#fine-tuning

Alpha · Tier 1 — Agentic post-training orchestrator on phantom-mesh. Self-hosted, cross-device, agentic fine-tuning framework (LoRA/Unsloth).

GenAI Career Roadmap 2026 🚀 | AI Job Paths & Skills Guide

Fine-tuning an open 7B LLM into a GST question-answering assistant, with a reproducible eval harness measuring the gain over the base model.

Agent Memory Kit System: Capture every correction and interaction to build your own SLM from day one

Production-grade LLM fine-tuning with LoRA/QLoRA — dataset synthesis, rigorous eval, cost analysis

Local CLI to turn failed AI agent traces (wrong tool, bad args, over-refusals) from LangSmith/Langfuse into clean SFT/DPO fine-tuning data

Kendi fine-tune ettiğim Türkçe LLM — Qwen2.5-3B + QLoRA (Unsloth), Kaggle T4'te eğitildi, Ollama ile yerelde çalışıyor

Self-hosted local-AI stack over Ollama: private chat, a structured-output API, and a QLoRA fine-tune → serve → chat loop. No cloud, no secrets.

Fine-tuned 3B model + RAG beats Claude Opus 4.8 raw at entity resolution (99% vs 78.5%) on unseen companies — Covent LLM Challenge submission.

Your local and open source business AI toolkit for finetuning, analysis and...synthetic data, LoRA fine-tuning workflow, HDC retrieval, offline RAG

LoRA fine-tuning of Qwen2.5 (4-bit) with Apple MLX for freight-text→JSON extraction — honest before/after eval (71%→100% on held-out synthetic set), every number a committed receipt.