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Stefano Fiorucci

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Let LLMs Wander: Engineering RL EnvironmentsBerlin Buzzwords 20262026-06-07
Builds a Tic-Tac-Toe RL environment with the open-source Verifiers library, using deterministic Python verifiers, XML parsing for moves, and rewards of 1/0.5/0…
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Let LLMs Wander: Engineering RL EnvironmentsAI Engineer Europe 20262026-04-08
Claims that verifiable RL beats SFT get concrete here: the open library Verifiers builds Python environments wired to OpenAI‑compatible endpoints and tool…
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Post-Training Small Language Models: the adventures of a practitionerPyCon Italia 20252025-05-28
Practical account of post‑training: uses TRL and DPO/GRPO workflows, applies LoRA and QLoRA for 4‑bit fine‑tuning, and runs spectrum selection or model‑merging…
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Large Language Models for Devs: from zero to your first LLM applicationPyCon Italia 20242024-05-22
Shows a concrete developer path: assemble AAC pipelines that index documents, run BM25 and embedding retrievers (sentence-transformers) and inject top docs…
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Fact Checking Rocks: how to build a fact-checking systemBerlin Buzzwords 20232023-06-18
A baseline fact‑checking web app checks user statements about rock music against a Wikipedia corpus using Haystack + FAISS for vector storage…
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Fact Checking Rocks! - How to build a fact checking system for rock musicPyCon Italia 20232023-05-25
A working baseline fact‑checker for rock music that indexes Wikipedia passages, encodes them with sentence‑transformers, performs semantic retrieval via FAISS…
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