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Technical Architecture

Engineering Deep Dives

Explore the technical side of LeemerChat: model orchestration, AI reliability, system architecture, and practical engineering approaches for building production AI experiences.

About Engineering Coverage

Our engineering posts focus on what actually matters in production: stable architecture, observability, responsible model routing, security, and scaling systems without sacrificing UX.

We share implementation details from multi-model orchestration, code automation integrations, and reliability patterns learned while shipping LeemerChat features in the real world.

March 2, 2026Major Release

Get Ready for Mission Control: The Next Evolution of Agentic Execution

Mission Control is our next-generation agentic research and execution platform. It represents a fundamental shift in how we interact with AI—moving away from rigid pipelines and chat interfaces, and stepping into the era of autonomous, goal-oriented swarms.

Mission ControlAgentic AIMulti-AgentProduct Launch
Repath 'Ray' Khan, Founder of LeemerChat
February 22, 2026Foundry Update

The Foundry Report: Why Fine-Tuned Models Are Still the Sharpest Weapon in Enterprise AI

Tinker is now generally available. Vision input, Kimi K2 Thinking, and LoRA Without Regret are reshaping what custom model training looks like in 2026. Here's why fine-tuning is more strategically important than ever — and how LeemerLabs Model Foundry is building the infrastructure to prove it.

Model FoundryFine-TuningAgentic AITinker
Repath 'Ray' Khan, Founder of LeemerLabs
February 7, 2026New Integration

Cursor Cloud Agents Meet LeemerChat: Launch, Monitor & Refine AI Agents from Chat

We've integrated Cursor's Cloud Agents API into LeemerChat so you can launch, monitor, stop, and follow-up with autonomous coding agents on your GitHub repos — all from the chat. Just enter your API key in settings and start dispatching agents with natural language.

CursorCloud AgentsAI AgentsIntegration
LeemerChat Team
February 7, 2026New Integration

Blackbox Cloud Meets LeemerChat: Dispatch AI Coding Agents from Chat

We've integrated Blackbox Cloud into LeemerChat so you can dispatch autonomous coding agents to your GitHub repos — single-agent or multi-launch — without leaving the conversation. Create, monitor, and cancel tasks with natural language.

Blackbox CloudAI AgentsIntegrationMulti-Agent
LeemerChat Team
February 2, 2026Technical deep dive

Introducing KingLeemer: Multiple Brains Behind Every Answer

What if AI answers came from a council of experts instead of a single voice? KingLeemer orchestrates multiple frontier models to think together, disagree, debate, and converge on answers more reliable than any single model could produce alone.

KingLeemerMulti-AgentArchitectureAI Orchestration
Repath Khan, Founder of LeemerChat
December 10, 2025Product launch

LeemerChat v4.8: The Smoother AI Experience You've Been Waiting For

Discover how IKEA-inspired design, frosted glass interfaces, and revolutionary durable generation create an AI workspace that feels effortless yet powerful. This is what happens when design meets reliability.

v4.8UI DesignProduct LaunchDurable Generation
Repath Khan, Founder of LeemerChat
December 7, 2025Model launch

Meet LeemerGLM: our Gemma 3-powered multimodal expert

A behind-the-scenes look at how we built LeemerGLM on top of Gemma 3 4B, why we paired it with a multimodal specialist, and how it slots into our expert panel.

LeemerGLMGemma 3MultimodalModel Launch
LeemerLabs Team
December 3, 2025Editorial

The $50B Vibe Coding Time Bomb: Why 80% of Startups Die from Shitty Code

Vibe coding feels fast, but it hides a $50B cleanup bill. This editorial exposes why 80% of startups crash because of sloppy code and how frontier AI turns vibes into infrastructure.

Vibe CodingEngineering DisciplineFrontier AIStartups
Repath Khan, Founder of LeemerLabs
November 22, 2025Product launch

Introducing LeemerLabs Model Foundry: Your Data. Your Model. Our GPUs.

We're launching Ireland's first custom LLM creation studio. Fine-tune frontier models up to 235B parameters using Tinker distributed training, powered by Thinking Machines Lab. Build domain-specific intelligence layers that you own and deploy anywhere.

LeemerLabsModel FoundryTinkerCustom LLMs
Repath Khan, Founder of LeemerLabs
November 2025Synthetic abuse defense

How we protected Gemini 3 Pro access from synthetic abuse

How LeemerChat used BotID Deep Analysis to shut down coordinated synthetic agents without slowing down real users.

SafetyGemini 3 ProBotIDAbuse Prevention
Repath Khan, Founder of LeemerChat
November 2025Technical deep dive

Behind the scenes: How Leemer Heavy and Heavy (Fast) work

A deep dive into the union model architecture powering Leemer Heavy's iterative research orchestration and Heavy (Fast)'s rapid debate synthesis system.

ArchitectureAI ModelsUnion ModelsTechnical
Repath Khan, Founder of LeemerChat