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Insights on AI, Machine Learning, Web Development, and emerging technologies from industry experts.
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313–324 of 523
The PEFT library with LoRA and QLoRA enables fine-tuning 7B parameter LLMs on a single consumer GPU by updating only a small fraction of parameters, reducing VRAM from 14GB to under 5GB.
Mahmudul Haque Qudrati
CEO & ML Engineer
Microsoft's DeepSpeed enables training of 100B+ parameter models across distributed GPU clusters through ZeRO optimization stages, CPU offloading, and RLHF support.
Mahmudul Haque Qudrati
CEO & ML Engineer
Zod v4 rewrites the parser engine for 100x faster validation on large schemas, adds z.file() and z.templateLiteral(), and cuts the core bundle by 57%.
Mahmudul Haque Qudrati
CEO & ML Engineer
Standard benchmarks like HumanEval do not reflect real coding. Explore AST verification, compile checks, and unit test runners for agent evals.
Mahmudul Haque Qudrati
CEO & ML Engineer
Use secondary LLMs to systematically probe your production application for vulnerabilities, offensive outputs, and jailbreak weaknesses.
Mahmudul Haque Qudrati
CEO & ML Engineer
Chain of thought prompting improves accuracy on multi-step reasoning by 10-40%. Eight specific CoT patterns with real before-and-after prompt examples.
Mahmudul Haque Qudrati
CEO & ML Engineer
Gloria Mark's 23-minute refocus research applied to our real team. The formula for calculating what tool switching actually costs, with our own numbers.
Mahmudul Haque Qudrati
CEO & ML Engineer
Together AI provides serverless inference for 200+ open-source models including Llama 3.1 405B at $3.50/1M tokens, with fine-tuning, batch jobs, and an OpenAI-compatible SDK.
Mahmudul Haque Qudrati
CEO & ML Engineer
Three techniques for making large language models smaller and faster - quantization, pruning, and knowledge distillation - each with different tradeoffs in quality, speed, and implementation complexity.
Mahmudul Haque Qudrati
CEO & ML Engineer
Meta's MusicGen generates 30-second music clips from text descriptions or melody conditioning using an EnCodec audio tokenizer and autoregressive transformer - fully open and self-hostable.
Mahmudul Haque Qudrati
CEO & ML Engineer
Models updated silently behind APIs can drift in behavior. Learn how to trace embedding vectors to catch changes in answers.
Mahmudul Haque Qudrati
CEO & ML Engineer
Real benchmark scores, exact pricing, and honest assessments of what GPT-4o, Claude 3.5 Sonnet, Gemini 1.5 Pro, and Deepseek V3 are genuinely best at in 2026.
Mahmudul Haque Qudrati
CEO & ML Engineer