DEV Community: Ivan Borshchov

We made a free Ask AI widget for open-source GitHub projects

Ivan Borshchov — Fri, 20 Mar 2026 09:45:40 +0000

If you maintain an open-source project on GitHub, you can now add a free Ask AI widget that learns from your repository source code and documentation.

It can answer questions from your README, Markdown docs, and project codebase, and you can either:

embed it on your website with a JavaScript snippet
or share a public chat link with your users (e.g. Readme Badge)

👉 Setup it for your project here: tluma.ai

Why it can be useful:

gives users instant answers from your docs
reduces repetitive support questions
helps new contributors onboard faster
makes hidden features easier to discover
provides 24/7 self-serve support

Terms:

is free since many open-source maintainers may not be able to afford paid tools
easy setup, signup is optional
no limits on messages
no limits on number of projects
small attribution watermark in chat

Demo on our AdminForth framework Screenshot

Playground to test Open-Source LLMs in action (GPT-OSS, Qwen3.5, DeepSeek) with Tools and RAG [Free and No signup]

Ivan Borshchov — Thu, 05 Mar 2026 20:10:19 +0000

Link: devforth.io/lab/chat

No signup needed. Every model available there can be executed on own hardware with vLLM or similar tool.

This is our playground chat UI where you can test popular open source model for quality, response delay and decoding speed, RAG summarization capabilities and tool calls.

Primarily created for our clients to make decisions and testing open source models on own tasks, but sharing with community as well.

You can also set different levels of reasoning_effort.

Please leave comments if you wish us to add more models or features.

LLM Terminology Explained Clearly: Weights, Inference, Sequence, Context Window, Reasoning and more

Ivan Borshchov — Fri, 27 Feb 2026 10:03:21 +0000

I just published a simple, practical guide to modern LLM terminology in 2026 — perfect if you’ve been confused by terms like weights, inference, context window, quantization and self-hosting.

👉 https://devforth.io/insights/llm-terminology-guide-weights-inference-effective-sequence-length-and-self-hosting-explained/

In the post I explain each concept in straightforward language with examples, so you can better evaluate APIs or even self-host a model yourself.

Hope you ❤️ it!

Self-Hosted GPT-OSS-20B: Real Response Time, Token/s Throughput & Cost on L4, L40S and H100

Ivan Borshchov — Sun, 22 Feb 2026 12:53:00 +0000

Self-hosted GPT on L4, L40S, H100 benchmark

AdminForth got Oauth2.0 plugin, supports login with Google, Github, Facebook, Microsoft, Keycloak

Ivan Borshchov — Tue, 25 Mar 2025 23:28:16 +0000

Plugin docs: https://adminforth.dev/docs/tutorial/Plugins/oauth/

Also you can create any custom adapter easily

IaaC Simplified: Automating EC2 Deployments with GitHub Actions, Terraform, Docker & Distribution Registry

Ivan Borshchov — Fri, 28 Feb 2025 13:59:10 +0000

Hey folks! If u need cheapest devops setup where GitHub actions deploys docker containers to EC2.
🐳 Docker build is done on GitHub actions so server is not loaded with heavy actions.
🙅‍♂️ No other paid services involved (like ECR, Dockerhub, GHCR), registry is auto-hosted on EC2.
🚀 Everything automated with Terraform, you don't need to go and click on anything in AWS apart credentials, everything in code.

https://adminforth.dev/blog/compose-ec2-deployment-github-actions-registry/

We released AdminForth Components Library

Ivan Borshchov — Wed, 08 Jan 2025 00:11:25 +0000

Hey! You can now build your AdminForth custom pages with using pre-made components library
It already has typical UI elements and charts for Dashboards.

You can check dashboard example here: AdminForth Custom Pages

To get started and Create new AdminForth project follow Getting Started with AdminForth

You can support project with a Star on Github

Learn how to build AI assisted blog from scratch

Ivan Borshchov — Fri, 11 Oct 2024 19:59:11 +0000

In guide you will learn:

how to create seo friendly opensource Nuxt instance
how to set-up admin panel using opensource node admin framework AdminForth
how to add openai plugins to adminforth
how to bundle 2 intances (nuxt + node admin) in single docker container
how to automatically spawn one EC2 instance and put docker container there
how to add ssl for free using cloudflare

Guide: https://adminforth.dev/blog/ai-blog/

Plugin for image generation for open-source AdminForth

Ivan Borshchov — Sun, 06 Oct 2024 13:11:01 +0000

https://adminforth.dev/assets/images/demoImgGen-1-a819d48d26a84d9a3fd3e288cff7faed.gif

Both plugin and adminforth are open-source forever.

Please star us on GitHub to support us: https://github.com/devforth/adminforth

AdminForth got new plugins: RichEditor, Import-Export, AuditLog, 2FA

Ivan Borshchov — Fri, 27 Sep 2024 10:42:54 +0000

RichEditor- Quillbased editor which also supports OpenAI completions for faster writing

Import-Export - export and import data to/from CSV

AuditLog - keep log of all actions in admin panel, who changed what and when

2FA - TOTP 6-digit code authentication for admin users

Look aligned with Tailwind UI as a whole framework:

I will implement 1 most upvoted new feature from comments in opensource admin framework. Suggest anything

Ivan Borshchov — Wed, 21 Aug 2024 06:12:15 +0000

Framework: https://adminforth.dev

Vue & Tailwind admin framework

Ivan Borshchov — Thu, 08 Aug 2024 09:48:48 +0000

GitHub | WebSite

Added a couple of "the must" features and will share them here.

We will be immensely grateful for your suggestions in comments!

Pre-made sign-in:

Users management:

Chat-GPT text completion plugin:

Audit-log for every operation (excludes sensitive fields like password hash):

TOTP 2FA Plugin:

S3 Upload Plugin:

Dark Mode out of the box:

Ability to add custom pages and components:

In short:

MIT License
Extendable with Vue3 components
Define APIs in Node.js
Basic operations (create,edit,delete,filter,list) for your database table
Control permission to any page or operation by callback e.g. (user) => user.role === 'superadmin'
Custom hooks like beforeSave
Confugurable branding and theming
Simple Plugins creation