Daniel Romitelli

Senior SWE @ Marutai Inc. | AI infrastructure builder | Navy veteran | Builder of Scenematic, Thermodynamic RAG & production multi-agent systems. I write about what I actually ship.

East Aurora, NY Joined on Dec 13, 2024 https://craftedbydaniel.com

Education

Self-taught engineer | U.S. Navy Aviation Warfare Systems Operator

Work

Senior Software Engineer at Marutai Inc. | CEO at Cloudelipute LLC

Daniel Romitelli

Mar 12

Tracing an Extraction Pipeline Like a Ledger: Trace Nodes, DLQ Boundaries, and Replayable Failures

#observability #tracing #python #reliability

10 min read

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Daniel Romitelli

Mar 11

Per‑Region PBR From One Photo: The Cropping Trick That Stops RGB‑X From Bleeding Materials Across Boundaries

#pbr #diffusion #segmentation #threejs

8 min read

Daniel Romitelli

Mar 11

My Three‑Phase Parallel Orchestrator: Typed Results, Exception‑Proof Phases, and a Rollout That Never Flaps

#python #orchestration #voice #latency

9 min read

Daniel Romitelli

Mar 11

The Closed‑Loop Consistency Trick: Keeping Scene 12 Faithful to Scene 1 Without Global Memory

#mlsystems #video #controlsystems #typescript

9 min read

Daniel Romitelli

Mar 10

Search That Refuses to Think: The Pattern‑First Query Parser I Use for Fast Intent + Entity Extraction

#search #nlp #voiceassistants #engineering

12 min read

Daniel Romitelli

Mar 10

Multi‑Vector Embeddings in Production: Typed Vectors, Cache Keys, and a Generator That Refuses Poison Records

#python #embeddings #caching #search

9 min read

Daniel Romitelli

Mar 10

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

#mlsystems #ranking #normalization #typescript

8 min read

Daniel Romitelli

Mar 10

My Voice Router That Refuses to Think: Pattern‑First Multi‑Agent Orchestration for Sub‑Second Latency

#voice #multiagent #routing #latency

12 min read

Daniel Romitelli

Mar 10

Turning CRM Audit Noise into a Transition Graph: Normalizing Events, Sessionizing Creation Bursts, and Extracting Time‑Weight...

#dataengineering #processmining #crm #observability

7 min read

Daniel Romitelli

Mar 10

My RAG Stack for Code Retrieval: pgvector HNSW + Metadata Filters + Reranking (and the Parts I Refuse to Guess About)

#rag #pgvector #embeddings #retrieval

5 min read

Daniel Romitelli

Mar 10

Phase 2 Calibration: Per‑Category OOD Thresholds + Group‑Relative Reward Normalization in My Scene Compiler

#mlsystems #calibration #ooddetection #typescript

10 min read

Daniel Romitelli

Mar 10

Notification Adjudication in My Ops Intelligence Agent: Canonical Events, Cheap Arbitration, and a Sender That Refuses to Spam

#mlsystems #observability #python #anomalydetection

9 min read

Daniel Romitelli

Mar 10

Adaptive Keyframe Sampling: How I Spend a Frame Budget Like It’s Cash

#videounderstanding #computervision #multimodal #costengineering

11 min read

Daniel Romitelli

Mar 10

Cache-First Geocoding with Azure Maps: Key Topology, TTL Heuristics, and Quota Smoothing

#python #fastapi #azuremaps #caching

12 min read

Daniel Romitelli

Mar 10

Multi‑Agent Firecrawl Research: My Fallback Chain That Refuses to Pretend It Knows the Company

#python #webresearch #firecrawl #bingsearch

7 min read

Daniel Romitelli

Mar 10

Defensive Multi‑Agent Scoring: How I Made LLM Reviews Clamp, Stream, and Fail Loudly

#llms #typescript #multiagentsystems #reliabilityengineering

6 min read

Daniel Romitelli

Mar 10

Diversification After Scoring: The Step That Stops My Scene Compiler From Picking Five Paraphrases

#ranking #diversity #reranking #selection

6 min read

Daniel Romitelli

Mar 10

I got SAM3 video tracking wrong: the session wasn’t the problem—my reprojection was

#computervision #video #inference #tracking

7 min read

Daniel Romitelli

Mar 10

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

#mlsystems #ranking #normalization #typescript

8 min read

Daniel Romitelli

Mar 10

Multi‑Vector Embeddings in Production: Typed Vectors, Cache Keys, and a Generator That Refuses Poison Records

#python #embeddings #caching #search

9 min read

DEV Community

Daniel Romitelli

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Available for

Tracing an Extraction Pipeline Like a Ledger: Trace Nodes, DLQ Boundaries, and Replayable Failures

Want to connect with Daniel Romitelli?

Per‑Region PBR From One Photo: The Cropping Trick That Stops RGB‑X From Bleeding Materials Across Boundaries

My Three‑Phase Parallel Orchestrator: Typed Results, Exception‑Proof Phases, and a Rollout That Never Flaps

The Closed‑Loop Consistency Trick: Keeping Scene 12 Faithful to Scene 1 Without Global Memory

Search That Refuses to Think: The Pattern‑First Query Parser I Use for Fast Intent + Entity Extraction

Multi‑Vector Embeddings in Production: Typed Vectors, Cache Keys, and a Generator That Refuses Poison Records

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

My Voice Router That Refuses to Think: Pattern‑First Multi‑Agent Orchestration for Sub‑Second Latency

Turning CRM Audit Noise into a Transition Graph: Normalizing Events, Sessionizing Creation Bursts, and Extracting Time‑Weight...

My RAG Stack for Code Retrieval: pgvector HNSW + Metadata Filters + Reranking (and the Parts I Refuse to Guess About)

Phase 2 Calibration: Per‑Category OOD Thresholds + Group‑Relative Reward Normalization in My Scene Compiler

Notification Adjudication in My Ops Intelligence Agent: Canonical Events, Cheap Arbitration, and a Sender That Refuses to Spam

Adaptive Keyframe Sampling: How I Spend a Frame Budget Like It’s Cash

Cache-First Geocoding with Azure Maps: Key Topology, TTL Heuristics, and Quota Smoothing

Multi‑Agent Firecrawl Research: My Fallback Chain That Refuses to Pretend It Knows the Company

Defensive Multi‑Agent Scoring: How I Made LLM Reviews Clamp, Stream, and Fail Loudly

Diversification After Scoring: The Step That Stops My Scene Compiler From Picking Five Paraphrases

I got SAM3 video tracking wrong: the session wasn’t the problem—my reprojection was

MR‑GRPO in Practice: The Reward Mixer That Stops CLIP From Lying to Your Scene Compiler

Multi‑Vector Embeddings in Production: Typed Vectors, Cache Keys, and a Generator That Refuses Poison Records