From 2584fbd03baaa934d7388086bf0ca90f52462277 Mon Sep 17 00:00:00 2001 From: "github-actions[bot]" <41898282+github-actions[bot]@users.noreply.github.com> Date: Fri, 16 Oct 2026 18:41:46 +0200 Subject: [PATCH] chore: sync content to repo (#10468) Co-authored-by: nilbuild <4921183+nilbuild@users.noreply.github.com> --- .../agent-architectures@axvABWpvFn6jGhtVX5YIb.md | 8 +++++++- .../ai-engineering-skills@tTTDizQfuACFUoAAsTCt1.md | 6 +++--- .../content/ai-governance@IDXv7mdEFDvz9JZQsJONI.md | 9 ++++++++- .../content/airflow@WRmM6EHABFNhkcbsDs-Ho.md | 4 ++-- .../content/apis-design@3HkClnguwCyjVTRVV4c98.md | 4 +++- .../content/aws@gN4BwjAFGWyraYh6PXdXv.md | 3 ++- .../content/azure@zVl_tprCCMCA7DQXXoJGw.md | 6 ++++-- .../content/backend-skills@kK16boEALRDQdRmFRphso.md | 3 ++- .../building-eval-pipelines@nqinppM-vkHMf2Rp9314E.md | 8 +++++++- .../content/c@KfMUR-vU8CHyef0HQOIdg.md | 1 + ...choosing-model-providers@71RdAONPBwnQRWa9kWeit.md | 7 ++++++- .../content/claude-code@gjPK-grobmB5pB0vc_Ckj.md | 3 ++- .../content/cloud-platforms@-ewFRbnqRVqY3MLQYbwJl.md | 8 +++++++- .../content/containers@iF3d4ajumcuE4g4XQMG3o.md | 1 - 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Common patterns include ReAct (reason + act), plan-and-execute, and tree-of-thought. Choosing the right architecture depends on how much control the application needs over model behavior and how tolerant the customer is of unpredictable agent outputs. \ No newline at end of file +Agent architectures define how an AI agent is structured: how it reasons, selects tools, manages memory, and decides when to stop. Common patterns include ReAct (reason + act), plan-and-execute, and tree-of-thought. Choosing the right architecture depends on how much control the application needs over model behavior and how tolerant the customer is of unpredictable agent outputs. + +Visit the following resources to learn more: + +- [@article@What is agentic architecture?](https://www.ibm.com/think/topics/agentic-architecture) +- [@article@AI Agent Architecture: Tutorial & Examples](https://fme.safe.com/guides/ai-agent-architecture/) +- [@video@AI Agents, Clearly Explained](https://www.youtube.com/watch?v=FwOTs4UxQS4) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/ai-engineering-skills@tTTDizQfuACFUoAAsTCt1.md b/roadmaps/forward-deployed-engineer/content/ai-engineering-skills@tTTDizQfuACFUoAAsTCt1.md index 11f1e15c7..6a2ec8931 100644 --- a/roadmaps/forward-deployed-engineer/content/ai-engineering-skills@tTTDizQfuACFUoAAsTCt1.md +++ b/roadmaps/forward-deployed-engineer/content/ai-engineering-skills@tTTDizQfuACFUoAAsTCt1.md @@ -1,10 +1,10 @@ # AI Engineering Skills -AI Engineering - AI engineering involves building software systems that use machine learning models and large language models (LLMs) as components. This includes selecting models, integrating them via APIs, engineering prompts, managing context, and deploying AI features in production. AI engineering is at the core of the job of FDEs. It's what turns an AI model into a product that runs reliably inside a company's infrastructure. Visit the following resources to learn more: - [@article@What Is an AI Engineer? (And How to Become One)](https://www.coursera.org/articles/ai-engineer) -- [@video@AI, Machine Learning, Deep Learning and Generative AI Explained](https://www.youtube.com/watch?v=qYNweeDHiyU) \ No newline at end of file +- [@video@A Practical Guide To Becoming An AI Engineer (2026)](https://www.youtube.com/watch?v=oHu_xWe0agI) +- [@video@AI, Machine Learning, Deep Learning and Generative AI Explained](https://www.youtube.com/watch?v=qYNweeDHiyU) +- [@video@AI Engineering Vs AI Forward Deployed Engineer(FDE)](https://www.youtube.com/watch?v=05ZezulZKkQ) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/ai-governance@IDXv7mdEFDvz9JZQsJONI.md b/roadmaps/forward-deployed-engineer/content/ai-governance@IDXv7mdEFDvz9JZQsJONI.md index 9656cc6c8..abd277d40 100644 --- a/roadmaps/forward-deployed-engineer/content/ai-governance@IDXv7mdEFDvz9JZQsJONI.md +++ b/roadmaps/forward-deployed-engineer/content/ai-governance@IDXv7mdEFDvz9JZQsJONI.md @@ -1,3 +1,10 @@ # AI Governance -AI governance refers to the policies, processes, and controls that ensure AI systems behave safely, fairly, and in compliance with regulations and organizational standards. This includes defining acceptable use, managing model risk, ensuring transparency in AI decision-making, and monitoring for bias or harmful outputs. \ No newline at end of file +AI governance refers to the policies, processes, and controls that ensure AI systems behave safely, fairly, and in compliance with regulations and organizational standards. This includes defining acceptable use, managing model risk, ensuring transparency in AI decision-making, and monitoring for bias or harmful outputs. + +Visit the following resources to learn more: + +- [@article@What is AI governance?](https://www.ibm.com/think/topics/ai-governance) +- [@article@AI Governance Best Practices: How to Build Responsible and Effective AI Programs](https://www.databricks.com/blog/ai-governance-best-practices-how-build-responsible-and-effective-ai-programs) +- [@video@Security & AI Governance: Reducing Risks in AI Systems](https://www.youtube.com/watch?v=4QXtObc61Lw) +- [@video@The Importance of AI Governance](https://www.youtube.com/watch?v=Q020C-Jw0o8) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/airflow@WRmM6EHABFNhkcbsDs-Ho.md b/roadmaps/forward-deployed-engineer/content/airflow@WRmM6EHABFNhkcbsDs-Ho.md index 5db49b30d..a818fa3d4 100644 --- a/roadmaps/forward-deployed-engineer/content/airflow@WRmM6EHABFNhkcbsDs-Ho.md +++ b/roadmaps/forward-deployed-engineer/content/airflow@WRmM6EHABFNhkcbsDs-Ho.md @@ -4,7 +4,7 @@ Apache Airflow is an open-source workflow orchestration platform for scheduling Visit the following resources to learn more: -- [@official@Airflow](https://airflow.apache.org/) - [@official@Airflow Docs](https://airflow.apache.org/docs) - [@opensource@airflow](https://github.com/apache/airflow) -- [@article@Building Pipelines In Apache Airflow – For Beginners](https://towardsdatascience.com/building-pipelines-in-apache-airflow-for-beginners-58f87a1512d5/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) \ No newline at end of file +- [@article@Building Pipelines In Apache Airflow – For Beginners](https://towardsdatascience.com/building-pipelines-in-apache-airflow-for-beginners-58f87a1512d5/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) +- [@video@Airflow Tutorial For Beginners](https://www.youtube.com/watch?v=IiczxlbQb8s) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/apis-design@3HkClnguwCyjVTRVV4c98.md b/roadmaps/forward-deployed-engineer/content/apis-design@3HkClnguwCyjVTRVV4c98.md index c6b07b9eb..45e4c8071 100644 --- a/roadmaps/forward-deployed-engineer/content/apis-design@3HkClnguwCyjVTRVV4c98.md +++ b/roadmaps/forward-deployed-engineer/content/apis-design@3HkClnguwCyjVTRVV4c98.md @@ -4,4 +4,6 @@ API design is the process of defining how services communicate with each other t Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated API Design Roadmap](https://roadmap.sh/api-design) \ No newline at end of file +- [@roadmap@Visit the Dedicated API Design Roadmap](https://roadmap.sh/api-design) +- [@article@What is API design?](https://www.ibm.com/think/topics/api-design) +- [@video@APIs for Beginners - How to use an API (Full Course / Tutorial)](https://www.youtube.com/watch?v=WXsD0ZgxjRw) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/aws@gN4BwjAFGWyraYh6PXdXv.md b/roadmaps/forward-deployed-engineer/content/aws@gN4BwjAFGWyraYh6PXdXv.md index 7dfd10210..264eb39ee 100644 --- a/roadmaps/forward-deployed-engineer/content/aws@gN4BwjAFGWyraYh6PXdXv.md +++ b/roadmaps/forward-deployed-engineer/content/aws@gN4BwjAFGWyraYh6PXdXv.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated AWS Roadmap](https://roadmap.sh/aws) - [@official@AWS Cloud Essentials](https://aws.amazon.com/getting-started/cloud-essentials/) -- [@official@Overview of Amazon Web Services](https://docs.aws.amazon.com/whitepapers/latest/aws-overview/introduction.html) \ No newline at end of file +- [@official@Overview of Amazon Web Services](https://docs.aws.amazon.com/whitepapers/latest/aws-overview/introduction.html) +- [@video@AWS Certified Cloud Practitioner Training 2020 - Full Course](https://www.youtube.com/watch?v=3hLmDS179YE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/azure@zVl_tprCCMCA7DQXXoJGw.md b/roadmaps/forward-deployed-engineer/content/azure@zVl_tprCCMCA7DQXXoJGw.md index 10310bb88..c862ec9b8 100644 --- a/roadmaps/forward-deployed-engineer/content/azure@zVl_tprCCMCA7DQXXoJGw.md +++ b/roadmaps/forward-deployed-engineer/content/azure@zVl_tprCCMCA7DQXXoJGw.md @@ -4,5 +4,7 @@ Microsoft Azure is Microsoft's cloud platform with particularly strong adoption Visit the following resources to learn more: -- [@official@Azure Website](https://azure.microsoft.com/en-us/) -- [@video@Microsoft Azure Fundamentals Certification Course (AZ-900)](https://www.youtube.com/watch?v=5abffC-K40c) \ No newline at end of file +- [@official@What is Azure?](https://azure.microsoft.com/en-us/resources/cloud-computing-dictionary/what-is-azure) +- [@official@Azure Docs](https://learn.microsoft.com/en-us/azure/?product=popular) +- [@video@Microsoft Azure](https://www.youtube.com/playlist?list=PLEiEAq2VkUUKihhGvJw05bU8DhoQMn_ni) +- [@video@Microsoft Azure Fundamentals Certification Course](https://www.youtube.com/watch?v=5abffC-K40c) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/backend-skills@kK16boEALRDQdRmFRphso.md b/roadmaps/forward-deployed-engineer/content/backend-skills@kK16boEALRDQdRmFRphso.md index 34bb8cdb2..2bfbe96e1 100644 --- a/roadmaps/forward-deployed-engineer/content/backend-skills@kK16boEALRDQdRmFRphso.md +++ b/roadmaps/forward-deployed-engineer/content/backend-skills@kK16boEALRDQdRmFRphso.md @@ -5,4 +5,5 @@ Backend development refers to the server-side logic of a web application, includ Visit the following resources to learn more: - [@article@What is backend? A comprehensive intro to server-side development](https://alokai.com/blog/what-is-backend) -- [@video@How The Backend Works](https://www.youtube.com/watch?v=4r6WdaY3SOA) \ No newline at end of file +- [@video@How The Backend Works](https://www.youtube.com/watch?v=4r6WdaY3SOA) +- [@video@Complete Backend Course](https://www.youtube.com/watch?v=rOpEN1JDaD0) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/building-eval-pipelines@nqinppM-vkHMf2Rp9314E.md b/roadmaps/forward-deployed-engineer/content/building-eval-pipelines@nqinppM-vkHMf2Rp9314E.md index 081ab1a21..227e9fecd 100644 --- a/roadmaps/forward-deployed-engineer/content/building-eval-pipelines@nqinppM-vkHMf2Rp9314E.md +++ b/roadmaps/forward-deployed-engineer/content/building-eval-pipelines@nqinppM-vkHMf2Rp9314E.md @@ -1,3 +1,9 @@ # Building Eval Pipelines -Evaluation pipelines are automated systems for measuring the quality of an AI model or application over a set of test cases. A good eval does not just check whether the final answer is correct. It traces the steps a skilled human would take to solve the same problem and grades the agent on each one. Building this starts with a golden dataset: a set of real queries with the ideal output labeled by hand. That becomes the standard everything else is measured against. \ No newline at end of file +Evaluation pipelines are automated systems for measuring the quality of an AI model or application over a set of test cases. A good eval does not just check whether the final answer is correct. It traces the steps a skilled human would take to solve the same problem and grades the agent on each one. Building this starts with a golden dataset: a set of real queries with the ideal output labeled by hand. That becomes the standard everything else is measured against. + +Visit the following resources to learn more: + +- [@article@What Is An Evaluation Pipeline?](https://arize.com/glossary/evaluation-pipeline/) +- [@article@Automated Regression Testing: The Complete 2026 Guide](https://roadmap.sh/ai-engineer/automated-regression-testing) +- [@video@LLM Evaluation](https://www.youtube.com/playlist?list=PLEneLIDJFpcA) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/c@KfMUR-vU8CHyef0HQOIdg.md b/roadmaps/forward-deployed-engineer/content/c@KfMUR-vU8CHyef0HQOIdg.md index c89dcf3ca..83d4f0f4b 100644 --- a/roadmaps/forward-deployed-engineer/content/c@KfMUR-vU8CHyef0HQOIdg.md +++ b/roadmaps/forward-deployed-engineer/content/c@KfMUR-vU8CHyef0HQOIdg.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated C++ Developer Roadmap](https://roadmap.sh/cpp) - [@article@Learn C++](https://www.learncpp.com/) +- [@article@C++ vs. C: When (and when not) to use each language](https://roadmap.sh/cpp/vs-c) - [@video@C++ Tutorial for Beginners - Full Course](https://youtu.be/vLnPwxZdW4Y) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/choosing-model-providers@71RdAONPBwnQRWa9kWeit.md b/roadmaps/forward-deployed-engineer/content/choosing-model-providers@71RdAONPBwnQRWa9kWeit.md index 5cce83704..71197bb1f 100644 --- a/roadmaps/forward-deployed-engineer/content/choosing-model-providers@71RdAONPBwnQRWa9kWeit.md +++ b/roadmaps/forward-deployed-engineer/content/choosing-model-providers@71RdAONPBwnQRWa9kWeit.md @@ -1,3 +1,8 @@ # Choosing your Model Provider -Different LLM providers offer models with different tradeoffs in capability, cost, latency, context length, and licensing terms. Common providers include OpenAI, Anthropic, Google, Meta (open weights), and Mistral. Choosing the right model for a use case involves evaluating benchmarks, pricing, API reliability, data privacy terms, and whether the model's strengths match the application's requirements. \ No newline at end of file +Different LLM providers offer models with different tradeoffs in capability, cost, latency, context length, and licensing terms. Common providers include OpenAI, Anthropic, Google, Meta (open weights), and Mistral. Choosing the right model for a use case involves evaluating benchmarks, pricing, API reliability, data privacy terms, and whether the model's strengths match the application's requirements. + +Visit the following resources to learn more: + +- [@video@How to Choose Large Language Models: A Developer’s Guide to LLMs](https://www.youtube.com/watch?v=pYax2rupKEY&t=9s) +- [@video@Choose the right AI model for your use case](https://www.youtube.com/watch?v=aqWXSShwGO0) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/claude-code@gjPK-grobmB5pB0vc_Ckj.md b/roadmaps/forward-deployed-engineer/content/claude-code@gjPK-grobmB5pB0vc_Ckj.md index 59778bf61..46d6e226f 100644 --- a/roadmaps/forward-deployed-engineer/content/claude-code@gjPK-grobmB5pB0vc_Ckj.md +++ b/roadmaps/forward-deployed-engineer/content/claude-code@gjPK-grobmB5pB0vc_Ckj.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Claude Code Roadmap](https://roadmap.sh/claude-code) - [@official@Claude Code overview](https://code.claude.com/docs/en/overview) -- [@official@How Claude Code works](https://code.claude.com/docs/en/how-claude-code-works) \ No newline at end of file +- [@official@How Claude Code works](https://code.claude.com/docs/en/how-claude-code-works) +- [@video@CLAUDE CODE FULL COURSE 4 HOURS: Build & Sell (2026)](https://www.youtube.com/watch?v=QoQBzR1NIqI) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/cloud-platforms@-ewFRbnqRVqY3MLQYbwJl.md b/roadmaps/forward-deployed-engineer/content/cloud-platforms@-ewFRbnqRVqY3MLQYbwJl.md index 9c94cab4a..9f7f6ea15 100644 --- a/roadmaps/forward-deployed-engineer/content/cloud-platforms@-ewFRbnqRVqY3MLQYbwJl.md +++ b/roadmaps/forward-deployed-engineer/content/cloud-platforms@-ewFRbnqRVqY3MLQYbwJl.md @@ -1,3 +1,9 @@ # Cloud Platforms -Cloud platforms provide on-demand access to computing resources including servers, storage, networking, databases, and managed services. Instead of running physical hardware, teams deploy and scale their applications on cloud infrastructure. The major providers each offer a broad set of services that cover most infrastructure needs. \ No newline at end of file +Cloud platforms provide on-demand access to computing resources including servers, storage, networking, databases, and managed services. Instead of running physical hardware, teams deploy and scale their applications on cloud infrastructure. The major providers each offer a broad set of services that cover most infrastructure needs. + +Visit the following resources to learn more: + +- [@article@What is cloud computing?](https://aws.amazon.com/what-is-cloud-computing/) +- [@video@Cloud Computing In 6 Minutes | What Is Cloud Computing?](https://www.youtube.com/watch?v=M988_fsOSWo) +- [@video@Cloud Computing Playlist \[2027 Updated\] | Cloud Computing Tutorial For Beginners | C](https://www.youtube.com/playlist?list=PLEiEAq2VkUUIJ3o1tehvtux0_Ynf42CBN) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/containers@iF3d4ajumcuE4g4XQMG3o.md b/roadmaps/forward-deployed-engineer/content/containers@iF3d4ajumcuE4g4XQMG3o.md index 1c53c9f92..355dea014 100644 --- a/roadmaps/forward-deployed-engineer/content/containers@iF3d4ajumcuE4g4XQMG3o.md +++ b/roadmaps/forward-deployed-engineer/content/containers@iF3d4ajumcuE4g4XQMG3o.md @@ -5,5 +5,4 @@ Containers are a lightweight way to package an application along with its depend Visit the following resources to learn more: - [@article@What are Containers?](https://cloud.google.com/learn/what-are-containers) -- [@article@What is a Container?](https://www.docker.com/resources/what-container/) - [@video@What are Containers?](https://www.youtube.com/playlist?list=PLawsLZMfND4nz-WDBZIj8-nbzGFD4S9oz) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/context-engineering@h_8qnxjz9gVgCoezlHEvO.md b/roadmaps/forward-deployed-engineer/content/context-engineering@h_8qnxjz9gVgCoezlHEvO.md index c55e8295e..1c368499e 100644 --- a/roadmaps/forward-deployed-engineer/content/context-engineering@h_8qnxjz9gVgCoezlHEvO.md +++ b/roadmaps/forward-deployed-engineer/content/context-engineering@h_8qnxjz9gVgCoezlHEvO.md @@ -4,7 +4,7 @@ Context engineering is the practice of strategically curating, structuring, and Visit the following resources to learn more: -- [@article@What is a Context Window in AI?](https://www.ibm.com/think/topics/context-window) -- [@article@What Is an AI Context Window?](https://www.coursera.org/articles/context-window) -- [@article@Cutting Through the Noise: Smarter Context Management for LLM-Powered Agents](https://blog.jetbrains.com/research/2025/12/efficient-context-management/) -- [@video@What is a Context Window? Unlocking LLM Secrets](https://www.youtube.com/watch?v=-QVoIxEpFkM) \ No newline at end of file +- [@article@What Is Context Engineering? | IBM](https://www.ibm.com/think/topics/context-engineering) +- [@article@Effective context engineering for AI agents](https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents) +- [@article@Context Engineering for AI Agents: A Deep Dive](https://towardsdatascience.com/deep-dive-into-context-engineering-for-ai-agents/) +- [@video@Context engineering explained: What every AI developer should know](https://www.youtube.com/watch?v=BBPQYtR7oUk) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/css@rF75dtVrADi7BRHwzO16V.md b/roadmaps/forward-deployed-engineer/content/css@rF75dtVrADi7BRHwzO16V.md index 6380a966d..d227f4e57 100644 --- a/roadmaps/forward-deployed-engineer/content/css@rF75dtVrADi7BRHwzO16V.md +++ b/roadmaps/forward-deployed-engineer/content/css@rF75dtVrADi7BRHwzO16V.md @@ -5,4 +5,5 @@ CSS, or Cascading Style Sheets, controls the visual appearance of HTML elements Visit the following resources to learn more: - [@roadmap@Visit the Dedicated CSS Roadmap](https://roadmap.sh/css) -- [@article@Web.dev by Google — Learn CSS](https://web.dev/learn/css/) \ No newline at end of file +- [@article@Web.dev by Google — Learn CSS](https://web.dev/learn/css/) +- [@video@CSS Tutorial – Full Course for Beginners](https://www.youtube.com/watch?v=OXGznpKZ_sA&t=25s) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/data-engineering-skills@W6pvQiVX7pxa_rRZXe-3b.md b/roadmaps/forward-deployed-engineer/content/data-engineering-skills@W6pvQiVX7pxa_rRZXe-3b.md index 2827c00d4..1119c936b 100644 --- a/roadmaps/forward-deployed-engineer/content/data-engineering-skills@W6pvQiVX7pxa_rRZXe-3b.md +++ b/roadmaps/forward-deployed-engineer/content/data-engineering-skills@W6pvQiVX7pxa_rRZXe-3b.md @@ -1,3 +1,9 @@ # Data Engineering -Data engineering involves building and maintaining the systems that collect, store, process, and move data at scale. This includes designing pipelines, working with data warehouses, and ensuring data quality for downstream consumers like analysts and ML systems. \ No newline at end of file +Data engineering involves building and maintaining the systems that collect, store, process, and move data at scale. This includes designing pipelines, working with data warehouses, and ensuring data quality for downstream consumers like analysts and ML systems. + +Visit the following resources to learn more: + +- [@article@Visit the Dedicated Data Engineer Roadmap](https://roadmap.sh/data-engineer) +- [@article@What is data engineering?](https://www.ibm.com/think/topics/data-engineering) +- [@video@Data Engineering Course for Beginners](https://www.youtube.com/watch?v=PHsC_t0j1dU) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/data-modeling@gKyndvPYk8SViQuX4x6Wl.md b/roadmaps/forward-deployed-engineer/content/data-modeling@gKyndvPYk8SViQuX4x6Wl.md index 1ad2b7ab4..f90176b86 100644 --- a/roadmaps/forward-deployed-engineer/content/data-modeling@gKyndvPYk8SViQuX4x6Wl.md +++ b/roadmaps/forward-deployed-engineer/content/data-modeling@gKyndvPYk8SViQuX4x6Wl.md @@ -1,3 +1,8 @@ # Data Modeling -Data modeling is the process of deciding how data should be structured and stored so it can be queried efficiently and understood by the people who use it. Common patterns include the star schema, where a central fact table is surrounded by dimension tables; the one big table (OBT) approach favored in some analytics workloads; and the medallion architecture used in data lakehouses, where data flows through bronze (raw), silver (cleaned), and gold (aggregated) layers. \ No newline at end of file +Data modeling is the process of deciding how data should be structured and stored so it can be queried efficiently and understood by the people who use it. Common patterns include the star schema, where a central fact table is surrounded by dimension tables; the one big table (OBT) approach favored in some analytics workloads; and the medallion architecture used in data lakehouses, where data flows through bronze (raw), silver (cleaned), and gold (aggregated) layers. + +Visit the following resources to learn more: + +- [@article@What Is Data Modeling? | IBM](https://www.ibm.com/think/topics/data-modeling) +- [@video@What is Data Modelling? Beginner's Guide to Data Models and Data Modelling](https://www.youtube.com/watch?v=CUR6rKrIEGc) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/data-pipelines@wuE44lXPOAuQcMxn45pby.md b/roadmaps/forward-deployed-engineer/content/data-pipelines@wuE44lXPOAuQcMxn45pby.md index bd30fe1da..70dc50ea8 100644 --- a/roadmaps/forward-deployed-engineer/content/data-pipelines@wuE44lXPOAuQcMxn45pby.md +++ b/roadmaps/forward-deployed-engineer/content/data-pipelines@wuE44lXPOAuQcMxn45pby.md @@ -4,6 +4,7 @@ A data pipeline is a series of steps that move and transform data from one place Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated Data Engineer Roadmap](https://roadmap.sh/data-engineer) - [@article@What is a Data Pipeline? - IBM](https://www.ibm.com/topics/data-pipeline) -- [@video@What are Data Pipelines?](https://www.youtube.com/watch?v=oKixNpz6jNo) \ No newline at end of file +- [@video@What are Data Pipelines?](https://www.youtube.com/watch?v=oKixNpz6jNo) +- [@video@Build a Data Engineering Pipeline using Python and Airflow](https://www.youtube.com/playlist?list=https://www.youtube.com/playlist?list=PLf0swTFhTI8pRV9DDzae2o1m-cqe5PtJ2-cqe5PtJ2) +- [@video@Building Data Pipelines with Apache Kafka and Confluent](https://www.youtube.com/playlist?list=PLa7VYi0yPIH1MculjFWJxs-aENPxRHHOS) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/data-privacy--compliance@pW5xKU794I8nzrMNFFQB3.md b/roadmaps/forward-deployed-engineer/content/data-privacy--compliance@pW5xKU794I8nzrMNFFQB3.md index fa9dbe27d..4d159b8be 100644 --- a/roadmaps/forward-deployed-engineer/content/data-privacy--compliance@pW5xKU794I8nzrMNFFQB3.md +++ b/roadmaps/forward-deployed-engineer/content/data-privacy--compliance@pW5xKU794I8nzrMNFFQB3.md @@ -1,3 +1,9 @@ # Data Privacy & Compliance -Data privacy and compliance involves handling personal or sensitive data according to applicable laws and organizational policies. Relevant regulations include GDPR, CCPA, HIPAA, and others depending on the industry and geography. For AI systems, this includes what data is sent to third-party model APIs, what is stored, and how long it is retained. \ No newline at end of file +Data privacy and compliance involves handling personal or sensitive data according to applicable laws and organizational policies. Relevant regulations include GDPR, CCPA, HIPAA, and others depending on the industry and geography. For AI systems, this includes what data is sent to third-party model APIs, what is stored, and how long it is retained. + +Visit the following resources to learn more: + +- [@article@Security, Compliance, and Data for Forward Deployed Engineers](https://www.theforwarddeployed.io/production/security-compliance) +- [@article@Understanding Data Privacy Compliance](https://www.salesforce.com/platform/data-privacy-compliance/what-is-data-privacy-compliance/) +- [@video@Data Security: Protect your critical data (or else)](https://www.youtube.com/watch?v=N8xEgSe5RwE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/data-warehouses@Hh1n8Bu06WCntZqRLvGA1.md b/roadmaps/forward-deployed-engineer/content/data-warehouses@Hh1n8Bu06WCntZqRLvGA1.md index d1de497e2..27a8b8b82 100644 --- a/roadmaps/forward-deployed-engineer/content/data-warehouses@Hh1n8Bu06WCntZqRLvGA1.md +++ b/roadmaps/forward-deployed-engineer/content/data-warehouses@Hh1n8Bu06WCntZqRLvGA1.md @@ -5,4 +5,5 @@ A data warehouse is a system optimized for analytical queries across large volum Visit the following resources to learn more: - [@article@What Is a Data Warehouse?](https://www.oracle.com/database/what-is-a-data-warehouse/) -- [@video@What is a Data Warehouse?](https://www.youtube.com/watch?v=k4tK2ttdSDg) \ No newline at end of file +- [@video@What is a Data Warehouse?](https://www.youtube.com/watch?v=k4tK2ttdSDg) +- [@video@Database vs Data Warehouse vs Data Lake | What is the Difference?](https://www.youtube.com/watch?v=-bSkREem8dM) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/day-2-operations@7ftuUKj-IHxdBa5TPT_uz.md b/roadmaps/forward-deployed-engineer/content/day-2-operations@7ftuUKj-IHxdBa5TPT_uz.md index c6ecf8332..cc94b5f12 100644 --- a/roadmaps/forward-deployed-engineer/content/day-2-operations@7ftuUKj-IHxdBa5TPT_uz.md +++ b/roadmaps/forward-deployed-engineer/content/day-2-operations@7ftuUKj-IHxdBa5TPT_uz.md @@ -1,3 +1,8 @@ # Day 2 Operations -Day 2 Operations refers to everything that happens after a system goes live. Day 1 is the launch. Day 2 is the ongoing work of keeping the system running, monitoring for failures, handling edge cases that were not anticipated during development, and responding to feedback from real users. \ No newline at end of file +Day 2 Operations refers to everything that happens after a system goes live. Day 1 is the launch. Day 2 is the ongoing work of keeping the system running, monitoring for failures, handling edge cases that were not anticipated during development, and responding to feedback from real users. + +Visit the following resources to learn more: + +- [@article@What are Day-2 Operations?](https://www.cloudthinker.io/what-is-day-2-operations) +- [@article@Day 2 Operations: A Practical Guide for Managing Post-Deployment Complexity](https://www.cycloid.io/blog/day-2-operations-a-practical-guide-for-managing-post-deployment-complexity/) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/debugging-agent-logic@Mcpy66swu-PyPF0QOEy8t.md b/roadmaps/forward-deployed-engineer/content/debugging-agent-logic@Mcpy66swu-PyPF0QOEy8t.md index 11dfbd235..b98eacd28 100644 --- a/roadmaps/forward-deployed-engineer/content/debugging-agent-logic@Mcpy66swu-PyPF0QOEy8t.md +++ b/roadmaps/forward-deployed-engineer/content/debugging-agent-logic@Mcpy66swu-PyPF0QOEy8t.md @@ -1,3 +1,9 @@ # Debugging Agent Logic -Debugging AI agent logic involves tracing through the sequence of reasoning steps, tool calls, and decisions an agent made to find where it went wrong. This is harder than debugging traditional code because agent behavior is non-deterministic and depends on model outputs. Structured logging, step-by-step traces, and replay capabilities are the main tools for making agent failures visible and reproducible. \ No newline at end of file +Debugging AI agent logic involves tracing through the sequence of reasoning steps, tool calls, and decisions an agent made to find where it went wrong. This is harder than debugging traditional code because agent behavior is non-deterministic and depends on model outputs. Structured logging, step-by-step traces, and replay capabilities are the main tools for making agent failures visible and reproducible. + +Visit the following resources to learn more: + +- [@article@What Is Agent Debugging?](https://arize.com/glossary/debugging-agents/) +- [@article@AI Agent Debugging](https://nhimg.org/glossary/ai-agent-debugging/) +- [@video@How to Debug, Evaluate, and Ship Reliable AI Agents with LangSmith](https://www.youtube.com/watch?v=oSjAbx67f0k) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/delta@3KTzi-jLNFLvVKtvplMgZ.md b/roadmaps/forward-deployed-engineer/content/delta@3KTzi-jLNFLvVKtvplMgZ.md index 3abb9005a..592f69d2e 100644 --- a/roadmaps/forward-deployed-engineer/content/delta@3KTzi-jLNFLvVKtvplMgZ.md +++ b/roadmaps/forward-deployed-engineer/content/delta@3KTzi-jLNFLvVKtvplMgZ.md @@ -1,3 +1,8 @@ # The Delta -The Delta is the original term Palantir used for what is now called an FDE. It refers to the gap between what a software product does out of the box and what a specific customer actually needs. A Delta is both a role (the engineer who closes that gap) and a concept (the custom work required to make a product work in a real environment). In FDE interviews, you may be asked to identify the Delta in a given customer scenario, meaning the specific technical or workflow gap that needs to be bridged. \ No newline at end of file +The Delta is the original term Palantir used for what is now called an FDE. It refers to the gap between what a software product does out of the box and what a specific customer actually needs. A Delta is both a role (the engineer who closes that gap) and a concept (the custom work required to make a product work in a real environment). In FDE interviews, you may be asked to identify the Delta in a given customer scenario, meaning the specific technical or workflow gap that needs to be bridged. + +Visit the following resources to learn more: + +- [@article@A Comprehensive Analysis of Palantir’s Forward Deployed Engineering Model](https://medium.com/activated-thinker/a-comprehensive-analysis-of-palantirs-forward-deployed-engineering-model-4502a036b5e4) +- [@article@How Palantir Invented the Forward Deployed Engineer Model and Why AI Startups Are Adopting It](https://fde.academy/blog/how-palantir-invented-the-forward-deployed-engineer-model) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/devops-skills@EvX8GhFrPtsZVc_kAHs6Z.md b/roadmaps/forward-deployed-engineer/content/devops-skills@EvX8GhFrPtsZVc_kAHs6Z.md index 53c4f9064..a764f7a1b 100644 --- a/roadmaps/forward-deployed-engineer/content/devops-skills@EvX8GhFrPtsZVc_kAHs6Z.md +++ b/roadmaps/forward-deployed-engineer/content/devops-skills@EvX8GhFrPtsZVc_kAHs6Z.md @@ -5,4 +5,5 @@ DevOps is the practice of automating and streamlining how software is built, tes Visit the following resources to learn more: - [@article@What Is DevOps? A Guide to the Basics](https://www.coursera.org/articles/what-is-devops) -- [@video@DevOps In 5 Minutes](https://www.youtube.com/watch?v=Xrgk023l4lI) \ No newline at end of file +- [@video@DevOps In 5 Minutes](https://www.youtube.com/watch?v=Xrgk023l4lI) +- [@video@DevOps Engineering Course for Beginners](https://www.youtube.com/watch?v=j5Zsa_eOXeY) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/docker@RABrqfc3T8NjdJOabl2jV.md b/roadmaps/forward-deployed-engineer/content/docker@RABrqfc3T8NjdJOabl2jV.md index 6899066fa..abc0fd3de 100644 --- a/roadmaps/forward-deployed-engineer/content/docker@RABrqfc3T8NjdJOabl2jV.md +++ b/roadmaps/forward-deployed-engineer/content/docker@RABrqfc3T8NjdJOabl2jV.md @@ -5,5 +5,5 @@ Docker is the leading platform for building, shipping, and running containers. A Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Docker Roadmap](https://roadmap.sh/docker) -- [@official@Docker](https://www.docker.com/) -- [@official@Docker Docs](https://docs.docker.com/) \ No newline at end of file +- [@official@Docker Docs](https://docs.docker.com/) +- [@video@Docker Crash Course for Absolute Beginners](https://www.youtube.com/watch?v=pg19Z8LL06w) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/dsa--system-design@aqrK4e6B8LFvFimKoqCNF.md b/roadmaps/forward-deployed-engineer/content/dsa--system-design@aqrK4e6B8LFvFimKoqCNF.md index 0a8ca4fe3..f9825687d 100644 --- a/roadmaps/forward-deployed-engineer/content/dsa--system-design@aqrK4e6B8LFvFimKoqCNF.md +++ b/roadmaps/forward-deployed-engineer/content/dsa--system-design@aqrK4e6B8LFvFimKoqCNF.md @@ -4,6 +4,7 @@ Data structures are ways of organizing data in memory, such as arrays, linked li Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated Data Structures & Algorithms Roadmap](https://roadmap.sh/datastructures-and-algorithms) +- [@article@What is System Design?](https://algomaster.io/learn/system-design/what-is-system-design) - [@article@Data Structures and Algorithms (DSA) Tutorial](https://www.tutorialspoint.com/data_structures_algorithms/index.htm) -- [@video@What Are Data Structures?](https://www.youtube.com/watch?v=bum_19loj9A) \ No newline at end of file +- [@video@What Are Data Structures?](https://www.youtube.com/watch?v=bum_19loj9A) +- [@video@Learn Data Structures and Algorithms Visually – Crash Course](https://www.youtube.com/watch?v=RpLnQnurpLY) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/embedded-engineering@KGT-rraH93uw_e9L6Lcyy.md b/roadmaps/forward-deployed-engineer/content/embedded-engineering@KGT-rraH93uw_e9L6Lcyy.md index eaa5966f2..5c655c445 100644 --- a/roadmaps/forward-deployed-engineer/content/embedded-engineering@KGT-rraH93uw_e9L6Lcyy.md +++ b/roadmaps/forward-deployed-engineer/content/embedded-engineering@KGT-rraH93uw_e9L6Lcyy.md @@ -1,5 +1,8 @@ -# undefined +# Embedded Engineering -Embedded Engineering +Embedded engineering describes the physical and organizational model of an FDE engagement: the engineer is embedded inside the customer's team, not working remotely or at arm's length. This means joining the customer's Slack, attending their standups, working in their codebase, and being present in the environment where the problems actually live. -Embedded engineering describes the physical and organizational model of an FDE engagement: the engineer is embedded inside the customer's team, not working remotely or at arm's length. This means joining the customer's Slack, attending their standups, working in their codebase, and being present in the environment where the problems actually live. \ No newline at end of file +Visit the following resources to learn more: + +- [@article@What Is Forward Deployment Engineering?](https://optywise.com/forward-deployment-engineering) +- [@article@Forward Deployed AI Engineers: What They Are and When You Need One](https://www.futureproofing.dev/resources/ai-native-team/forward-deployed-ai-engineers) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/fde-tiers@YCgynnhFV1SBxRXiC87me.md b/roadmaps/forward-deployed-engineer/content/fde-tiers@YCgynnhFV1SBxRXiC87me.md index 7225691fe..e501a6f96 100644 --- a/roadmaps/forward-deployed-engineer/content/fde-tiers@YCgynnhFV1SBxRXiC87me.md +++ b/roadmaps/forward-deployed-engineer/content/fde-tiers@YCgynnhFV1SBxRXiC87me.md @@ -1,3 +1,8 @@ # FDE Tiers -Not all FDE roles are the same. The job market has split into three distinct tiers with different skill requirements. AI lab FDEs need deep ML fluency, strong agent architecture skills, and the ability to help customers adopt models in production. Enterprise software FDEs need data platform depth, integration experience, and the ability to connect a vendor's product to a customer's existing data infrastructure. Consulting and staffing FDEs need broad solutions architecture skills, account management instincts, and the ability to run an end-to-end engagement independently. Knowing which tier you are targeting shapes which parts of this roadmap to prioritize. \ No newline at end of file +Not all FDE roles are the same. The job market has split into three distinct tiers with different skill requirements. AI lab FDEs need deep ML fluency, strong agent architecture skills, and the ability to help customers adopt models in production. Enterprise software FDEs need data platform depth, integration experience, and the ability to connect a vendor's product to a customer's existing data infrastructure. Consulting and staffing FDEs need broad solutions architecture skills, account management instincts, and the ability to run an end-to-end engagement independently. Knowing which tier you are targeting shapes which parts of this roadmap to prioritize. + +Visit the following resources to learn more: + +- [@article@How AI Labs Are Solving The Last Mile Problem](https://www.forbes.com/sites/gelilabekele/2026/09/04/ai-deployment-and-the-forward-deployed-engineering-model/) +- [@article@Forward Deployed roles: the emerging job family](https://forwarddeployedcreative.com/forward-deployed-roles/) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/from-x-to-fde@XjxnVjO0fR2XNzBUSzA4L.md b/roadmaps/forward-deployed-engineer/content/from-x-to-fde@XjxnVjO0fR2XNzBUSzA4L.md index 58aaa50cc..0c5073e10 100644 --- a/roadmaps/forward-deployed-engineer/content/from-x-to-fde@XjxnVjO0fR2XNzBUSzA4L.md +++ b/roadmaps/forward-deployed-engineer/content/from-x-to-fde@XjxnVjO0fR2XNzBUSzA4L.md @@ -5,4 +5,5 @@ Three backgrounds tend to transition well into the FDE role: software engineers, Visit the following resources to learn more: - [@article@How to Become a Forward Deployed Engineer:](https://fde.academy/blog/how-to-become-a-forward-deployed-engineer) +- [@article@How to Transition from a Developer or Architect to AI FDE roles](https://newsletter.bigtechcareers.com/p/how-to-transition-from-a-developer) - [@article@The Definitive Guide to Forward Deployed Engineer Interviews in 2026](https://www.sundeepteki.org/advice/the-definitive-guide-to-forward-deployed-engineer-interviews-in-2026) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/frontend-skills@CNTtsgHntKdMsM7FgrrB8.md b/roadmaps/forward-deployed-engineer/content/frontend-skills@CNTtsgHntKdMsM7FgrrB8.md index 604fd9385..775296e53 100644 --- a/roadmaps/forward-deployed-engineer/content/frontend-skills@CNTtsgHntKdMsM7FgrrB8.md +++ b/roadmaps/forward-deployed-engineer/content/frontend-skills@CNTtsgHntKdMsM7FgrrB8.md @@ -4,5 +4,6 @@ Frontend development refers to the part of web development concerned with what u Visit the following resources to learn more: -- [@book@Frontend Development Handbook](https://github.com/FrontendMasters/front-end-handbook-2019/blob/master/exports/Front-end%20Developer%20Handbook%202019.pdf) -- [@video@Frontend web development - a complete overview](https://www.youtube.com/watch?v=WG5ikvJ2TKA) \ No newline at end of file +- [@article@What Is Front-End Development?](https://www.coursera.org/articles/what-is-front-end-development) +- [@video@Introduction to Front End Development](https://www.simplilearn.com/front-end-developer-free-course-skillup) +- [@video@Front End Developer Learning Path](https://www.youtube.com/playlist?list=PLWKjhJtqVAbmMuZ3saqRIBimAKIMYkt0E) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/gcp@oTiY8mTQUIxP70T-vQ1KF.md b/roadmaps/forward-deployed-engineer/content/gcp@oTiY8mTQUIxP70T-vQ1KF.md index 60719374b..cbdab75ec 100644 --- a/roadmaps/forward-deployed-engineer/content/gcp@oTiY8mTQUIxP70T-vQ1KF.md +++ b/roadmaps/forward-deployed-engineer/content/gcp@oTiY8mTQUIxP70T-vQ1KF.md @@ -4,5 +4,6 @@ Google Cloud Platform (GCP) is Google's cloud offering, known for strong data an Visit the following resources to learn more: -- [@video@Cloud OnAir: Google Cloud Networking 101](https://www.youtube.com/watch?v=0hN-dyOV10c&t=146s) -- [@video@Networking End to End](https://www.youtube.com/playlist?list=PLIivdWyY5sqJ0oXcnZYqOnuNRsLF9H48u) \ No newline at end of file +- [@official@Google Cloud Documentation](https://docs.cloud.google.com/docs) +- [@article@What is Google Cloud Platform?](https://www.huntress.com/cybersecurity-101/topic/what-is-google-cloud-platform) +- [@video@Google Cloud Platform playlist \[2027 Updated\] | Google Cloud Platform Tutorials](https://www.youtube.com/playlist?list=PLEiEAq2VkUUI0xT8VNpjBuWvmnLHxPcsE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/gemini@i-0fMVk1wvTcwks-9Nzq7.md b/roadmaps/forward-deployed-engineer/content/gemini@i-0fMVk1wvTcwks-9Nzq7.md index 9384727a6..603043c0d 100644 --- a/roadmaps/forward-deployed-engineer/content/gemini@i-0fMVk1wvTcwks-9Nzq7.md +++ b/roadmaps/forward-deployed-engineer/content/gemini@i-0fMVk1wvTcwks-9Nzq7.md @@ -4,6 +4,6 @@ Gemini is Google DeepMind's family of multimodal AI models, capable of processin Visit the following resources to learn more: -- [@official@Google Gemini](https://gemini.google.com/) -- [@official@Google's Gemini Documentation](https://workspace.google.com/solutions/ai/) -- [@video@Welcome to the Gemini era](https://www.youtube.com/watch?v=_fuimO6ErKI) \ No newline at end of file +- [@official@Google's Gemini Docs](https://workspace.google.com/solutions/ai/) +- [@article@What is Google Gemini?](https://zapier.com/blog/google-gemini/) +- [@article@How To Master Google Gemini in 2026 (Free Course)](https://www.youtube.com/watch?v=-_FizlRlfYs) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/git--github@8101s5MaG8KQ-EIOQcHLS.md b/roadmaps/forward-deployed-engineer/content/git--github@8101s5MaG8KQ-EIOQcHLS.md index 43fe4ab7a..9026183a9 100644 --- a/roadmaps/forward-deployed-engineer/content/git--github@8101s5MaG8KQ-EIOQcHLS.md +++ b/roadmaps/forward-deployed-engineer/content/git--github@8101s5MaG8KQ-EIOQcHLS.md @@ -6,5 +6,5 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Git and GitHub Roadmap](https://roadmap.sh/git-github) - [@official@Getting Started - Installing Git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git) -- [@official@Creating an account on GitHub](https://docs.github.com/en/get-started/start-your-journey/creating-an-account-on-github) -- [@article@What is version control?](https://www.atlassian.com/git/tutorials/what-is-version-control) \ No newline at end of file +- [@article@What is version control?](https://www.atlassian.com/git/tutorials/what-is-version-control) +- [@video@Git & GitHub Crash Course for Beginners \[2026\]](https://www.youtube.com/watch?v=mAFoROnOfHs) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/go@bUJu0cW5BvXxyjM59PK2x.md b/roadmaps/forward-deployed-engineer/content/go@bUJu0cW5BvXxyjM59PK2x.md index d926b3a13..1c70f8646 100644 --- a/roadmaps/forward-deployed-engineer/content/go@bUJu0cW5BvXxyjM59PK2x.md +++ b/roadmaps/forward-deployed-engineer/content/go@bUJu0cW5BvXxyjM59PK2x.md @@ -4,7 +4,7 @@ Go is a statically typed, compiled language developed by Google, designed for si Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated Go Developer Roadmap](https://roadmap.sh/golang) -- [@official@Go](https://go.dev/) +- [@roadmap@Visit the Dedicated Go Roadmap](https://roadmap.sh/golang) - [@official@Go Documentation](https://go.dev/doc/) -- [@official@Get Started with Go](https://go.dev/doc/tutorial/getting-started) \ No newline at end of file +- [@official@Get Started with Go](https://go.dev/doc/tutorial/getting-started) +- [@video@Learn GO Fast: Full Tutorial](https://www.youtube.com/watch?v=8uiZC0l4Ajw) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/graphql@NN_45roxRWVB2NYUmdZuN.md b/roadmaps/forward-deployed-engineer/content/graphql@NN_45roxRWVB2NYUmdZuN.md index bcc6e4189..90c85f26a 100644 --- a/roadmaps/forward-deployed-engineer/content/graphql@NN_45roxRWVB2NYUmdZuN.md +++ b/roadmaps/forward-deployed-engineer/content/graphql@NN_45roxRWVB2NYUmdZuN.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated GraphQL Roadmap](https://roadmap.sh/graphql) - [@official@Introduction to GraphQL](https://graphql.org/learn/) -- [@official@Getting started with GraphQL](https://graphql.org/) \ No newline at end of file +- [@official@Getting started with GraphQL](https://graphql.org/) +- [@video@GraphQL Course for Beginners](https://www.youtube.com/watch?v=5199E50O7SI) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/inference-optimization@KG8YieOpAPgrdilQhSZih.md b/roadmaps/forward-deployed-engineer/content/inference-optimization@KG8YieOpAPgrdilQhSZih.md index 4074b3bfb..968048939 100644 --- a/roadmaps/forward-deployed-engineer/content/inference-optimization@KG8YieOpAPgrdilQhSZih.md +++ b/roadmaps/forward-deployed-engineer/content/inference-optimization@KG8YieOpAPgrdilQhSZih.md @@ -1,3 +1,10 @@ # Inference Optimization -Inference optimization refers to techniques for making model predictions faster and cheaper without significantly reducing quality. Common approaches include quantization (reducing numerical precision), distillation (training a smaller model to mimic a larger one), caching repeated requests, and batching. These optimizations are especially relevant for LLMs, where inference costs can be substantial at scale. \ No newline at end of file +Inference optimization refers to techniques for making model predictions faster and cheaper without significantly reducing quality. Common approaches include quantization (reducing numerical precision), distillation (training a smaller model to mimic a larger one), caching repeated requests, and batching. These optimizations are especially relevant for LLMs, where inference costs can be substantial at scale. + +Visit the following resources to learn more: + +- [@article@How can I optimize for an inference application?](https://cloud.google.com/discover/inference-optimization?hl=en) +- [@article@Inference optimization techniques and solutions](https://nebius.com/blog/posts/inference-optimization-techniques-solutions) +- [@video@Mastering LLM Inference Optimization From Theory to Cost Effective Deployment:](https://www.youtube.com/watch?v=9tvJ_GYJA-o) +- [@video@Inference Engines explained in 10min..](https://www.youtube.com/watch?v=_xM8scs4_x4&t=54s) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/integration-engineering@65qB3vye3tbI-O3EIBvGu.md b/roadmaps/forward-deployed-engineer/content/integration-engineering@65qB3vye3tbI-O3EIBvGu.md index f3eaeae7f..6917832cf 100644 --- a/roadmaps/forward-deployed-engineer/content/integration-engineering@65qB3vye3tbI-O3EIBvGu.md +++ b/roadmaps/forward-deployed-engineer/content/integration-engineering@65qB3vye3tbI-O3EIBvGu.md @@ -1,3 +1,8 @@ # Integration Engineering -Integration engineering is the practice of connecting systems that were not designed to work together. This usually means building APIs over existing data layers, bridging incompatible authentication systems, chaining tools across services with different data formats, and wrapping third-party products in interfaces a new system can use reliably. Most of the technical difficulty in real-world AI deployments lives here, not in the model itself. \ No newline at end of file +Integration engineering is the practice of connecting systems that were not designed to work together. This usually means building APIs over existing data layers, bridging incompatible authentication systems, chaining tools across services with different data formats, and wrapping third-party products in interfaces a new system can use reliably. Most of the technical difficulty in real-world AI deployments lives here, not in the model itself. + +Visit the following resources to learn more: + +- [@article@Software Integration: Examples and Why It’s Important](https://www.coursera.org/articles/software-integration) +- [@article@What Is An Integration Engineer?](https://latamcent.com/glossary/integration-engineer/) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/java--scala@qizDxdlyDmdlatQIAKyuE.md b/roadmaps/forward-deployed-engineer/content/java--scala@qizDxdlyDmdlatQIAKyuE.md index 98b38ab07..737bb005a 100644 --- a/roadmaps/forward-deployed-engineer/content/java--scala@qizDxdlyDmdlatQIAKyuE.md +++ b/roadmaps/forward-deployed-engineer/content/java--scala@qizDxdlyDmdlatQIAKyuE.md @@ -5,4 +5,6 @@ Java is a statically typed, object-oriented language that runs on the Java Virtu Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Java Developer Roadmap](https://roadmap.sh/java) -- [@roadmap@Visit the Dedicated Scala Developer Roadmap](https://roadmap.sh/scala) \ No newline at end of file +- [@roadmap@Visit the Dedicated Scala Developer Roadmap](https://roadmap.sh/scala) +- [@video@Java Basics – Crash Course](https://www.youtube.com/watch?v=GdzRzWymT4c) +- [@video@Scala Crash Course by a Scala Veteran (with some JavaScript flavor)](https://www.youtube.com/watch?v=-xRfJcwhy7A) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/javascript--typescript@U1yJGtIH4MgMqmbHS_wKf.md b/roadmaps/forward-deployed-engineer/content/javascript--typescript@U1yJGtIH4MgMqmbHS_wKf.md index a65cbc6ac..1fd9c28f3 100644 --- a/roadmaps/forward-deployed-engineer/content/javascript--typescript@U1yJGtIH4MgMqmbHS_wKf.md +++ b/roadmaps/forward-deployed-engineer/content/javascript--typescript@U1yJGtIH4MgMqmbHS_wKf.md @@ -7,4 +7,6 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated JavaScript Roadmap](https://roadmap.sh/javascript) - [@roadmap@Visit the Dedicated TypeScript Roadmap](https://roadmap.sh/typescript) - [@official@Overview of TypeScript](https://www.typescriptlang.org/docs/handbook/typescript-from-scratch.html) -- [@official@TypeScript Official Handbook](https://www.typescriptlang.org/docs/handbook/intro.html) \ No newline at end of file +- [@official@JavaScript Docs](https://developer.mozilla.org/en-US/docs/Web/JavaScript) +- [@video@JavaScript Crash Course - Tutorial for Complete Beginners](https://www.youtube.com/watch?v=XIOLqoPHCJ4) +- [@video@Learn TypeScript – Crash Course for Beginners](https://www.youtube.com/watch?v=ZvZ7gvcmPmI) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/javascript@4Sapys7HLhU28PMQ3jkqt.md b/roadmaps/forward-deployed-engineer/content/javascript@4Sapys7HLhU28PMQ3jkqt.md index 86c9b47d7..da8a8c380 100644 --- a/roadmaps/forward-deployed-engineer/content/javascript@4Sapys7HLhU28PMQ3jkqt.md +++ b/roadmaps/forward-deployed-engineer/content/javascript@4Sapys7HLhU28PMQ3jkqt.md @@ -5,6 +5,6 @@ JavaScript is the scripting language that runs in web browsers, giving web pages Visit the following resources to learn more: - [@roadmap@Visit the Dedicated JavaScript Roadmap](https://roadmap.sh/javascript) -- [@opensource@You Don't Know JS Yet (book series)](https://github.com/getify/You-Dont-Know-JS) -- [@article@JavaScript MDN Docs](https://developer.mozilla.org/en-US/docs/Web/JavaScript) -- [@article@The Modern JavaScript Tutorial](https://javascript.info/) \ No newline at end of file +- [@course@JavaScript Essentials 1](https://www.netacad.com/courses/javascript-essentials-1?courseLang=en-US) +- [@official@JavaScript MDN Docs](https://developer.mozilla.org/en-US/docs/Web/JavaScript) +- [@video@JavaScript Tutorial Full Course - Beginner to Pro](https://www.youtube.com/watch?v=EerdGm-ehJQ) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/kubernetes@8sgdY07GymYjXQ2XWzrxl.md b/roadmaps/forward-deployed-engineer/content/kubernetes@8sgdY07GymYjXQ2XWzrxl.md index 59e99401d..dc68fc42e 100644 --- a/roadmaps/forward-deployed-engineer/content/kubernetes@8sgdY07GymYjXQ2XWzrxl.md +++ b/roadmaps/forward-deployed-engineer/content/kubernetes@8sgdY07GymYjXQ2XWzrxl.md @@ -5,6 +5,6 @@ Kubernetes is an open-source container orchestration system that automates the d Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Kubernetes Roadmap](https://roadmap.sh/kubernetes) -- [@official@Kubernetes Documentation](https://kubernetes.io/) +- [@official@Kubernetes Docs](https://kubernetes.io/docs/home/) - [@article@Introduction of Kubernetes](https://www.digitalocean.com/community/tutorials/an-introduction-to-kubernetes) - [@video@Kubernetes Tutorial for Beginners](https://www.youtube.com/watch?v=X48VuDVv0do) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/last-mile-integration@bsEgOaC-vIliEoGiuJT6u.md b/roadmaps/forward-deployed-engineer/content/last-mile-integration@bsEgOaC-vIliEoGiuJT6u.md index 72a2a3232..e5d750e55 100644 --- a/roadmaps/forward-deployed-engineer/content/last-mile-integration@bsEgOaC-vIliEoGiuJT6u.md +++ b/roadmaps/forward-deployed-engineer/content/last-mile-integration@bsEgOaC-vIliEoGiuJT6u.md @@ -1,3 +1,9 @@ # Last-Mile Integration -Last-mile integration refers to the final set of connections between a product and the specific systems, data sources, and workflows of a customer environment. It is called last-mile because it is often the shortest but hardest part of a deployment: the product works in general, but making it work with this particular customer's setup requires custom engineering. \ No newline at end of file +Last-mile integration refers to the final set of connections between a product and the specific systems, data sources, and workflows of a customer environment. It is called last-mile because it is often the shortest but hardest part of a deployment: the product works in general, but making it work with this particular customer's setup requires custom engineering. + +Visit the following resources to learn more: + +- [@article@What a forward deployed engineer does, and how to tell if you are ready](https://www.extendfuture.com/blog/forward-deployed-engineer/) +- [@article@The Last Mile of AI: Why Forward Deployed Engineers Are Becoming the Most Critical Role in Enterprise AI Delivery](https://www.linkedin.com/pulse/last-mile-ai-why-forward-deployed-engineers-becoming-gottumukkala-7a79c/) +- [@article@What is a Forward Deployed Engineer(FDE)? The "Last Mile" Special Ops of the AI Revolution](https://blog.mrprompty.com/what-is-a-forward-deployed-engineer-fde-the-last-mile-special-ops-of-the-ai-revolution/) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/learn-a-language@nRqHDTqV9C0D7JdA-zcWR.md b/roadmaps/forward-deployed-engineer/content/learn-a-language@nRqHDTqV9C0D7JdA-zcWR.md index b7842f5e4..dff38ab86 100644 --- a/roadmaps/forward-deployed-engineer/content/learn-a-language@nRqHDTqV9C0D7JdA-zcWR.md +++ b/roadmaps/forward-deployed-engineer/content/learn-a-language@nRqHDTqV9C0D7JdA-zcWR.md @@ -1,3 +1,9 @@ # Learn a Programming Language -Learning a programming language involves mastering the syntax, semantics, and standard libraries of a specific tool used to instruct computers. This process begins by understanding fundamental programming constructs like variables, data types, control flow, and functions, and progresses to utilizing idiomatic patterns to write efficient and maintainable code. \ No newline at end of file +Learning a programming language involves mastering the syntax, semantics, and standard libraries of a specific tool used to instruct computers. This process begins by understanding fundamental programming constructs like variables, data types, control flow, and functions, and progresses to utilizing idiomatic patterns to write efficient and maintainable code. + +Visit the following resources to learn more: + +- [@article@Best Programming Languages to Learn for an FDE Role](https://fde.academy/blog/best-programming-languages-to-learn-for-an-fde-role) +- [@article@The Forward Deployed Engineer Tech Stack: Tools, Languages, and Frameworks](https://fde.academy/blog/forward-deployed-engineer-tech-stack) +- [@article@The Exact Tools, Languages and Frameworks Forward Deployed Engineers Rely On](https://www.scaler.com/topics/forward-deployed-engineer-tools-frameworks-language/) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/linux-skills@CruESa0Ir9fSbxyX3ny13.md b/roadmaps/forward-deployed-engineer/content/linux-skills@CruESa0Ir9fSbxyX3ny13.md index 8eb783fc0..34fe1e574 100644 --- a/roadmaps/forward-deployed-engineer/content/linux-skills@CruESa0Ir9fSbxyX3ny13.md +++ b/roadmaps/forward-deployed-engineer/content/linux-skills@CruESa0Ir9fSbxyX3ny13.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@course@Linux for Noobs](https://labex.io/courses/linux-for-noobs) - [@article@Practice Linux Fundamentals](https://labex.io/linuxjourney) -- [@video@Linux Fundamentals](https://www.youtube.com/watch?v=kPylihJRG70) \ No newline at end of file +- [@video@Linux Fundamentals](https://www.youtube.com/watch?v=kPylihJRG70) +- [@video@Bash Scripting Tutorial for Beginners](https://www.youtube.com/watch?v=tK9Oc6AEnR4) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/mlops@3bAZD-MgDbLu5Tds2Jvv2.md b/roadmaps/forward-deployed-engineer/content/mlops@3bAZD-MgDbLu5Tds2Jvv2.md index 53bcdbec6..c6eacdddd 100644 --- a/roadmaps/forward-deployed-engineer/content/mlops@3bAZD-MgDbLu5Tds2Jvv2.md +++ b/roadmaps/forward-deployed-engineer/content/mlops@3bAZD-MgDbLu5Tds2Jvv2.md @@ -4,7 +4,7 @@ MLOps applies DevOps principles to machine learning systems, covering the proces Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated MLOps Roadmap](https://roadmap.sh/mlops) - [@article@What is MLOps?](https://aws.amazon.com/what-is/mlops/) - [@article@Machine Learning Operations (MLOps) For Beginners](https://towardsdatascience.com/machine-learning-operations-mlops-for-beginners-a5686bfe02b2/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) -- [@article@MLOps: What It Is, Why It Matters, and How to Implement It](https://web.archive.org/web/20251126053103/https://neptune.ai/blog/mlops) \ No newline at end of file +- [@article@MLOps: What It Is, Why It Matters, and How to Implement It](https://web.archive.org/web/20251126053103/https://neptune.ai/blog/mlops) +- [@video@MLOps Course – Build Machine Learning Production Grade Projects](https://www.youtube.com/watch?v=-dJPoLm_gtE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/multi-agents@pDB2w6qDVFY9FFoqCX66K.md b/roadmaps/forward-deployed-engineer/content/multi-agents@pDB2w6qDVFY9FFoqCX66K.md index b4c064c12..fd4b69ecd 100644 --- a/roadmaps/forward-deployed-engineer/content/multi-agents@pDB2w6qDVFY9FFoqCX66K.md +++ b/roadmaps/forward-deployed-engineer/content/multi-agents@pDB2w6qDVFY9FFoqCX66K.md @@ -6,5 +6,5 @@ Visit the following resources to learn more: - [@article@What is a multi-agent system?](https://www.ibm.com/think/topics/multiagent-system) - [@article@Multi-Agent Systems](https://huggingface.co/learn/agents-course/en/unit2/smolagents/multi_agent_systems) -- [@article@Guide to multi-agent systems (MAS)](https://cloud.google.com/discover/what-is-a-multi-agent-system) -- [@article@Agentic AI 103: Building Multi-Agent Teams](https://towardsdatascience.com/agentic-ai-103-building-multi-agent-teams/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) \ No newline at end of file +- [@article@Agentic AI 103: Building Multi-Agent Teams](https://towardsdatascience.com/agentic-ai-103-building-multi-agent-teams/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) +- [@article@Multi Agent Systems Explained: How AI Agents & LLMs Work Together](https://www.youtube.com/watch?v=sWH0T4Zez6I) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/nodejs@aOVpood08EcWfHsvg1H6n.md b/roadmaps/forward-deployed-engineer/content/nodejs@aOVpood08EcWfHsvg1H6n.md index 4b2ef32e1..391c2c43d 100644 --- a/roadmaps/forward-deployed-engineer/content/nodejs@aOVpood08EcWfHsvg1H6n.md +++ b/roadmaps/forward-deployed-engineer/content/nodejs@aOVpood08EcWfHsvg1H6n.md @@ -5,6 +5,6 @@ Node.js is a JavaScript runtime built on Chrome's V8 engine that lets developers Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Node.js Developer Roadmap](https://roadmap.sh/nodejs) -- [@official@Node.js](https://nodejs.org/en/about/) - [@official@Node.js - Getting Started](https://nodejs.org/en/learn/getting-started/introduction-to-nodejs) -- [@video@What is Node.js?](https://www.youtube.com/watch?v=uVwtVBpw7RQ) \ No newline at end of file +- [@article@Node.js Introduction](https://www.w3schools.com/nodejs/nodejs_intro.asp) +- [@video@Node.js Crash Course](https://www.youtube.com/watch?v=32M1al-Y6Ag) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/nosql-dbs@tEXMziuU8UFl2Er5LoJvD.md b/roadmaps/forward-deployed-engineer/content/nosql-dbs@tEXMziuU8UFl2Er5LoJvD.md index 77392eae2..30af470d1 100644 --- a/roadmaps/forward-deployed-engineer/content/nosql-dbs@tEXMziuU8UFl2Er5LoJvD.md +++ b/roadmaps/forward-deployed-engineer/content/nosql-dbs@tEXMziuU8UFl2Er5LoJvD.md @@ -4,7 +4,8 @@ NoSQL databases store data in formats other than traditional relational tables, Visit the following resources to learn more: +- [@roadmap@Visit the Dedicated MongoDB Roadmap](https://roadmap.sh/mongodb) +- [@roadmap@Visit the Dedicated Redis Roadmap](https://roadmap.sh/redis) - [@article@Types of NoSQL Databases: How to Choose the Right One](https://roadmap.sh/backend/types-of-nosql-databases) -- [@article@NoSQL Explained](https://www.mongodb.com/nosql-explained) - [@video@How do NoSQL Databases work](https://www.youtube.com/watch?v=0buKQHokLK8) - [@video@SQL vs NoSQL Explained](https://www.youtube.com/watch?v=ruz-vK8IesE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/observability@ioP31uEELX2wUHzh9SXBR.md b/roadmaps/forward-deployed-engineer/content/observability@ioP31uEELX2wUHzh9SXBR.md index 93fee249e..e0eb89a28 100644 --- a/roadmaps/forward-deployed-engineer/content/observability@ioP31uEELX2wUHzh9SXBR.md +++ b/roadmaps/forward-deployed-engineer/content/observability@ioP31uEELX2wUHzh9SXBR.md @@ -4,5 +4,6 @@ Observability in software systems refers to the ability to understand the intern Visit the following resources to learn more: -- [@article@Applying Basic vs. Advanced Monitoring Techniques](https://thenewstack.io/applying-basic-vs-advanced-monitoring-techniques/) -- [@video@Application Monitoring - 4 Golden Signals](https://www.youtube.com/watch?v=PHcnmTdVPT0) \ No newline at end of file +- [@article@What is LLM observability?](https://www.ibm.com/think/topics/llm-observability) +- [@article@Top 10 Best LLM Observability Tools](https://roadmap.sh/ai-engineer/observability-tools) +- [@video@LLM Observability Explained: Why do you need LLM Observability?](https://www.youtube.com/watch?v=o76xU3RQ47Q) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/openclaw@zfl9PVZgX4yvf9TxCFnEZ.md b/roadmaps/forward-deployed-engineer/content/openclaw@zfl9PVZgX4yvf9TxCFnEZ.md new file mode 100644 index 000000000..f6e34e6f0 --- /dev/null +++ b/roadmaps/forward-deployed-engineer/content/openclaw@zfl9PVZgX4yvf9TxCFnEZ.md @@ -0,0 +1,12 @@ +# OpenClaw + +OpenClaw is an AI-assisted development tool designed to automate the integration and interaction between complex software systems and large language models. It functions by providing a structured framework for developers to execute code generation, refactoring, and debugging tasks directly within their existing environment, effectively lowering the barrier for rapid prototyping. + +Visit the following resources to learn more: + +- [@roadmap@Visit the Dedicated OpenClaw Roadmap](https://roadmap.sh/openclaw) +- [@official@OpenClaw Docs](https://docs.openclaw.ai/) +- [@article@How to Install OpenClaw: A Complete Setup Guide](https://roadmap.sh/openclaw/installation-guide) +- [@article@OpenClaw Security: 12 Best Practices From Our Experts](https://roadmap.sh/openclaw/security-best-practices) +- [@article@OpenClaw vs. Claude Code: Which AI agent fits your workflow?](https://roadmap.sh/openclaw/vs-claude-code) +- [@video@OpenClaw Tutorial for Beginners - Crash Course](https://www.youtube.com/watch?v=u4ydH-QvPeg) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/opencode@dDD668SrlaZzoAD0mWBcn.md b/roadmaps/forward-deployed-engineer/content/opencode@dDD668SrlaZzoAD0mWBcn.md new file mode 100644 index 000000000..d3decf6c2 --- /dev/null +++ b/roadmaps/forward-deployed-engineer/content/opencode@dDD668SrlaZzoAD0mWBcn.md @@ -0,0 +1,10 @@ +# OpenCode + +OpenCode is an open-source AI coding agent that runs in the terminal. It works with many model providers, including Anthropic, OpenAI, Google and locally hosted models, so you are not tied to a single vendor. It can read and edit files across a project, run shell commands and work through multi-step tasks. FDEs often work in customer environments with strict rules about which models and data can be used. A provider-agnostic, open-source tool lets them keep the same workflow when a customer approves only one provider, or requires a self-hosted model. + +Visit the following resources to learn more: + +- [@official@OpenCode Docs](https://opencode.ai/v2/docs/) +- [@article@https://opencode.school/](https://opencode.school/) +- [@article@Claude Code vs OpenCode: Which Coding Agent Fits You?](https://roadmap.sh/claude-code/vs-opencode) +- [@video@OpenCode Tutorial for Beginners: Learn 90% Of OpenCode in Under 25 Minutes](https://www.youtube.com/watch?v=QzqaZshQcJI&t=91s) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/postgresql@MzzUMMuXQc-C7_9UkLV-4.md b/roadmaps/forward-deployed-engineer/content/postgresql@MzzUMMuXQc-C7_9UkLV-4.md index 7a43e7c95..0831570bd 100644 --- a/roadmaps/forward-deployed-engineer/content/postgresql@MzzUMMuXQc-C7_9UkLV-4.md +++ b/roadmaps/forward-deployed-engineer/content/postgresql@MzzUMMuXQc-C7_9UkLV-4.md @@ -4,7 +4,7 @@ PostgreSQL is a powerful, open-source relational database system that supports a Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated PostgreSQL DBA Roadmap](https://roadmap.sh/postgresql) -- [@official@PostgreSQL](https://www.postgresql.org/) +- [@roadmap@Visit the Dedicated PostgreSQL DBA Roadmap](https://roadmap.sh/postgresql-dba) - [@official@PostgreSQL Documentation](https://www.postgresql.org/docs/) -- [@article@History of POSTGRES to PostgreSQL](https://www.postgresql.org/docs/current/history.html) \ No newline at end of file +- [@article@Introduction to PostgreSQL](https://www.w3schools.com/postgresql/postgresql_intro.php) +- [@video@Learn PostgreSQL Tutorial - Full Course for Beginners](https://www.youtube.com/watch?v=qw--VYLpxG4) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/product-feedback-loop@U2mQX5_XwmW74HFEM1Uzw.md b/roadmaps/forward-deployed-engineer/content/product-feedback-loop@U2mQX5_XwmW74HFEM1Uzw.md index 74637fc50..1c8c5a553 100644 --- a/roadmaps/forward-deployed-engineer/content/product-feedback-loop@U2mQX5_XwmW74HFEM1Uzw.md +++ b/roadmaps/forward-deployed-engineer/content/product-feedback-loop@U2mQX5_XwmW74HFEM1Uzw.md @@ -1,3 +1,8 @@ # Product Feedback Loop -A product feedback loop is the cycle of shipping something, collecting feedback from users or stakeholders, and using that input to improve future iterations. This usually means working closely with the customer to observe how the delivered product is actually being used, identifying gaps between expectation and reality, and feeding those observations back into the build process while still on the engagement. \ No newline at end of file +A product feedback loop is the cycle of shipping something, collecting feedback from users or stakeholders, and using that input to improve future iterations. This usually means working closely with the customer to observe how the delivered product is actually being used, identifying gaps between expectation and reality, and feeding those observations back into the build process while still on the engagement. + +Visit the following resources to learn more: + +- [@article@What is a product feedback loop (and how do I implement it)?](https://launchdarkly.com/blog/product-feedback-loop/) +- [@article@Product Feedback Loop: Definition, 5 Steps, Types & Examples (2026)](https://formbricks.com/blog/product-feedback-loop) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/productized-consulting@Ssi6dE8eDVxN6cStem3bY.md b/roadmaps/forward-deployed-engineer/content/productized-consulting@Ssi6dE8eDVxN6cStem3bY.md index cd9dcebdc..ec633612c 100644 --- a/roadmaps/forward-deployed-engineer/content/productized-consulting@Ssi6dE8eDVxN6cStem3bY.md +++ b/roadmaps/forward-deployed-engineer/content/productized-consulting@Ssi6dE8eDVxN6cStem3bY.md @@ -1,3 +1,9 @@ # Productized Consulting -Productized consulting refers to a model where a consulting engagement delivers not just advice or a custom solution but a repeatable, packaged system that can be redeployed with other customers. It means building in a way that abstracts customer-specific details so the core architecture can be reused across similar engagements. \ No newline at end of file +Productized consulting refers to a model where a consulting engagement delivers not just advice or a custom solution but a repeatable, packaged system that can be redeployed with other customers. It means building in a way that abstracts customer-specific details so the core architecture can be reused across similar engagements. + +Visit the following resources to learn more: + +- [@article@How to productize consulting services: A strategic guide](https://www.naviu.tech/blog/how-to-productize-consulting-services) +- [@article@Consultant’s Guide to Productization: How To Productize Consulting Services](https://www.consultingsuccess.com/consultants-guide-to-productization) +- [@video@How To Productize Your Consulting Services](https://www.youtube.com/watch?v=CltfhWVp9p8) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/prompt-engineering@GvXo2Bw1nRqSWyT96b9m_.md b/roadmaps/forward-deployed-engineer/content/prompt-engineering@GvXo2Bw1nRqSWyT96b9m_.md index 49c61bffc..70a146b54 100644 --- a/roadmaps/forward-deployed-engineer/content/prompt-engineering@GvXo2Bw1nRqSWyT96b9m_.md +++ b/roadmaps/forward-deployed-engineer/content/prompt-engineering@GvXo2Bw1nRqSWyT96b9m_.md @@ -5,4 +5,5 @@ Prompt engineering is the practice of crafting inputs to language models in a wa Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Prompt Engineering Roadmap](https://roadmap.sh/prompt-engineering) -- [@article@What is Generative AI? - LearnPrompting](https://learnprompting.org/docs/basics/generative_ai) \ No newline at end of file +- [@article@What is prompt engineering?](https://www.ibm.com/think/topics/prompt-engineering) +- [@video@Prompt Engineering Full Course](https://www.youtube.com/watch?v=2BpCk4d2Cc0) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/prompt-management@MbW7Q4Zde_b9GzW52oH5D.md b/roadmaps/forward-deployed-engineer/content/prompt-management@MbW7Q4Zde_b9GzW52oH5D.md index 68357253a..db9b8d405 100644 --- a/roadmaps/forward-deployed-engineer/content/prompt-management@MbW7Q4Zde_b9GzW52oH5D.md +++ b/roadmaps/forward-deployed-engineer/content/prompt-management@MbW7Q4Zde_b9GzW52oH5D.md @@ -1,3 +1,9 @@ # Prompt Management -Prompt management is the systematic process of creating, versioning, testing, and refining the text inputs used to guide large language models toward desired outputs. It involves maintaining a structured library of effective prompt templates, tracking how specific changes in phrasing impact model performance, and integrating these prompts into the application development lifecycle. By treating prompts as code, engineers can ensure consistency across different model versions, optimize for latency and cost, and provide a reliable interface for interacting with generative AI systems. \ No newline at end of file +Prompt management is the systematic process of creating, versioning, testing, and refining the text inputs used to guide large language models toward desired outputs. It involves maintaining a structured library of effective prompt templates, tracking how specific changes in phrasing impact model performance, and integrating these prompts into the application development lifecycle. By treating prompts as code, engineers can ensure consistency across different model versions, optimize for latency and cost, and provide a reliable interface for interacting with generative AI systems. + +Visit the following resources to learn more: + +- [@article@What is prompt management? Versioning, collaboration, and deployment for prompts](https://www.braintrust.dev/articles/what-is-prompt-management) +- [@article@What is Prompt Management?](https://humanloop.com/blog/prompt-management) +- [@video@Prompt Management 101 - Full Guide for AI Engineers](https://www.youtube.com/watch?v=Qddc_DNo9qY) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/react@_eDNhYepoGg5xEtVP9vCQ.md b/roadmaps/forward-deployed-engineer/content/react@_eDNhYepoGg5xEtVP9vCQ.md index ced6e6682..1094f8e47 100644 --- a/roadmaps/forward-deployed-engineer/content/react@_eDNhYepoGg5xEtVP9vCQ.md +++ b/roadmaps/forward-deployed-engineer/content/react@_eDNhYepoGg5xEtVP9vCQ.md @@ -5,4 +5,6 @@ React is a JavaScript library for building user interfaces using a component-bas Visit the following resources to learn more: - [@roadmap@Visit the Dedicated React Developer Roadmap](https://roadmap.sh/react) -- [@official@React Website](https://react.dev) \ No newline at end of file +- [@official@React Docs](https://es.react.dev/index) +- [@article@Introduction to React](https://www.w3schools.com/react/react_intro.asp) +- [@video@React Tutorial Full Course - Beginner to Pro](https://www.youtube.com/watch?v=TtPXvEcE11E) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/rust@O5jddHR_1FuQstAzf2Fna.md b/roadmaps/forward-deployed-engineer/content/rust@O5jddHR_1FuQstAzf2Fna.md index 29b233932..22b2e4592 100644 --- a/roadmaps/forward-deployed-engineer/content/rust@O5jddHR_1FuQstAzf2Fna.md +++ b/roadmaps/forward-deployed-engineer/content/rust@O5jddHR_1FuQstAzf2Fna.md @@ -5,6 +5,6 @@ Rust is a systems programming language that focuses on safety, speed, and concur Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Rust Roadmap](https://roadmap.sh/rust) -- [@official@Rust Programming Language](https://www.rust-lang.org/) - [@official@Rust by Example](https://doc.rust-lang.org/stable/rust-by-example/index.html) -- [@opensource@Rust Book](https://edu.anarcho-copy.org/Programming%20Languages/Rust/rust-programming-language-steve-klabnik.pdf) \ No newline at end of file +- [@opensource@Rust Book](https://edu.anarcho-copy.org/Programming%20Languages/Rust/rust-programming-language-steve-klabnik.pdf) +- [@video@Rust Crash Course Tutorial for Beginners](https://www.youtube.com/playlist?list=PLPoSdR46FgI412aItyJhj2bF66cudB6Qs) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/security@_jSbrQbZ6Zpi7RqiXL__X.md b/roadmaps/forward-deployed-engineer/content/security@_jSbrQbZ6Zpi7RqiXL__X.md index 4abe690e4..7fb3fd38f 100644 --- a/roadmaps/forward-deployed-engineer/content/security@_jSbrQbZ6Zpi7RqiXL__X.md +++ b/roadmaps/forward-deployed-engineer/content/security@_jSbrQbZ6Zpi7RqiXL__X.md @@ -4,4 +4,6 @@ Security in software systems means protecting applications, data, and infrastruc Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated Cyber Security Expert Roadmap](https://roadmap.sh/cyber-security) \ No newline at end of file +- [@roadmap@Visit the Dedicated Cyber Security Expert Roadmap](https://roadmap.sh/cyber-security) +- [@article@What Is LLM (Large Language Model) Security? | Starter Guide](https://www.paloaltonetworks.com/cyberpedia/what-is-llm-security) +- [@video@OWASP's Top 10 Ways to Attack LLMs: AI Vulnerabilities Exposed](https://www.youtube.com/watch?v=gUNXZMcd2jU) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/spark@ZBqPYTyF-o4RLeuhbtCuj.md b/roadmaps/forward-deployed-engineer/content/spark@ZBqPYTyF-o4RLeuhbtCuj.md index 744349fd5..1be66c2d4 100644 --- a/roadmaps/forward-deployed-engineer/content/spark@ZBqPYTyF-o4RLeuhbtCuj.md +++ b/roadmaps/forward-deployed-engineer/content/spark@ZBqPYTyF-o4RLeuhbtCuj.md @@ -4,5 +4,6 @@ Apache Spark is a distributed computing framework for processing large datasets Visit the following resources to learn more: -- [@official@ApacheSpark](https://spark.apache.org/documentation.html) -- [@article@Spark By Examples](https://sparkbyexamples.com) \ No newline at end of file +- [@official@ApacheSpark Docs](https://spark.apache.org/docs/latest/) +- [@article@Spark By Examples](https://sparkbyexamples.com) +- [@video@PySpark - Zero to Hero | PySpark Tutorial](https://www.youtube.com/playlist?list=PL2IsFZBGM_IHCl9zhRVC1EXTomkEp_1zm) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/sql@KlbUf_q8hMxia5UxLOY3G.md b/roadmaps/forward-deployed-engineer/content/sql@KlbUf_q8hMxia5UxLOY3G.md index 1bbec7d17..00ab20b89 100644 --- a/roadmaps/forward-deployed-engineer/content/sql@KlbUf_q8hMxia5UxLOY3G.md +++ b/roadmaps/forward-deployed-engineer/content/sql@KlbUf_q8hMxia5UxLOY3G.md @@ -5,5 +5,6 @@ SQL, or Structured Query Language, is the standard language for interacting with Visit the following resources to learn more: - [@roadmap@Visit the Dedicated SQL Roadmap](https://roadmap.sh/sql) -- [@article@SQL Tutorial - Mode](https://mode.com/sql-tutorial/) -- [@article@SQL Tutorial](https://www.sqltutorial.org/) \ No newline at end of file +- [@course@Complete Course to Master Practical SQL](https://roadmap.sh/courses/sql) +- [@article@SQL Tutorial](https://www.sqltutorial.org/) +- [@video@Learn SQL In 60 Minutes](https://www.youtube.com/watch?v=p3qvj9hO_Bo) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/terraform@3LspdlmWTx3ApI76Askce.md b/roadmaps/forward-deployed-engineer/content/terraform@3LspdlmWTx3ApI76Askce.md index 5e03eceb9..abd045407 100644 --- a/roadmaps/forward-deployed-engineer/content/terraform@3LspdlmWTx3ApI76Askce.md +++ b/roadmaps/forward-deployed-engineer/content/terraform@3LspdlmWTx3ApI76Askce.md @@ -5,6 +5,6 @@ Terraform is an open-source infrastructure-as-code tool by HashiCorp that lets e Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Terraform Roadmap](https://roadmap.sh/terraform) -- [@official@Terraform Website](https://www.terraform.io/) - [@official@Terraform Documentation](https://developer.hashicorp.com/terraform) -- [@article@Terraform Backend: How it Works and How to Configure it](https://roadmap.sh/terraform/backend) \ No newline at end of file +- [@article@Terraform Backend: How it Works and How to Configure it](https://roadmap.sh/terraform/backend) +- [@video@Complete Terraform Course - From BEGINNER to PRO! (Learn Infrastructure as Code)](https://www.youtube.com/watch?v=7xngnjfIlK4) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/tools--functions@vP-x_VlFL5ysVUVTuRXhS.md b/roadmaps/forward-deployed-engineer/content/tools--functions@vP-x_VlFL5ysVUVTuRXhS.md index f50453ade..3ae428789 100644 --- a/roadmaps/forward-deployed-engineer/content/tools--functions@vP-x_VlFL5ysVUVTuRXhS.md +++ b/roadmaps/forward-deployed-engineer/content/tools--functions@vP-x_VlFL5ysVUVTuRXhS.md @@ -4,6 +4,7 @@ Tools and functions are the mechanisms through which AI agents interact with the Visit the following resources to learn more: -- [@official@What are Tools? - Hugging Face](https://huggingface.co/learn/agents-course/en/unit1/tools) -- [@article@Compare 50+ AI Agent Tools in 2026](https://aimultiple.com/ai-agent-tools) -- [@article@AI Agents Explained in Simple Terms for Beginners](https://www.geeky-gadgets.com/ai-agents-explained-for-beginners/) \ No newline at end of file +- [@article@What are Tools? - Hugging Face](https://huggingface.co/learn/agents-course/en/unit1/tools) +- [@article@What is Tool Calling?](https://aimultiple.https://www.databricks.com/blog/what-is-tool-calling/ai-agent-tools) +- [@article@AI Agents Explained in Simple Terms for Beginners](https://www.geeky-gadgets.com/ai-agents-explained-for-beginners/) +- [@video@What is Tool Calling? Connecting LLMs to Your Data](https://www.youtube.com/watch?v=h8gMhXYAv1k) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/uat@cpexsDyRMgtGcQqhwx3Yn.md b/roadmaps/forward-deployed-engineer/content/uat@cpexsDyRMgtGcQqhwx3Yn.md index 66965f983..bf919825c 100644 --- a/roadmaps/forward-deployed-engineer/content/uat@cpexsDyRMgtGcQqhwx3Yn.md +++ b/roadmaps/forward-deployed-engineer/content/uat@cpexsDyRMgtGcQqhwx3Yn.md @@ -5,4 +5,5 @@ User Acceptance Testing (UAT) is the process by which a customer's own team vali Visit the following resources to learn more: - [@article@What is User Acceptance Testing (UAT)?](https://www.guru99.com/user-acceptance-testing.html) +- [@article@User Acceptance Testing (UAT): Definition, Types & Best Practices](https://www.splunk.com/en_us/blog/learn/user-acceptance-testing-uat.html) - [@video@How to plan your UAT](https://www.youtube.com/watch?v=AU8SV7091-s) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/vector-dbs@wsxosek5h-zD79jIRvB3q.md b/roadmaps/forward-deployed-engineer/content/vector-dbs@wsxosek5h-zD79jIRvB3q.md index 67196b603..de1fc3a6d 100644 --- a/roadmaps/forward-deployed-engineer/content/vector-dbs@wsxosek5h-zD79jIRvB3q.md +++ b/roadmaps/forward-deployed-engineer/content/vector-dbs@wsxosek5h-zD79jIRvB3q.md @@ -5,4 +5,6 @@ Vector databases store high-dimensional vector embeddings and support efficient Visit the following resources to learn more: - [@article@Vector Databases](https://developers.cloudflare.com/vectorize/reference/what-is-a-vector-database/) -- [@article@What are Vector Databases?](https://www.mongodb.com/resources/basics/databases/vector-databases) \ No newline at end of file +- [@article@What are Vector Databases?](https://www.mongodb.com/resources/basics/databases/vector-databases) +- [@video@What is a Vector Database? Powering Semantic Search & AI Applications](https://www.youtube.com/watch?v=gl1r1XV0SLw) +- [@video@Production RAG with LangChain & Vector Databases – Full Course](https://www.youtube.com/watch?v=mHxLXzYjQRE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/vibe-coding@OmVYSzwXgYlMG2xz1FsyW.md b/roadmaps/forward-deployed-engineer/content/vibe-coding@OmVYSzwXgYlMG2xz1FsyW.md index b931a121b..ca90ca806 100644 --- a/roadmaps/forward-deployed-engineer/content/vibe-coding@OmVYSzwXgYlMG2xz1FsyW.md +++ b/roadmaps/forward-deployed-engineer/content/vibe-coding@OmVYSzwXgYlMG2xz1FsyW.md @@ -4,7 +4,7 @@ Vibe coding refers to using AI-assisted tools to write, edit, and iterate on cod Visit the following resources to learn more: -- [@roadmap@Visit the Dedicated Vibe Coding Roadmap](https://roadmap.sh/vibe-coding) - [@article@Vibe coding tutorial: Build your first app with Claude Code](https://roadmap.sh/vibe-coding/tutorial) - [@article@Vibe Coding Best Practices: How To Get Consistent Results](https://roadmap.sh/vibe-coding/best-practices) -- [@article@The 10 Best Vibe Coding Tools in 2026: Our Choices](https://roadmap.sh/vibe-coding/best-tools) \ No newline at end of file +- [@article@The 10 Best Vibe Coding Tools in 2026: Our Choices](https://roadmap.sh/vibe-coding/best-tools) +- [@video@What Is Vibe Coding? Building Software with Agentic AI](https://www.youtube.com/watch?v=Y68FF_nUSWE) \ No newline at end of file diff --git a/roadmaps/forward-deployed-engineer/content/working-with-legacy-systems@5flayikfLHbQdXQdN3acM.md b/roadmaps/forward-deployed-engineer/content/working-with-legacy-systems@5flayikfLHbQdXQdN3acM.md index 542e1388d..7a3934457 100644 --- a/roadmaps/forward-deployed-engineer/content/working-with-legacy-systems@5flayikfLHbQdXQdN3acM.md +++ b/roadmaps/forward-deployed-engineer/content/working-with-legacy-systems@5flayikfLHbQdXQdN3acM.md @@ -1,3 +1,9 @@ # Working with Legacy Systems -Legacy systems are the established, often undocumented infrastructure that most large organizations run their core operations on. They may be on-prem databases with no API, ERP systems that took years and millions of dollars to migrate to, or internal tools written a decade ago that no one fully understands anymore. The approach is to build around them: wrapping them with APIs, querying them safely, and connecting them to modern infrastructure without replacing the parts the business depends on. \ No newline at end of file +Legacy systems are the established, often undocumented infrastructure that most large organizations run their core operations on. They may be on-prem databases with no API, ERP systems that took years and millions of dollars to migrate to, or internal tools written a decade ago that no one fully understands anymore. The approach is to build around them: wrapping them with APIs, querying them safely, and connecting them to modern infrastructure without replacing the parts the business depends on. + +Visit the following resources to learn more: + +- [@article@Working With Legacy Systems: A Forward Deployed Engineer’s Survival Guide](https://www.guvi.in/blog/working-with-legacy-systems-fde-guide/) +- [@article@Legacy system modernisation: challenges and common approaches](https://www.future-processing.com/blog/legacy-system-modernisation/) +- [@video@What Is Legacy Code? How AI Is Modernizing Legacy Systems](https://www.youtube.com/watch?v=CKC47S92wA4) \ No newline at end of file