AI & MLAdvanced
AI Agent Architecture Patterns for .NET: Orchestration, Memory and A2A
Design AI agents in .NET: single vs multi-agent, sequential, concurrent, handoff, group chat and Magentic orchestration, memory, approvals, durability and A2A.
Generative AI
33 articles about Generative AI: in-depth .NET and AI guides, senior interview questions and AI news on DotNet AI Hub.
Technologies 5
AI & MLIntermediate
Multimodal AI in .NET: Vision, Audio and Speech
Build multimodal .NET apps that understand images, documents, speech and audio, and generate images and voice, with Microsoft.Extensions.AI and Azure AI.
AI & MLIntermediate
Using the Official OpenAI .NET Library for C#
A practical guide to the OpenAI .NET SDK: ChatClient, streaming, tool calls, structured outputs, the Responses API, embeddings, images, audio and retries.
AI & MLAdvanced
Retrieval-Augmented Generation (RAG) in .NET: End-to-End Guide
Build production RAG in C#, covering ingestion, chunking, embeddings, hybrid retrieval, reranking, grounded prompts, citations and evaluation in .NET.
AI & MLIntermediate
Structured Outputs: Reliable JSON from LLMs in C#
Get reliable JSON from LLMs in C#: JSON mode vs structured outputs, typed Microsoft.Extensions.AI responses, JSON Schema from types, validation and retries.
Interview Questions 4
AI EngineeringArchitect
AI Agents and MCP Interview Questions
Architect-level interview questions on AI agents and MCP: the agent loop, tool design, orchestration, memory, human-in-the-loop and failure modes in .NET.
AI EngineeringArchitect
Productionizing AI Applications Interview Questions
Architect-level interview questions on productionizing AI: evaluation, OpenTelemetry GenAI observability, cost, latency, prompt injection and compliance.
AI EngineeringSenior
LLM Integration Interview Questions for .NET Developers
Senior .NET interview questions on Microsoft.Extensions.AI, streaming, function calling, structured output, provider abstraction, retries and testing LLM code.
AI EngineeringArchitect
RAG and Vector Search Interview Questions
Architect-level interview questions on RAG: chunking, embedding choice, hybrid search, reranking, groundedness, stale data, permissions and cost control.
AI News 24
Claude Agents Find a New Enzyme System With CRISPR-Like Repeats
Anthropic said on September 23, 2026 that Claude agents found ART, a phage enzyme system with CRISPR-like repeats, as it unveiled a new life sciences lab.
Anthropic Launches Claude Sonnet 5, Its Most Agentic Sonnet Model
Anthropic released Claude Sonnet 5 on June 30, 2026, an agentic model close to Opus 4.8 at $2/$10 per million tokens and the new default on Free and Pro plans.
SpaceX Debuts on Nasdaq in a Record IPO, Taking xAI Public With It
SpaceX, which absorbed xAI in February, priced its record IPO at $135 and closed its first day near $161. What the listing means for the AI industry.
OpenAI Confidentially Files for an IPO, One Week After Anthropic
OpenAI confidentially filed for an IPO on June 8, 2026, a week after Anthropic, at a last valuation of $852B. What a listing could mean for developers.
Anthropic Confidentially Submits Draft S-1, Opening the Door to an IPO
Anthropic confidentially submitted a draft S-1 to the SEC on June 1, 2026, days after a $965B valuation. What an Anthropic IPO could mean for developers.
Google DeepMind Publishes Co-Scientist in Nature and Opens It to Researchers
Google DeepMind published its Co-Scientist multi-agent research system in Nature in May 2026 and began offering it to scientists through Gemini for Science.
DeepSeek V4 Released: Open-Weight 1.6T MoE With a 1M-Token Context Built for Agents
DeepSeek released V4-Pro and V4-Flash in April 2026, MIT-licensed open-weight MoE models with a 1M-token context and far cheaper long-context inference.
OpenAI Closes a $122 Billion Funding Round at an $852 Billion Valuation
OpenAI raised $122 billion at an $852 billion valuation from Amazon, Nvidia, SoftBank and retail investors. What the record round means for developers.
Microsoft Launches Copilot Cowork, Built with Anthropic, for Microsoft 365
Microsoft announced Copilot Cowork on March 9, 2026, an agent built with Anthropic that carries out multi-step tasks across Microsoft 365 with approval gates.
Google Releases Gemini 3.1 Pro in Preview with Big Reasoning Gains
Google released Gemini 3.1 Pro in preview on February 19, 2026, reporting 77.1% on ARC-AGI-2, adding a medium thinking level and keeping $2/$12 pricing.
SpaceX Merges With xAI in a $1.25 Trillion All-Stock Deal
SpaceX acquired Elon Musk's xAI in an all-stock merger valuing the combined company at $1.25 trillion. What the deal means for AI developers and compute.
Apple Picks Google Gemini to Power Its Next Foundation Models and Siri
Apple and Google agreed that Gemini will underpin the next Apple Foundation Models and a more personalized Siri. What the partnership means for developers.
Anthropic Raises $13B Series F at a $183B Valuation, Led by ICONIQ
Anthropic closed a $13 billion Series F at a $183 billion valuation as run-rate revenue topped $5 billion. What the round signaled for Claude developers.
OpenAI Launches GPT-5, a Unified Model That Decides When to Think
OpenAI released GPT-5 on August 7, 2025, merging fast answers and deep reasoning in one system, with new API controls, lower prices and fewer hallucinations.
Google DeepMind Unveils Genie 3, a Real-Time Interactive World Model
Google DeepMind announced Genie 3 in August 2025, a world model that turns text prompts into interactive 720p worlds at 24 fps that stay consistent for minutes.
Moonshot AI Open-Sources Kimi K2, a 1-Trillion-Parameter Agentic Model
Moonshot AI open-sourced Kimi K2 in July 2025, a 1-trillion-parameter MoE model with 32B active parameters built for tool use, under a modified MIT license.
xAI Launches Grok 4 and Grok 4 Heavy, Claiming Top Reasoning Scores
xAI released Grok 4 and the multi-agent Grok 4 Heavy on July 9, 2025, with a 256K-token API priced at $3 and $15 per million tokens and strong benchmark claims.
Gemini 2.5 Pro and Flash Reach General Availability on Google Cloud
Google made Gemini 2.5 Pro and 2.5 Flash generally available on June 17, 2025, previewed 2.5 Flash-Lite and gave developers stable thinking models.
OpenAI Acquires Jony Ive's io in a $6.5 Billion All-Stock Deal
OpenAI agreed to buy io, the AI device startup founded by Jony Ive, for about $6.5 billion in stock. What its hardware push could mean for developers.
Alibaba Releases Qwen3: Apache 2.0 Open Models with Hybrid Thinking Modes
Alibaba's Qwen team released Qwen3 in April 2025: eight Apache 2.0 open-weight models, from 0.6B to a 235B MoE, that switch between thinking and fast modes.
OpenAI Releases o3 and o4-mini, Reasoning Models That Use Tools
OpenAI's o3 and o4-mini, released April 16, 2025, reason with tools and images, posted strong coding and math results and reached developers through the API.
OpenAI Launches GPT-4.1 in the API with a 1M-Token Context Window
OpenAI released GPT-4.1, mini and nano in April 2025: API-first models with a 1M-token context, stronger coding and more literal instruction following.
Meta Releases Llama 4 Scout and Maverick, Its First Open-Weight MoE Models
Meta released Llama 4 Scout and Maverick in April 2025, its first natively multimodal mixture-of-experts open-weight models, with a 10M-token context claim.
DeepSeek-R1 Release: MIT-Licensed Open Reasoning Model Rivals OpenAI o1
DeepSeek-R1 arrived in January 2025 as an MIT-licensed open-weight reasoning model that DeepSeek says matches OpenAI o1, and it shook AI markets within a week.