When Automation Forgets the Sir: Why AI Messages Go Wrong in India
Automated emails in India can offend the people you respect most. Sir, Bhaiya, Didi or Ji carry the relationship, and a template cannot guess them.
AI
The Stepladder Framework: Two Teams, One Contract, and a Ladder to Your Own AI Models
Stepladder is a pattern for adopting AI: two teams, one contract, and a migration ladder from managed services to your own models, without touching the apps.
Open Source AI FAQ: Definitions, Licenses, Models and Tools
Updated:
Plain answers to the questions people ask about open source AI: what counts as open, which licenses allow commercial use, and which tools are open.
Why Choose Open Source AI, and When Not To
Updated:
The honest case for open models: data control, cost shape, no lock-in, auditability, sovereignty, the real trade-offs, and when proprietary wins.
Filed Under:
AI · Open Source AI · Generative AI · On-Premise AI · open source AI · open-weight models · Private AI
Open Source AI Coding Assistants: OpenCode, Aider, Cline, Continue, Roo Code, Tabby, OpenHands and Goose
Updated:
The open source coding assistants that work with local models, how they compare with Claude Code, Copilot and Codex, and how I run OpenCode with Ollama.
The Open Source AI Toolbox: Runtimes, UIs, RAG, Fine-Tuning, Evaluation and Observability
Updated:
The open source tools I use and recommend for running, serving, building on, fine-tuning and evaluating open models, with each tool's license stated.
Filed Under:
AI · Open Source AI · fine-tuning · Hugging Face · llama.cpp · LLM · Ollama · open source AI · RAG · vLLM
The Open Model Landscape: Llama, Qwen, DeepSeek, Gemma, Mistral, gpt-oss and How to Choose
Updated:
A reviewed map of open-weight model families by maker, task and size, with licenses, quantization explained, and a way to pick one for your hardware.
Filed Under:
AI · Open Source AI · Hugging Face · LLM · open source AI · open-weight models · quantization
Open Model Licenses Compared: Apache-2.0, MIT, Llama, Gemma, RAIL and the EU AI Act
Updated:
What Apache-2.0, MIT, the Llama Community License, Gemma Terms, RAIL and Mistral's licenses actually require, plus a checklist to run before you ship.
Filed Under:
AI · Open Source AI · AI regulation · model licensing · open source AI · open-weight models
What Is Open Source AI? Open Weights vs Open Source vs Open Data
Updated:
Open weights are not open source. The OSI's Open Source AI Definition, the spectrum from OLMo to Llama to closed, and why the difference matters.
Filed Under:
AI · Open Source AI · Generative AI · model licensing · open source AI · open-weight models
Free Software vs Open Source: The History and Philosophy Behind the Licenses
Updated:
From GNU in 1983 to the OSI in 1998: how free software and open source split, what copyleft means, and why that history decides how we judge open AI.
Filed Under:
AI · Open Source AI · free software · model licensing · open source AI · Open Source India
Open Source AI Hub
Updated:
Open source AI consulting and guides by Zareef Ahmed: what open source AI means, how model licenses work, and which open models and tools to choose.
Who cannot use AI, and Why?
AI is quietly reversing what made IT a ladder for people without money. The real question is no longer who will use AI, but who cannot, and why: a matter of cost and of regulation, not technology.
Filed Under:
AI · AI accessibility · AI ethics · AI regulation · digital divide · On-Premise AI · open source AI
Inside the Forward Deployed Engineer Role: What They Do, Expect, and Must Know
The forward deployed engineer is suddenly tech's hottest role. What FDEs actually do, what is expected of them, and the technical, product and human skills the job demands, from a practitioner who does forward-deployed AI work.
Laravel Security in Times of AI Code Generation
AI assistants write fluent Laravel code that hides the security mistakes the framework prevents. How AI code generation changes the risk picture, a review workflow for what the assistant hands you, and how it connects to the book You Are the Quality Control.
Laravel Security Review
A practical hub for reviewing and hardening Laravel applications: authentication and authorization, the database layer, validation, file uploads, dependencies and logging, with the guides I use on real reviews.
Filed Under:
AI
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