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Taha Echakiri

Infrastructure and AI architect. I build AI agents, automations and the self-hosted infrastructure that runs them at Netics. Writing about what holds up in production.

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Founder & Lead Engineer at Netics

Meta's Muse Wonder Adds a Memory Layer to Its Agent Models

Meta's Muse Wonder Adds a Memory Layer to Its Agent Models

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8 min read
SAP Starts Its Joule Work Rollout With Its Own Numbers Attached

SAP Starts Its Joule Work Rollout With Its Own Numbers Attached

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7 min read
MediaTek's October Bulletin Puts 31 Chipset Flaws Behind One Firmware Update

MediaTek's October Bulletin Puts 31 Chipset Flaws Behind One Firmware Update

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6 min read
The 2026 State of Open Source in Europe Report Puts Sovereignty in Numbers

The 2026 State of Open Source in Europe Report Puts Sovereignty in Numbers

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6 min read
Ai2's Olmo-core 3 Keeps Every Expert on the GPU and Throughput Nearly Flat

Ai2's Olmo-core 3 Keeps Every Expert on the GPU and Throughput Nearly Flat

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6 min read
Automating Invoice Intake With Checks a Person Can Verify

Automating Invoice Intake With Checks a Person Can Verify

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6 min read
ArtCraft's AI-Built Apps Bring Open-Source Pressure to Adobe

ArtCraft's AI-Built Apps Bring Open-Source Pressure to Adobe

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7 min read
SparseEngine Puts Fifteen Sparse Attention Methods Behind One Lifecycle Contract

SparseEngine Puts Fifteen Sparse Attention Methods Behind One Lifecycle Contract

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8 min read
Splunk's Patroni REST API Runs Operating-System Commands Without a Login

Splunk's Patroni REST API Runs Operating-System Commands Without a Login

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7 min read
NVIDIA Puts $1 Billion and Seven Supercomputers Behind the Genesis Mission

NVIDIA Puts $1 Billion and Seven Supercomputers Behind the Genesis Mission

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7 min read
Scality's AI Inference Factory Keeps the Context Cache in Object Storage Over RDMA

Scality's AI Inference Factory Keeps the Context Cache in Object Storage Over RDMA

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8 min read
F5's BIG-IP APM Heap Overflow Puts Remote Code Execution Behind an OAuth Profile

F5's BIG-IP APM Heap Overflow Puts Remote Code Execution Behind an OAuth Profile

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8 min read
Microsoft-Decision-1 Scores the Choices an Agent Has to Make

Microsoft-Decision-1 Scores the Choices an Agent Has to Make

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8 min read
GitLab's AI Gateway Sandbox Escape Ends in Command Execution on Self-Hosted Instances

GitLab's AI Gateway Sandbox Escape Ends in Command Execution on Self-Hosted Instances

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6 min read
How a Private RAG Assistant Answers From Your Own Documents

How a Private RAG Assistant Answers From Your Own Documents

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8 min read
What an AI Agent Harness Contains, and Why the Model Layer Stays Swappable

What an AI Agent Harness Contains, and Why the Model Layer Stays Swappable

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7 min read
Claude Mythos Found a Critical HFS Bug, and Exploitation Followed Within a Day

Claude Mythos Found a Critical HFS Bug, and Exploitation Followed Within a Day

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7 min read
Zammad's Two-Flaw Exploit Chain and the Two Affected-Version Lists

Zammad's Two-Flaw Exploit Chain and the Two Affected-Version Lists

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7 min read
Designing an AI Concierge That Qualifies Visitors With Facts You Publish

Designing an AI Concierge That Qualifies Visitors With Facts You Publish

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9 min read
Eight Atlassian Data Center Products Share One File-Read Flaw and One Patch Clock

Eight Atlassian Data Center Products Share One File-Read Flaw and One Patch Clock

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6 min read
An Unauthenticated KV Cache Server Puts Code Execution on Your Cluster Network

An Unauthenticated KV Cache Server Puts Code Execution on Your Cluster Network

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7 min read
AMD's Trillion-Dollar Mark Rests on the CPU Inside Personal Agents

AMD's Trillion-Dollar Mark Rests on the CPU Inside Personal Agents

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7 min read
Europe Starts a 24-Hour Clock for Exploited Vulnerabilities

Europe Starts a 24-Hour Clock for Exploited Vulnerabilities

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7 min read
Cloudflare Becomes a Certificate Authority for Post-Quantum Certificates

Cloudflare Becomes a Certificate Authority for Post-Quantum Certificates

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7 min read
The Rack Is Now a Power Contract: Density Numbers Decide Where Compute Lands

The Rack Is Now a Power Contract: Density Numbers Decide Where Compute Lands

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7 min read
Deutsche Telekom's €2.5 Billion AI Target Is a Measurement Design

Deutsche Telekom's €2.5 Billion AI Target Is a Measurement Design

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7 min read
Designing an Automation Pipeline That a Human Approves at the Step That Matters

Designing an Automation Pipeline That a Human Approves at the Step That Matters

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7 min read
Open Weights Move the Cyber-Safety Boundary Beyond the Model

Open Weights Move the Cyber-Safety Boundary Beyond the Model

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8 min read
Google Paused the OSS Bug Bounty: Triage Is the Scarce Skill

Google Paused the OSS Bug Bounty: Triage Is the Scarce Skill

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7 min read
DGX Spark at 64GB: What $4,999 of Local Compute Buys a Small Team

DGX Spark at 64GB: What $4,999 of Local Compute Buys a Small Team

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6 min read
Gemini 4 Argon Arrives as a Gated Release With Frontier Numbers

Gemini 4 Argon Arrives as a Gated Release With Frontier Numbers

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7 min read
Anthropic's Open-Source Disclosure Ledger Shows Where Remediation Slows Down

Anthropic's Open-Source Disclosure Ledger Shows Where Remediation Slows Down

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6 min read
What Stateless MCP Simplifies and Leaves Exposed

What Stateless MCP Simplifies and Leaves Exposed

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7 min read
Meta Put a Proxy in Front of ZippyDB. The Real Win Is Control of the Mesh

Meta Put a Proxy in Front of ZippyDB. The Real Win Is Control of the Mesh

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8 min read
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