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Aamer Mihaysi

AI Engineer building agentic systems, RAG pipelines & multi-agent swarms. LLM tuning, production MLOps, open-source first. Making AI practical and deployable.

Location Qatar, Doha Joined Joined on  Personal website https://www.mehaisi.com github website
Local Agents: Why Gemma 4 12B Agentic is the Sweet Spot for Production

Local Agents: Why Gemma 4 12B Agentic is the Sweet Spot for Production

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2 min read
Beyond the Hype: Testing Gemma-4-12B Agentic GGUFs in the Wild

Beyond the Hype: Testing Gemma-4-12B Agentic GGUFs in the Wild

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2 min read
Async Batching Is the Real Latency Win Nobody's Talking About

Async Batching Is the Real Latency Win Nobody's Talking About

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3 min read
DeepSeek-V4: Finally, a Context Window Built for Agents

DeepSeek-V4: Finally, a Context Window Built for Agents

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2 min read
EMO: Mixture-of-Experts That Actually Behaves Like One

EMO: Mixture-of-Experts That Actually Behaves Like One

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3 min read
TPUs for the Agentic Era: Hardware Finally Catching Up to the Workload

TPUs for the Agentic Era: Hardware Finally Catching Up to the Workload

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2 min read
MoE Architectures Keep Solving the Wrong Problem

MoE Architectures Keep Solving the Wrong Problem

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3 min read
MachinaCheck: Manufacturing Agents That Actually Ship

MachinaCheck: Manufacturing Agents That Actually Ship

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2 min read
vLLM's V1 Release Fixes the Silent Killer in RL Training

vLLM's V1 Release Fixes the Silent Killer in RL Training

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2 min read
DeepSeek-V4: What a Million-Token Context Actually Changes

DeepSeek-V4: What a Million-Token Context Actually Changes

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3 min read
The 8B Model That Punches at 32B Weight

The 8B Model That Punches at 32B Weight

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2 min read
AI Evaluation Is Now a Capital Expense

AI Evaluation Is Now a Capital Expense

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2 min read
The Agent Orchestration Layer Is Finally Here

The Agent Orchestration Layer Is Finally Here

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1 min read
The Browser Is Becoming an Agent Operating System

The Browser Is Becoming an Agent Operating System

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2 min read
MCP Is Quietly Becoming the USB-C for Agent Infrastructure

MCP Is Quietly Becoming the USB-C for Agent Infrastructure

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4 min read
DeepSeek V4: Million-Token Context That Actually Works

DeepSeek V4: Million-Token Context That Actually Works

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3 min read
GPT 5.5 Is a Workflow Takeover

GPT 5.5 Is a Workflow Takeover

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1 min read
Your Browser Is Becoming a Tool Factory

Your Browser Is Becoming a Tool Factory

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3 min read
DeepSeek V4's Real Innovation Isn't Scale—It's Memory Architecture

DeepSeek V4's Real Innovation Isn't Scale—It's Memory Architecture

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3 min read
Chrome's AI Mode Isn't a Feature—It's a Platform Play

Chrome's AI Mode Isn't a Feature—It's a Platform Play

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4 min read
Your Browser Is Becoming an Agent Operating System

Your Browser Is Becoming an Agent Operating System

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4 min read
Coding Agents Are Breaking Containment

Coding Agents Are Breaking Containment

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3 min read
Million-Token Contexts Are Changing the Agent Programming Model

Million-Token Contexts Are Changing the Agent Programming Model

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4 min read
Agent Labs Are the Infrastructure Pattern Agents Actually Need

Agent Labs Are the Infrastructure Pattern Agents Actually Need

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3 min read
Your Browser Is Becoming an Agent Operating System

Your Browser Is Becoming an Agent Operating System

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3 min read
Skills Are the Interface Pattern AI Was Waiting For

Skills Are the Interface Pattern AI Was Waiting For

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2 min read
The PR Review Bottleneck Is the Real Crisis in AI-Assisted Coding

The PR Review Bottleneck Is the Real Crisis in AI-Assisted Coding

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3 min read
The Tokenmaxxing Debate Misses the Point

The Tokenmaxxing Debate Misses the Point

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3 min read
Agentic AI Needs Different Silicon

Agentic AI Needs Different Silicon

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3 min read
The Real Bottleneck in AI Coding Isn't Generation—It's Everything Else

The Real Bottleneck in AI Coding Isn't Generation—It's Everything Else

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3 min read
The Infrastructure Bet Nobody's Talking About

The Infrastructure Bet Nobody's Talking About

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3 min read
Your Next Training Run Might Be Started by an Agent

Your Next Training Run Might Be Started by an Agent

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3 min read
Prompts Are Tools Now. Chrome Just Made It Official.

Prompts Are Tools Now. Chrome Just Made It Official.

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3 min read
What VAKRA Reveals About Why Agents Actually Fail

What VAKRA Reveals About Why Agents Actually Fail

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3 min read
Your Browser Is Becoming an Agent Runtime

Your Browser Is Becoming an Agent Runtime

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3 min read
Your Agents Are Talking Past Each Other

Your Agents Are Talking Past Each Other

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3 min read
Open Source Agents Are Being Weaponized. Nobody's Prepared.

Open Source Agents Are Being Weaponized. Nobody's Prepared.

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2 min read
The Agent Memory Design Nobody Talks About

The Agent Memory Design Nobody Talks About

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4 min read
Headless Architecture for Agent Infrastructure

Headless Architecture for Agent Infrastructure

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1 min read
Voice Assistants Run Weaker Models By Design

Voice Assistants Run Weaker Models By Design

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1 min read
Gemma 4 and the Architecture of On-Device AI

Gemma 4 and the Architecture of On-Device AI

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3 min read
Agents That Learn on the Job Are the Only Agents That Survive

Agents That Learn on the Job Are the Only Agents That Survive

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2 min read
Agents That Learn From Production Are the Only Agents That Matter

Agents That Learn From Production Are the Only Agents That Matter

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2 min read
ChatGPT Voice Mode Runs on GPT-4o. That's the Problem.

ChatGPT Voice Mode Runs on GPT-4o. That's the Problem.

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3 min read
Static Agents Are Already Legacy Code

Static Agents Are Already Legacy Code

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3 min read
Safetensors Joins PyTorch Foundation: Infrastructure Growing Up

Safetensors Joins PyTorch Foundation: Infrastructure Growing Up

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3 min read
Project Glasswing: When AI Capability Outpaces Containment

Project Glasswing: When AI Capability Outpaces Containment

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3 min read
Your Agents Are Stuck in Training Mode

Your Agents Are Stuck in Training Mode

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1 min read
Embeddings Just Went Multimodal: What Sentence Transformers 5.4 Means for RAG

Embeddings Just Went Multimodal: What Sentence Transformers 5.4 Means for RAG

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2 min read
Meta's Muse Spark Has 16 Tools and a Secret Weapon: Your Instagram Posts

Meta's Muse Spark Has 16 Tools and a Secret Weapon: Your Instagram Posts

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3 min read
The Tool Harness Meta Didnt Tell You About

The Tool Harness Meta Didnt Tell You About

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2 min read
When AI Models Expose Their Tools: The Transparency Pattern Changing Agent Development

When AI Models Expose Their Tools: The Transparency Pattern Changing Agent Development

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3 min read
Anthropic Just Did Something Unprecedented: They Hid Their Best Security Model

Anthropic Just Did Something Unprecedented: They Hid Their Best Security Model

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2 min read
Meta's New Model Has 16 Tools. Here's What They Do.

Meta's New Model Has 16 Tools. Here's What They Do.

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3 min read
Meta Just Revealed Its Agent Architecture. The Tool List Tells Us Everything.

Meta Just Revealed Its Agent Architecture. The Tool List Tells Us Everything.

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3 min read
Anthropic Just Built a Model Too Dangerous to Release. They Called It Mythos.

Anthropic Just Built a Model Too Dangerous to Release. They Called It Mythos.

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2 min read
Anthropic Found a Cheat Code for Enterprise AI. It Bought Customers Instead of Building Them.

Anthropic Found a Cheat Code for Enterprise AI. It Bought Customers Instead of Building Them.

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2 min read
Ramp Built a CLI for AI Agents. Visa Should Be Worried.

Ramp Built a CLI for AI Agents. Visa Should Be Worried.

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3 min read
GLM-5.1: The 754B Open Model That Writes Animated SVG

GLM-5.1: The 754B Open Model That Writes Animated SVG

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1 min read
The Chinese Open-Source Model That Draws Pelicans Better Than GPT-4o

The Chinese Open-Source Model That Draws Pelicans Better Than GPT-4o

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2 min read
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