Category
Open Source AI
Local LLMs, open models, free AI infrastructure
// 12 articles filed
// FIG. CAT-OPEN
PristrenPristrenLocal LLMs, open models, free AI infrastructure
// 12 articles filed
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How to build a retrieval-augmented generation system using Ollama, ChromaDB, and Sentence Transformers. When open source RAG beats paid options.
Mahmudul Haque Qudrati
CEO & ML Engineer
sentence-transformers, BGE-M3, and Nomic Embed are your main options. Here is how they compare to OpenAI's embeddings and when open source is good enough.
Mahmudul Haque Qudrati
CEO & ML Engineer
QLoRA makes fine-tuning 70B models accessible on a single consumer GPU. Here is the complete setup guide for fine-tuning Llama 3 with Unsloth.
Mahmudul Haque Qudrati
CEO & ML Engineer
SD 1.5, SDXL, SD 3, and Flux are your main model choices. Here is how to run locally, use via API, and integrate image generation in your product.
Mahmudul Haque Qudrati
CEO & ML Engineer
Llama 3.3 70B scores ~87% on MMLU versus GPT-4o at ~88.7%. The gap is closing. Here is where open source wins, where it still loses, and what the benchmarks actually measure.
Mahmudul Haque Qudrati
CEO & ML Engineer
We contrast the core execution loops, state tracking, and integration ecosystems of three major open-source agent libraries.
Mahmudul Haque Qudrati
CEO & ML Engineer
Step-by-step server configurations for running localized inference endpoints, setting up API gateways, and managing token throughput.
Mahmudul Haque Qudrati
CEO & ML Engineer
Compare core benchmarks, parameters, licensing, and computational requirements for the two premier open-weights base LLMs.
Mahmudul Haque Qudrati
CEO & ML Engineer
How parameter-efficient fine-tuning allows custom training of 70B models on modest consumer hardware setups without degrading quality.
Mahmudul Haque Qudrati
CEO & ML Engineer
Benchmark top-performing huggingface models for sentence similarity, text retrieval, and multi-lingual compatibility.
Mahmudul Haque Qudrati
CEO & ML Engineer
Gemma 3 27B scores 67.5% on MMLU while adding native image understanding and 128k context - outperforming Llama 3.3 70B on MMLU at less than half the parameter count.
Mahmudul Haque Qudrati
CEO & ML Engineer
TII UAE's Falcon 7B reached number one on the HuggingFace Open LLM Leaderboard using RefinedWeb - a 5T-token dataset built from carefully filtered Common Crawl.
Mahmudul Haque Qudrati
CEO & ML Engineer
Deep dives into ML algorithms, models, and applications
AI trends, techniques, and real-world implementations
How LLMs work, honest comparisons, and production usage
Every technique that works — with real examples
Claude Code, Cursor, Copilot, open-source tools reviewed honestly
Fewer tokens, cheaper APIs, local alternatives with real numbers
Benchmarks explained, evaluation frameworks, model testing
LLM SEO, AI SEO, Google AI Overviews, developer marketing
iOS, Android, and cross-platform mobile app development
Modern web technologies, frameworks, and best practices
Data analysis, visualization, and engineering insights
Autonomous agents, LLM applications, and intelligent systems