diff --git a/public/roadmaps/ai-engineer.png b/public/roadmaps/ai-engineer.png
index 37a1b8652..2d7d03b7b 100644
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diff --git a/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md b/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md
new file mode 100644
index 000000000..b15858378
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/adding-end-user-ids-in-prompts@4Q5x2VCXedAWISBXUIyin.md
@@ -0,0 +1 @@
+# Adding end-user IDs in prompts
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md b/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md
new file mode 100644
index 000000000..e9d60f471
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/agents-usecases@778HsQzTuJ_3c9OSn5DmH.md
@@ -0,0 +1 @@
+# Agents Usecases
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md b/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md
new file mode 100644
index 000000000..36f87d2ba
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ai-agents@9XCxilAQ7FRet7lHQr1gE.md
@@ -0,0 +1 @@
+# AI Agents
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md b/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md
new file mode 100644
index 000000000..36f87d2ba
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ai-agents@AeHkNU-uJ_gBdo5-xdpEu.md
@@ -0,0 +1 @@
+# AI Agents
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ai-code-editors@XcKeQfpTA5ITgdX51I4y-.md b/src/data/roadmaps/ai-engineer/content/ai-code-editors@XcKeQfpTA5ITgdX51I4y-.md
new file mode 100644
index 000000000..8ff72b0ef
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ai-code-editors@XcKeQfpTA5ITgdX51I4y-.md
@@ -0,0 +1 @@
+# AI Code Editors
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md b/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md
new file mode 100644
index 000000000..e18564b03
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ai-engineer-vs-ml-engineer@jSZ1LhPdhlkW-9QJhIvFs.md
@@ -0,0 +1 @@
+# AI Engineer vs ML Engineer
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ai-safety-and-ethics@8ndKHDJgL_gYwaXC7XMer.md b/src/data/roadmaps/ai-engineer/content/ai-safety-and-ethics@8ndKHDJgL_gYwaXC7XMer.md
new file mode 100644
index 000000000..62f6060aa
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ai-safety-and-ethics@8ndKHDJgL_gYwaXC7XMer.md
@@ -0,0 +1 @@
+# AI Safety and Ethics
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ai-vs-agi@5QdihE1lLpMc3DFrGy46M.md b/src/data/roadmaps/ai-engineer/content/ai-vs-agi@5QdihE1lLpMc3DFrGy46M.md
new file mode 100644
index 000000000..7f97e9943
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ai-vs-agi@5QdihE1lLpMc3DFrGy46M.md
@@ -0,0 +1 @@
+# AI vs AGI
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/anomaly-detection@AglWJ7gb9rTT2rMkstxtk.md b/src/data/roadmaps/ai-engineer/content/anomaly-detection@AglWJ7gb9rTT2rMkstxtk.md
new file mode 100644
index 000000000..9194f810c
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/anomaly-detection@AglWJ7gb9rTT2rMkstxtk.md
@@ -0,0 +1 @@
+# Anomaly Detection
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md b/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md
new file mode 100644
index 000000000..01f0de430
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/anthropics-claude@hy6EyKiNxk1x84J63dhez.md
@@ -0,0 +1 @@
+# Anthropic's Claude
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/audio-processing@mxQYB820447DC6kogyZIL.md b/src/data/roadmaps/ai-engineer/content/audio-processing@mxQYB820447DC6kogyZIL.md
new file mode 100644
index 000000000..550500d57
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/audio-processing@mxQYB820447DC6kogyZIL.md
@@ -0,0 +1 @@
+# Audio Processing
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/aws-sagemaker@OkYO-aSPiuVYuLXHswBCn.md b/src/data/roadmaps/ai-engineer/content/aws-sagemaker@OkYO-aSPiuVYuLXHswBCn.md
new file mode 100644
index 000000000..88c97ba63
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/aws-sagemaker@OkYO-aSPiuVYuLXHswBCn.md
@@ -0,0 +1 @@
+# AWS Sagemaker
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/azure-ai@3PQVZbcr4neNMRr6CuNzS.md b/src/data/roadmaps/ai-engineer/content/azure-ai@3PQVZbcr4neNMRr6CuNzS.md
new file mode 100644
index 000000000..fd4b2131c
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/azure-ai@3PQVZbcr4neNMRr6CuNzS.md
@@ -0,0 +1 @@
+# Azure AI
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/benefits-of-pre-trained-models@1Ga6DbOPc6Crz7ilsZMYy.md b/src/data/roadmaps/ai-engineer/content/benefits-of-pre-trained-models@1Ga6DbOPc6Crz7ilsZMYy.md
new file mode 100644
index 000000000..f0e503b3c
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/benefits-of-pre-trained-models@1Ga6DbOPc6Crz7ilsZMYy.md
@@ -0,0 +1 @@
+# Benefits of Pre-trained Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/bias-and-fareness@lhIU0ulpvDAn1Xc3ooYz_.md b/src/data/roadmaps/ai-engineer/content/bias-and-fareness@lhIU0ulpvDAn1Xc3ooYz_.md
new file mode 100644
index 000000000..d741ef47b
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/bias-and-fareness@lhIU0ulpvDAn1Xc3ooYz_.md
@@ -0,0 +1 @@
+# Bias and Fareness
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/capabilities--context-length@vvpYkmycH0_W030E-L12f.md b/src/data/roadmaps/ai-engineer/content/capabilities--context-length@vvpYkmycH0_W030E-L12f.md
new file mode 100644
index 000000000..3a3f9154f
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/capabilities--context-length@vvpYkmycH0_W030E-L12f.md
@@ -0,0 +1 @@
+# Capabilities / Context Length
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/chat-completions-api@_bPTciEA1GT1JwfXim19z.md b/src/data/roadmaps/ai-engineer/content/chat-completions-api@_bPTciEA1GT1JwfXim19z.md
new file mode 100644
index 000000000..372eada24
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/chat-completions-api@_bPTciEA1GT1JwfXim19z.md
@@ -0,0 +1 @@
+# Chat Completions API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md b/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md
new file mode 100644
index 000000000..c6bcf38b8
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/chroma@dSd2C9lNl-ymmCRT9_ZC3.md
@@ -0,0 +1 @@
+# Chroma
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/chunking@mX987wiZF7p3V_gExrPeX.md b/src/data/roadmaps/ai-engineer/content/chunking@mX987wiZF7p3V_gExrPeX.md
new file mode 100644
index 000000000..66285e972
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/chunking@mX987wiZF7p3V_gExrPeX.md
@@ -0,0 +1 @@
+# Chunking
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/code-completion-tools@TifVhqFm1zXNssA8QR3SM.md b/src/data/roadmaps/ai-engineer/content/code-completion-tools@TifVhqFm1zXNssA8QR3SM.md
new file mode 100644
index 000000000..f7770fa8c
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/code-completion-tools@TifVhqFm1zXNssA8QR3SM.md
@@ -0,0 +1 @@
+# Code Completion Tools
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md b/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md
new file mode 100644
index 000000000..96b887a45
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/cohere@a7qsvoauFe5u953I699ps.md
@@ -0,0 +1 @@
+# Cohere
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/conducting-adversarial-testing@Pt-AJmSJrOxKvolb5_HEv.md b/src/data/roadmaps/ai-engineer/content/conducting-adversarial-testing@Pt-AJmSJrOxKvolb5_HEv.md
new file mode 100644
index 000000000..26e1dd348
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/conducting-adversarial-testing@Pt-AJmSJrOxKvolb5_HEv.md
@@ -0,0 +1 @@
+# Conducting adversarial testing
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/constraining-outputs-and-inputs@ONLDyczNacGVZGojYyJrU.md b/src/data/roadmaps/ai-engineer/content/constraining-outputs-and-inputs@ONLDyczNacGVZGojYyJrU.md
new file mode 100644
index 000000000..dd9b529d5
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/constraining-outputs-and-inputs@ONLDyczNacGVZGojYyJrU.md
@@ -0,0 +1 @@
+# Constraining outputs and inputs
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/cut-off-dates--knowledge@LbB2PeytxRSuU07Bk0KlJ.md b/src/data/roadmaps/ai-engineer/content/cut-off-dates--knowledge@LbB2PeytxRSuU07Bk0KlJ.md
new file mode 100644
index 000000000..a30752423
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/cut-off-dates--knowledge@LbB2PeytxRSuU07Bk0KlJ.md
@@ -0,0 +1 @@
+# Cut-off Dates / Knowledge
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/dall-e-api@LKFwwjtcawJ4Z12X102Cb.md b/src/data/roadmaps/ai-engineer/content/dall-e-api@LKFwwjtcawJ4Z12X102Cb.md
new file mode 100644
index 000000000..b87b5890e
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/dall-e-api@LKFwwjtcawJ4Z12X102Cb.md
@@ -0,0 +1 @@
+# DALL-E API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md b/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md
new file mode 100644
index 000000000..bc6c9467e
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/data-classification@06Xta-OqSci05nV2QMFdF.md
@@ -0,0 +1 @@
+# Data Classification
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md b/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md
new file mode 100644
index 000000000..6016c95e9
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/development-tools@NYge7PNtfI-y6QWefXJ4d.md
@@ -0,0 +1 @@
+# Development Tools
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/embedding@grTcbzT7jKk_sIUwOTZTD.md b/src/data/roadmaps/ai-engineer/content/embedding@grTcbzT7jKk_sIUwOTZTD.md
new file mode 100644
index 000000000..50418880b
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/embedding@grTcbzT7jKk_sIUwOTZTD.md
@@ -0,0 +1 @@
+# Embedding
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/embeddings@XyEp6jnBSpCxMGwALnYfT.md b/src/data/roadmaps/ai-engineer/content/embeddings@XyEp6jnBSpCxMGwALnYfT.md
new file mode 100644
index 000000000..91630b725
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/embeddings@XyEp6jnBSpCxMGwALnYfT.md
@@ -0,0 +1 @@
+# Embeddings
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/faiss@JurLbOO1Z8r6C3yUqRNwf.md b/src/data/roadmaps/ai-engineer/content/faiss@JurLbOO1Z8r6C3yUqRNwf.md
new file mode 100644
index 000000000..b5ff9ddd0
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/faiss@JurLbOO1Z8r6C3yUqRNwf.md
@@ -0,0 +1 @@
+# FAISS
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/fine-tuning@15XOFdVp0IC-kLYPXUJWh.md b/src/data/roadmaps/ai-engineer/content/fine-tuning@15XOFdVp0IC-kLYPXUJWh.md
new file mode 100644
index 000000000..94896a9e9
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/fine-tuning@15XOFdVp0IC-kLYPXUJWh.md
@@ -0,0 +1 @@
+# Fine-tuning
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/generation@2jJnS9vRYhaS69d6OxrMh.md b/src/data/roadmaps/ai-engineer/content/generation@2jJnS9vRYhaS69d6OxrMh.md
new file mode 100644
index 000000000..65fed4aa3
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/generation@2jJnS9vRYhaS69d6OxrMh.md
@@ -0,0 +1 @@
+# Generation
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/googles-gemini@oe8E6ZIQWuYvHVbYJHUc1.md b/src/data/roadmaps/ai-engineer/content/googles-gemini@oe8E6ZIQWuYvHVbYJHUc1.md
new file mode 100644
index 000000000..1b47bf082
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/googles-gemini@oe8E6ZIQWuYvHVbYJHUc1.md
@@ -0,0 +1 @@
+# Google's Gemini
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/hugging-face-hub@YLOdOvLXa5Fa7_mmuvKEi.md b/src/data/roadmaps/ai-engineer/content/hugging-face-hub@YLOdOvLXa5Fa7_mmuvKEi.md
new file mode 100644
index 000000000..9acd96f50
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/hugging-face-hub@YLOdOvLXa5Fa7_mmuvKEi.md
@@ -0,0 +1 @@
+# Hugging Face Hub
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/hugging-face-models@8XjkRqHOdyH-DbXHYiBEt.md b/src/data/roadmaps/ai-engineer/content/hugging-face-models@8XjkRqHOdyH-DbXHYiBEt.md
new file mode 100644
index 000000000..25b77e7af
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/hugging-face-models@8XjkRqHOdyH-DbXHYiBEt.md
@@ -0,0 +1 @@
+# Hugging Face Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/hugging-face-models@EIDbwbdolR_qsNKVDla6V.md b/src/data/roadmaps/ai-engineer/content/hugging-face-models@EIDbwbdolR_qsNKVDla6V.md
new file mode 100644
index 000000000..25b77e7af
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/hugging-face-models@EIDbwbdolR_qsNKVDla6V.md
@@ -0,0 +1 @@
+# Hugging Face Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/hugging-face-tasks@YKIPOiSj_FNtg0h8uaSMq.md b/src/data/roadmaps/ai-engineer/content/hugging-face-tasks@YKIPOiSj_FNtg0h8uaSMq.md
new file mode 100644
index 000000000..262f42552
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/hugging-face-tasks@YKIPOiSj_FNtg0h8uaSMq.md
@@ -0,0 +1 @@
+# Hugging Face Tasks
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md b/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md
new file mode 100644
index 000000000..102010471
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/hugging-face@v99C5Bml2a6148LCJ9gy9.md
@@ -0,0 +1 @@
+# Hugging Face
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md b/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md
new file mode 100644
index 000000000..a1dd043b0
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/image-generation@49BWxYVFpIgZCCqsikH7l.md
@@ -0,0 +1 @@
+# Image Generation
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md b/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md
new file mode 100644
index 000000000..f841d031c
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/image-understanding@fzVq4hGoa2gdbIzoyY1Zp.md
@@ -0,0 +1 @@
+# Image Understanding
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/impact-on-product-development@qJVgKe9uBvXc-YPfvX_Y7.md b/src/data/roadmaps/ai-engineer/content/impact-on-product-development@qJVgKe9uBvXc-YPfvX_Y7.md
new file mode 100644
index 000000000..84d1e7fc1
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/impact-on-product-development@qJVgKe9uBvXc-YPfvX_Y7.md
@@ -0,0 +1 @@
+# Impact on Product Development
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/indexing-embeddings@5TQnO9B4_LTHwqjI7iHB1.md b/src/data/roadmaps/ai-engineer/content/indexing-embeddings@5TQnO9B4_LTHwqjI7iHB1.md
new file mode 100644
index 000000000..9af98f77d
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/indexing-embeddings@5TQnO9B4_LTHwqjI7iHB1.md
@@ -0,0 +1 @@
+# Indexing Embeddings
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/inference-sdk@3kRTzlLNBnXdTsAEXVu_M.md b/src/data/roadmaps/ai-engineer/content/inference-sdk@3kRTzlLNBnXdTsAEXVu_M.md
new file mode 100644
index 000000000..308de7599
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/inference-sdk@3kRTzlLNBnXdTsAEXVu_M.md
@@ -0,0 +1 @@
+# Inference SDK
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/inference@KWjD4xEPhOOYS51dvRLd2.md b/src/data/roadmaps/ai-engineer/content/inference@KWjD4xEPhOOYS51dvRLd2.md
new file mode 100644
index 000000000..c41f3e0a6
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/inference@KWjD4xEPhOOYS51dvRLd2.md
@@ -0,0 +1 @@
+# Inference
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/introduction@_hYN0gEi9BL24nptEtXWU.md b/src/data/roadmaps/ai-engineer/content/introduction@_hYN0gEi9BL24nptEtXWU.md
new file mode 100644
index 000000000..f6ecaa676
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/introduction@_hYN0gEi9BL24nptEtXWU.md
@@ -0,0 +1 @@
+# Introduction
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/know-your-customers--usecases@t1SObMWkDZ1cKqNNlcd9L.md b/src/data/roadmaps/ai-engineer/content/know-your-customers--usecases@t1SObMWkDZ1cKqNNlcd9L.md
new file mode 100644
index 000000000..a29969d17
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/know-your-customers--usecases@t1SObMWkDZ1cKqNNlcd9L.md
@@ -0,0 +1 @@
+# Know your Customers / Usecases
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/lancedb@rjaCNT3Li45kwu2gXckke.md b/src/data/roadmaps/ai-engineer/content/lancedb@rjaCNT3Li45kwu2gXckke.md
new file mode 100644
index 000000000..15880580a
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/lancedb@rjaCNT3Li45kwu2gXckke.md
@@ -0,0 +1 @@
+# LanceDB
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md b/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md
new file mode 100644
index 000000000..0fb4d96de
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/langchain-for-multimodal-apps@j9zD3pHysB1CBhLfLjhpD.md
@@ -0,0 +1 @@
+# LangChain for Multimodal Apps
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/langchain@ebXXEhNRROjbbof-Gym4p.md b/src/data/roadmaps/ai-engineer/content/langchain@ebXXEhNRROjbbof-Gym4p.md
new file mode 100644
index 000000000..3aa93dd39
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/langchain@ebXXEhNRROjbbof-Gym4p.md
@@ -0,0 +1 @@
+# Langchain
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/limitations-and-considerations@MXqbQGhNM3xpXlMC2ib_6.md b/src/data/roadmaps/ai-engineer/content/limitations-and-considerations@MXqbQGhNM3xpXlMC2ib_6.md
new file mode 100644
index 000000000..8bff3fd2d
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/limitations-and-considerations@MXqbQGhNM3xpXlMC2ib_6.md
@@ -0,0 +1 @@
+# Limitations and Considerations
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/llama-index@d0ontCII8KI8wfP-8Y45R.md b/src/data/roadmaps/ai-engineer/content/llama-index@d0ontCII8KI8wfP-8Y45R.md
new file mode 100644
index 000000000..e42cb1bf6
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/llama-index@d0ontCII8KI8wfP-8Y45R.md
@@ -0,0 +1 @@
+# Llama Index
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/llamaindex-for-multimodal-apps@akQTCKuPRRelj2GORqvsh.md b/src/data/roadmaps/ai-engineer/content/llamaindex-for-multimodal-apps@akQTCKuPRRelj2GORqvsh.md
new file mode 100644
index 000000000..c951f7880
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/llamaindex-for-multimodal-apps@akQTCKuPRRelj2GORqvsh.md
@@ -0,0 +1 @@
+# LlamaIndex for Multimodal Apps
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md b/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md
new file mode 100644
index 000000000..e73655f25
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/llms@wf2BSyUekr1S1q6l8kyq6.md
@@ -0,0 +1 @@
+# LLMs
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/manual-implementation@6xaRB34_g0HGt-y1dGYXR.md b/src/data/roadmaps/ai-engineer/content/manual-implementation@6xaRB34_g0HGt-y1dGYXR.md
new file mode 100644
index 000000000..c97e1936f
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/manual-implementation@6xaRB34_g0HGt-y1dGYXR.md
@@ -0,0 +1 @@
+# Manual Implementation
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/maximum-tokens@qzvp6YxWDiGakA2mtspfh.md b/src/data/roadmaps/ai-engineer/content/maximum-tokens@qzvp6YxWDiGakA2mtspfh.md
new file mode 100644
index 000000000..dac64dcd4
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/maximum-tokens@qzvp6YxWDiGakA2mtspfh.md
@@ -0,0 +1 @@
+# Maximum Tokens
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md b/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md
new file mode 100644
index 000000000..497cff049
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/mistral-ai@n-Ud2dXkqIzK37jlKItN4.md
@@ -0,0 +1 @@
+# Mistral AI
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/models-on-hugging-face@dLEg4IA3F5jgc44Bst9if.md b/src/data/roadmaps/ai-engineer/content/models-on-hugging-face@dLEg4IA3F5jgc44Bst9if.md
new file mode 100644
index 000000000..941c86818
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/models-on-hugging-face@dLEg4IA3F5jgc44Bst9if.md
@@ -0,0 +1 @@
+# Models on Hugging Face
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/mongodb-atlas@j6bkm0VUgLkHdMDDJFiMC.md b/src/data/roadmaps/ai-engineer/content/mongodb-atlas@j6bkm0VUgLkHdMDDJFiMC.md
new file mode 100644
index 000000000..d35b1ee79
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/mongodb-atlas@j6bkm0VUgLkHdMDDJFiMC.md
@@ -0,0 +1 @@
+# MongoDB Atlas
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/multimodal-ai-usecases@sGR9qcro68KrzM8qWxcH8.md b/src/data/roadmaps/ai-engineer/content/multimodal-ai-usecases@sGR9qcro68KrzM8qWxcH8.md
new file mode 100644
index 000000000..c3e2e059a
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/multimodal-ai-usecases@sGR9qcro68KrzM8qWxcH8.md
@@ -0,0 +1 @@
+# Multimodal AI Usecases
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/multimodal-ai@W7cKPt_UxcUgwp8J6hS4p.md b/src/data/roadmaps/ai-engineer/content/multimodal-ai@W7cKPt_UxcUgwp8J6hS4p.md
new file mode 100644
index 000000000..549e3931e
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/multimodal-ai@W7cKPt_UxcUgwp8J6hS4p.md
@@ -0,0 +1 @@
+# Multimodal AI
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ollama-models@ro3vY_sp6xMQ-hfzO-rc1.md b/src/data/roadmaps/ai-engineer/content/ollama-models@ro3vY_sp6xMQ-hfzO-rc1.md
new file mode 100644
index 000000000..53a0988ae
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ollama-models@ro3vY_sp6xMQ-hfzO-rc1.md
@@ -0,0 +1 @@
+# Ollama Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ollama-sdk@TsG_I7FL-cOCSw8gvZH3r.md b/src/data/roadmaps/ai-engineer/content/ollama-sdk@TsG_I7FL-cOCSw8gvZH3r.md
new file mode 100644
index 000000000..d0419b803
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ollama-sdk@TsG_I7FL-cOCSw8gvZH3r.md
@@ -0,0 +1 @@
+# Ollama SDK
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md b/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md
new file mode 100644
index 000000000..7ad430510
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/ollama@rTT2UnvqFO3GH6ThPLEjO.md
@@ -0,0 +1 @@
+# Ollama
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-ai-assistant-api@eOqCBgBTKM8CmY3nsWjre.md b/src/data/roadmaps/ai-engineer/content/open-ai-assistant-api@eOqCBgBTKM8CmY3nsWjre.md
new file mode 100644
index 000000000..ea3eb3fbd
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-ai-assistant-api@eOqCBgBTKM8CmY3nsWjre.md
@@ -0,0 +1 @@
+# Open AI Assistant API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-ai-embedding-models@y0qD5Kb4Pf-ymIwW-tvhX.md b/src/data/roadmaps/ai-engineer/content/open-ai-embedding-models@y0qD5Kb4Pf-ymIwW-tvhX.md
new file mode 100644
index 000000000..c9a669025
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-ai-embedding-models@y0qD5Kb4Pf-ymIwW-tvhX.md
@@ -0,0 +1 @@
+# Open AI Embedding Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-ai-embeddings-api@l6priWeJhbdUD5tJ7uHyG.md b/src/data/roadmaps/ai-engineer/content/open-ai-embeddings-api@l6priWeJhbdUD5tJ7uHyG.md
new file mode 100644
index 000000000..01bbbbb09
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-ai-embeddings-api@l6priWeJhbdUD5tJ7uHyG.md
@@ -0,0 +1 @@
+# Open AI Embeddings API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-ai-models@2WbVpRLqwi3Oeqk1JPui4.md b/src/data/roadmaps/ai-engineer/content/open-ai-models@2WbVpRLqwi3Oeqk1JPui4.md
new file mode 100644
index 000000000..3760ab385
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-ai-models@2WbVpRLqwi3Oeqk1JPui4.md
@@ -0,0 +1 @@
+# Open AI Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-ai-playground@nyBgEHvUhwF-NANMwkRJW.md b/src/data/roadmaps/ai-engineer/content/open-ai-playground@nyBgEHvUhwF-NANMwkRJW.md
new file mode 100644
index 000000000..8f565edf1
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-ai-playground@nyBgEHvUhwF-NANMwkRJW.md
@@ -0,0 +1 @@
+# Open AI Playground
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md b/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md
new file mode 100644
index 000000000..fa6245b8a
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-source-embeddings@apVYIV4EyejPft25oAvdI.md
@@ -0,0 +1 @@
+# Open-Source Embeddings
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/open-vs-closed-source-models@RBwGsq9DngUsl8PrrCbqx.md b/src/data/roadmaps/ai-engineer/content/open-vs-closed-source-models@RBwGsq9DngUsl8PrrCbqx.md
new file mode 100644
index 000000000..2d77d78b7
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/open-vs-closed-source-models@RBwGsq9DngUsl8PrrCbqx.md
@@ -0,0 +1 @@
+# Open vs Closed Source Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md b/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md
new file mode 100644
index 000000000..9dc44c5e1
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/openai-api@zdeuA4GbdBl2DwKgiOA4G.md
@@ -0,0 +1 @@
+# OpenAI API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/openai-assistant-api@mbp2NoL-VZ5hZIIblNBXt.md b/src/data/roadmaps/ai-engineer/content/openai-assistant-api@mbp2NoL-VZ5hZIIblNBXt.md
new file mode 100644
index 000000000..83443b90f
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/openai-assistant-api@mbp2NoL-VZ5hZIIblNBXt.md
@@ -0,0 +1 @@
+# OpenAI Assistant API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/openai-functions--tools@Sm0Ne5Nx72hcZCdAcC0C2.md b/src/data/roadmaps/ai-engineer/content/openai-functions--tools@Sm0Ne5Nx72hcZCdAcC0C2.md
new file mode 100644
index 000000000..3142ce812
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/openai-functions--tools@Sm0Ne5Nx72hcZCdAcC0C2.md
@@ -0,0 +1 @@
+# OpenAI Functions / Tools
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/openai-models@5ShWZl1QUqPwO-NRGN85V.md b/src/data/roadmaps/ai-engineer/content/openai-models@5ShWZl1QUqPwO-NRGN85V.md
new file mode 100644
index 000000000..79b280a7c
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/openai-models@5ShWZl1QUqPwO-NRGN85V.md
@@ -0,0 +1 @@
+# OpenAI Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/openai-moderation-api@ljZLa3yjQpegiZWwtnn_q.md b/src/data/roadmaps/ai-engineer/content/openai-moderation-api@ljZLa3yjQpegiZWwtnn_q.md
new file mode 100644
index 000000000..026531426
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/openai-moderation-api@ljZLa3yjQpegiZWwtnn_q.md
@@ -0,0 +1 @@
+# OpenAI Moderation API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/openai-vision-api@CRrqa-dBw1LlOwVbrZhjK.md b/src/data/roadmaps/ai-engineer/content/openai-vision-api@CRrqa-dBw1LlOwVbrZhjK.md
new file mode 100644
index 000000000..52af8bddf
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/openai-vision-api@CRrqa-dBw1LlOwVbrZhjK.md
@@ -0,0 +1 @@
+# OpenAI Vision API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/opensource-ai@a_3SabylVqzzOyw3tZN5f.md b/src/data/roadmaps/ai-engineer/content/opensource-ai@a_3SabylVqzzOyw3tZN5f.md
new file mode 100644
index 000000000..5d3f0e410
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/opensource-ai@a_3SabylVqzzOyw3tZN5f.md
@@ -0,0 +1 @@
+# OpenSource AI
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md b/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md
new file mode 100644
index 000000000..c64a8e635
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/performing-similarity-search@ZcbRPtgaptqKqWBgRrEBU.md
@@ -0,0 +1 @@
+# Performing Similarity Search
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/pinecone@_Cf7S1DCvX7p1_3-tP3C3.md b/src/data/roadmaps/ai-engineer/content/pinecone@_Cf7S1DCvX7p1_3-tP3C3.md
new file mode 100644
index 000000000..a77051daf
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/pinecone@_Cf7S1DCvX7p1_3-tP3C3.md
@@ -0,0 +1 @@
+# Pinecone
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md b/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md
new file mode 100644
index 000000000..6c4dea5c3
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/popular-open-source-models@97eu-XxYUH9pYbD_KjAtA.md
@@ -0,0 +1 @@
+# Popular Open Source Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/pre-trained-models@d7fzv_ft12EopsQdmEsel.md b/src/data/roadmaps/ai-engineer/content/pre-trained-models@d7fzv_ft12EopsQdmEsel.md
new file mode 100644
index 000000000..242f9fabd
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/pre-trained-models@d7fzv_ft12EopsQdmEsel.md
@@ -0,0 +1 @@
+# Pre-trained Models
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md b/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md
new file mode 100644
index 000000000..33164396a
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/pricing-considerations@4GArjDYipit4SLqKZAWDf.md
@@ -0,0 +1 @@
+# Pricing Considerations
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/pricing-considerations@DZPM9zjCbYYWBPLmQImxQ.md b/src/data/roadmaps/ai-engineer/content/pricing-considerations@DZPM9zjCbYYWBPLmQImxQ.md
new file mode 100644
index 000000000..33164396a
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/pricing-considerations@DZPM9zjCbYYWBPLmQImxQ.md
@@ -0,0 +1 @@
+# Pricing Considerations
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md b/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md
new file mode 100644
index 000000000..2d10f0367
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/prompt-engineering@Dc15ayFlzqMF24RqIF_-X.md
@@ -0,0 +1 @@
+# Prompt Engineering
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md b/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md
new file mode 100644
index 000000000..c0e5ecebc
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/prompt-injection-attacks@cUyLT6ctYQ1pgmodCKREq.md
@@ -0,0 +1 @@
+# Prompt Injection Attacks
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/purpose-and-functionality@WcjX6p-V-Rdd77EL8Ega9.md b/src/data/roadmaps/ai-engineer/content/purpose-and-functionality@WcjX6p-V-Rdd77EL8Ega9.md
new file mode 100644
index 000000000..ec6e59492
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/purpose-and-functionality@WcjX6p-V-Rdd77EL8Ega9.md
@@ -0,0 +1 @@
+# Purpose and Functionality
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/qdrant@DwOAL5mOBgBiw-EQpAzQl.md b/src/data/roadmaps/ai-engineer/content/qdrant@DwOAL5mOBgBiw-EQpAzQl.md
new file mode 100644
index 000000000..5e397f599
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/qdrant@DwOAL5mOBgBiw-EQpAzQl.md
@@ -0,0 +1 @@
+# Qdrant
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/rag--implementation@lVhWhZGR558O-ljHobxIi.md b/src/data/roadmaps/ai-engineer/content/rag--implementation@lVhWhZGR558O-ljHobxIi.md
new file mode 100644
index 000000000..62ee0fa92
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/rag--implementation@lVhWhZGR558O-ljHobxIi.md
@@ -0,0 +1 @@
+# RAG & Implementation
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/rag-usecases@GCn4LGNEtPI0NWYAZCRE-.md b/src/data/roadmaps/ai-engineer/content/rag-usecases@GCn4LGNEtPI0NWYAZCRE-.md
new file mode 100644
index 000000000..8f477a6c6
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/rag-usecases@GCn4LGNEtPI0NWYAZCRE-.md
@@ -0,0 +1 @@
+# RAG Usecases
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/rag-vs-fine-tuning@qlBEXrbV88e_wAGRwO9hW.md b/src/data/roadmaps/ai-engineer/content/rag-vs-fine-tuning@qlBEXrbV88e_wAGRwO9hW.md
new file mode 100644
index 000000000..2dbfe37df
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/rag-vs-fine-tuning@qlBEXrbV88e_wAGRwO9hW.md
@@ -0,0 +1 @@
+# RAG vs Fine-tuning
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md b/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md
new file mode 100644
index 000000000..ee0679087
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/rag@9JwWIK0Z2MK8-6EQQJsCO.md
@@ -0,0 +1 @@
+# RAG
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/react-prompting@voDKcKvXtyLzeZdx2g3Qn.md b/src/data/roadmaps/ai-engineer/content/react-prompting@voDKcKvXtyLzeZdx2g3Qn.md
new file mode 100644
index 000000000..12743c9f0
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/react-prompting@voDKcKvXtyLzeZdx2g3Qn.md
@@ -0,0 +1 @@
+# ReAct Prompting
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md b/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md
new file mode 100644
index 000000000..bf0864ab8
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/recommendation-systems@HQe9GKy3p0kTUPxojIfSF.md
@@ -0,0 +1 @@
+# Recommendation Systems
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md b/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md
new file mode 100644
index 000000000..c844d7a80
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/replicate@c0RPhpD00VIUgF4HJgN2T.md
@@ -0,0 +1 @@
+# Replicate
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/retrieval-process@OCGCzHQM2LQyUWmiqe6E0.md b/src/data/roadmaps/ai-engineer/content/retrieval-process@OCGCzHQM2LQyUWmiqe6E0.md
new file mode 100644
index 000000000..2ebcc0b46
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/retrieval-process@OCGCzHQM2LQyUWmiqe6E0.md
@@ -0,0 +1 @@
+# Retrieval Process
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md b/src/data/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md
new file mode 100644
index 000000000..92981e3dc
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/robust-prompt-engineering@qmx6OHqx4_0JXVIv8dASp.md
@@ -0,0 +1 @@
+# Robust prompt engineering
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/roles-and-responsiblities@K9EiuFgPBFgeRxY4wxAmb.md b/src/data/roadmaps/ai-engineer/content/roles-and-responsiblities@K9EiuFgPBFgeRxY4wxAmb.md
new file mode 100644
index 000000000..37d5454aa
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/roles-and-responsiblities@K9EiuFgPBFgeRxY4wxAmb.md
@@ -0,0 +1 @@
+# Roles and Responsiblities
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/security-and-privacy-concerns@sWBT-j2cRuFqRFYtV_5TK.md b/src/data/roadmaps/ai-engineer/content/security-and-privacy-concerns@sWBT-j2cRuFqRFYtV_5TK.md
new file mode 100644
index 000000000..5813cbe8e
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/security-and-privacy-concerns@sWBT-j2cRuFqRFYtV_5TK.md
@@ -0,0 +1 @@
+# Security and Privacy Concerns
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/semantic-search@eMfcyBxnMY_l_5-8eg6sD.md b/src/data/roadmaps/ai-engineer/content/semantic-search@eMfcyBxnMY_l_5-8eg6sD.md
new file mode 100644
index 000000000..3287456fc
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/semantic-search@eMfcyBxnMY_l_5-8eg6sD.md
@@ -0,0 +1 @@
+# Semantic Search
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/sentence-transformers@ZV_V6sqOnRodgaw4mzokC.md b/src/data/roadmaps/ai-engineer/content/sentence-transformers@ZV_V6sqOnRodgaw4mzokC.md
new file mode 100644
index 000000000..6a2fffcd5
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/sentence-transformers@ZV_V6sqOnRodgaw4mzokC.md
@@ -0,0 +1 @@
+# Sentence Transformers
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/speech-to-text@jQX10XKd_QM5wdQweEkVJ.md b/src/data/roadmaps/ai-engineer/content/speech-to-text@jQX10XKd_QM5wdQweEkVJ.md
new file mode 100644
index 000000000..120d41a29
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/speech-to-text@jQX10XKd_QM5wdQweEkVJ.md
@@ -0,0 +1 @@
+# Speech-to-Text
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/supabase@9kT7EEQsbeD2WDdN9ADx7.md b/src/data/roadmaps/ai-engineer/content/supabase@9kT7EEQsbeD2WDdN9ADx7.md
new file mode 100644
index 000000000..397a1f6e6
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/supabase@9kT7EEQsbeD2WDdN9ADx7.md
@@ -0,0 +1 @@
+# Supabase
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/text-to-speech@GCERpLz5BcRtWPpv-asUz.md b/src/data/roadmaps/ai-engineer/content/text-to-speech@GCERpLz5BcRtWPpv-asUz.md
new file mode 100644
index 000000000..0ad3b7829
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/text-to-speech@GCERpLz5BcRtWPpv-asUz.md
@@ -0,0 +1 @@
+# Text-to-Speech
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/token-counting@FjV3oD7G2Ocq5HhUC17iH.md b/src/data/roadmaps/ai-engineer/content/token-counting@FjV3oD7G2Ocq5HhUC17iH.md
new file mode 100644
index 000000000..d952f6a86
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/token-counting@FjV3oD7G2Ocq5HhUC17iH.md
@@ -0,0 +1 @@
+# Token Counting
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/training@xostGgoaYkqMO28iN2gx8.md b/src/data/roadmaps/ai-engineer/content/training@xostGgoaYkqMO28iN2gx8.md
new file mode 100644
index 000000000..efdd836a8
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/training@xostGgoaYkqMO28iN2gx8.md
@@ -0,0 +1 @@
+# Training
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/transformersjs@bGLrbpxKgENe2xS1eQtdh.md b/src/data/roadmaps/ai-engineer/content/transformersjs@bGLrbpxKgENe2xS1eQtdh.md
new file mode 100644
index 000000000..00dff253d
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/transformersjs@bGLrbpxKgENe2xS1eQtdh.md
@@ -0,0 +1 @@
+# Transformers.js
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/using-sdks-directly@WZVW8FQu6LyspSKm1C_sl.md b/src/data/roadmaps/ai-engineer/content/using-sdks-directly@WZVW8FQu6LyspSKm1C_sl.md
new file mode 100644
index 000000000..d06fd2373
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/using-sdks-directly@WZVW8FQu6LyspSKm1C_sl.md
@@ -0,0 +1 @@
+# Using SDKs Directly
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md b/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md
new file mode 100644
index 000000000..728128040
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/vector-database@zZA1FBhf1y4kCoUZ-hM4H.md
@@ -0,0 +1 @@
+# Vector Database
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/vector-databases@LnQ2AatMWpExUHcZhDIPd.md b/src/data/roadmaps/ai-engineer/content/vector-databases@LnQ2AatMWpExUHcZhDIPd.md
new file mode 100644
index 000000000..bdff06f25
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/vector-databases@LnQ2AatMWpExUHcZhDIPd.md
@@ -0,0 +1 @@
+# Vector Databases
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/vector-databases@tt9u3oFlsjEMfPyojuqpc.md b/src/data/roadmaps/ai-engineer/content/vector-databases@tt9u3oFlsjEMfPyojuqpc.md
new file mode 100644
index 000000000..bdff06f25
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/vector-databases@tt9u3oFlsjEMfPyojuqpc.md
@@ -0,0 +1 @@
+# Vector Databases
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/video-understanding@TxaZCtTCTUfwCxAJ2pmND.md b/src/data/roadmaps/ai-engineer/content/video-understanding@TxaZCtTCTUfwCxAJ2pmND.md
new file mode 100644
index 000000000..361eb407e
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/video-understanding@TxaZCtTCTUfwCxAJ2pmND.md
@@ -0,0 +1 @@
+# Video Understanding
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/weaviate@VgUnrZGKVjAAO4n_llq5-.md b/src/data/roadmaps/ai-engineer/content/weaviate@VgUnrZGKVjAAO4n_llq5-.md
new file mode 100644
index 000000000..3db829111
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/weaviate@VgUnrZGKVjAAO4n_llq5-.md
@@ -0,0 +1 @@
+# Weaviate
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/what-are-embeddings@--ig0Ume_BnXb9K2U7HJN.md b/src/data/roadmaps/ai-engineer/content/what-are-embeddings@--ig0Ume_BnXb9K2U7HJN.md
new file mode 100644
index 000000000..6177810d7
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/what-are-embeddings@--ig0Ume_BnXb9K2U7HJN.md
@@ -0,0 +1 @@
+# What are Embeddings
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md b/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md
new file mode 100644
index 000000000..91b97e747
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/what-is-an-ai-engineer@GN6SnI7RXIeW8JeD-qORW.md
@@ -0,0 +1 @@
+# What is an AI Engineer?
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/whisper-api@OTBd6cPUayKaAM-fLWdSt.md b/src/data/roadmaps/ai-engineer/content/whisper-api@OTBd6cPUayKaAM-fLWdSt.md
new file mode 100644
index 000000000..66e00298a
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/whisper-api@OTBd6cPUayKaAM-fLWdSt.md
@@ -0,0 +1 @@
+# Whisper API
\ No newline at end of file
diff --git a/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md b/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md
new file mode 100644
index 000000000..b38329468
--- /dev/null
+++ b/src/data/roadmaps/ai-engineer/content/writing-prompts@9-5DYeOnKJq9XvEMWP45A.md
@@ -0,0 +1 @@
+# Writing Prompts
\ No newline at end of file