2lfhhttps://dev.to/sayed_ali_alkamel/llm-token-counting-explained-the-30-year-old-algorithm-quietly-running-your-ai-bill-2lfhTLDR: A token is a subword chunk, typically 3 to 4 characters in English. The algorithm splitting...Mon, 15 Jun 2026 00:00:00 GMTWritinghttps://sayedalialkamel.com/packages/skillscore/https://sayedalialkamel.com/packages/skillscore/Version 0.3.0 of skillscore is live on pub.dev. Score your AI agent's SKILL.md, 0 to 100.Mon, 15 Jun 2026 00:00:00 GMTPackage