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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

OpenCode's Breach Shows What a Stored Provider Key Costs

OpenCode's Breach Shows What a Stored Provider Key Costs

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7 min read
Two Critical PHP Bugs Leaked Early, and Four Branches Now Carry the Fix

Two Critical PHP Bugs Leaked Early, and Four Branches Now Carry the Fix

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8 min read
The World Bank Wants Small AI Built for Weak Connections

The World Bank Wants Small AI Built for Weak Connections

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7 min read
DuckDB 2.0.0 LTS Ships Its Biggest Feature Release on a Support Clock

DuckDB 2.0.0 LTS Ships Its Biggest Feature Release on a Support Clock

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7 min read
A Security Audit Checklist for a 20-Person Company

A Security Audit Checklist for a 20-Person Company

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9 min read
The Browser Becomes an AI Distribution Point: What Mozilla and Mistral Actually Changed

The Browser Becomes an AI Distribution Point: What Mozilla and Mistral Actually Changed

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5 min read
Eight eMudhra Intermediate CA Keys Rested on Eight Bits

Eight eMudhra Intermediate CA Keys Rested on Eight Bits

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7 min read
A Cost Comparison Method for Leaving the Public Cloud

A Cost Comparison Method for Leaving the Public Cloud

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9 min read
A Vendor Backup Secret Opened Over 300 Microsoft 365 Tenants

A Vendor Backup Secret Opened Over 300 Microsoft 365 Tenants

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8 min read
Qubic's Wallet Drain Traces Back to Predictable Randomness

Qubic's Wallet Drain Traces Back to Predictable Randomness

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7 min read
A Public Exploit Escapes Ubuntu Containers Before the Patch Ships

A Public Exploit Escapes Ubuntu Containers Before the Patch Ships

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7 min read
DeepSeek Just Published the Blueprint for Training Agents at Scale

DeepSeek Just Published the Blueprint for Training Agents at Scale

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6 min read
AlmaLinux Hands the Certification Test Kit to Its Users — and Publishes the Results

AlmaLinux Hands the Certification Test Kit to Its Users — and Publishes the Results

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5 min read
Google Routes Inference on KV-Cache Pressure: The Multi-Cluster GKE Gateway, Measured

Google Routes Inference on KV-Cache Pressure: The Multi-Cluster GKE Gateway, Measured

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7 min read
The Controller That Runs Your AI Data Center Had Hard-Coded Credentials

The Controller That Runs Your AI Data Center Had Hard-Coded Credentials

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5 min read
Perplexity Red-Teamed Its Agent Sandbox: The VM Held, the Network Didn't

Perplexity Red-Teamed Its Agent Sandbox: The VM Held, the Network Didn't

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6 min read
CERN and Mistral Plan Flare, a Foundation Model for Collider Physics

CERN and Mistral Plan Flare, a Foundation Model for Collider Physics

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6 min read
Microsoft Finishes a 2.8-Trillion-Parameter Base Model, Plans Foundry Licensing

Microsoft Finishes a 2.8-Trillion-Parameter Base Model, Plans Foundry Licensing

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7 min read
Microsoft's October 2026 Updates Fix 1,400+ Flaws at Two Trust Boundaries

Microsoft's October 2026 Updates Fix 1,400+ Flaws at Two Trust Boundaries

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8 min read
Stolen AI API Keys Are Now the Attack Currency

Stolen AI API Keys Are Now the Attack Currency

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6 min read
NVIDIA Open-Sources Run:ai and Moves GPU Scheduling Into a Shared Repository

NVIDIA Open-Sources Run:ai and Moves GPU Scheduling Into a Shared Repository

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7 min read
Ahsay Ships a Second Round of Fixes for Two Chained Flaws on Backup Servers

Ahsay Ships a Second Round of Fixes for Two Chained Flaws on Backup Servers

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6 min read
Gartner Sizes the AI Capacity Bill at $8.5 Trillion and Counts $3.6 Trillion of Revenue

Gartner Sizes the AI Capacity Bill at $8.5 Trillion and Counts $3.6 Trillion of Revenue

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6 min read
The Zimbra Bug That Turned a Monitoring Add-on into a Command Line

The Zimbra Bug That Turned a Monitoring Add-on into a Command Line

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6 min read
An Ivanti Connect Secure Chain Turns a Spoofed Request Into Root Access

An Ivanti Connect Secure Chain Turns a Spoofed Request Into Root Access

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6 min read
Cisco SD-WAN Manager Auth Bypass: Actively Exploited, No Workaround (CVE-2026-76504)

Cisco SD-WAN Manager Auth Bypass: Actively Exploited, No Workaround (CVE-2026-76504)

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6 min read
Scaleway Adds GPU Zones in Two Countries on Two Accelerator Families

Scaleway Adds GPU Zones in Two Countries on Two Accelerator Families

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6 min read
Anthropic's $11.6B Akamai Commitment: The Commercial Economics of the CPU Serving Layer

Anthropic's $11.6B Akamai Commitment: The Commercial Economics of the CPU Serving Layer

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6 min read
Designing Alerts That Explain an Incident

Designing Alerts That Explain an Incident

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7 min read
Tesla Flying Car: How the Roadster Rocket Uses Compressed Air

Tesla Flying Car: How the Roadster Rocket Uses Compressed Air

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6 min read
Cloudflare Hyperdrive Serves MySQL From One Canonical Copy of a Query Result

Cloudflare Hyperdrive Serves MySQL From One Canonical Copy of a Query Result

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6 min read
Dialect Fine-Tuning Starts With Data Curation: What NVIDIA's Nemotron Recipe Shows

Dialect Fine-Tuning Starts With Data Curation: What NVIDIA's Nemotron Recipe Shows

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6 min read
AMD Helion Sizes a Rack Around the Work Agents Do Between Model Calls

AMD Helion Sizes a Rack Around the Work Agents Do Between Model Calls

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6 min read
A Lobby-Funded Study Prices Europe's Cloud Rules at €115 Billion

A Lobby-Funded Study Prices Europe's Cloud Rules at €115 Billion

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8 min read
Disclosure Doubled and Exploitation Followed: What GTIG's AI-Era Data Actually Shows

Disclosure Doubled and Exploitation Followed: What GTIG's AI-Era Data Actually Shows

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7 min read
The NetScaler Payloads That Create Their Own Superusers and Hide in CSS URLs

The NetScaler Payloads That Create Their Own Superusers and Hide in CSS URLs

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7 min read
Four States Put TP-Link's Router Security Claims on the Record

Four States Put TP-Link's Router Security Claims on the Record

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8 min read
SonicWall's SMA1000 SSRF Reached Security Decoys Two Days After the Patch

SonicWall's SMA1000 SSRF Reached Security Decoys Two Days After the Patch

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7 min read
Microsoft's Maia 300 Publishes Rack Numbers for Its Own Inference Silicon

Microsoft's Maia 300 Publishes Rack Numbers for Its Own Inference Silicon

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8 min read
CISA's Five Legacy Flaws Turn a Patch Order Into an Inventory Job

CISA's Five Legacy Flaws Turn a Patch Order Into an Inventory Job

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8 min read
Britain Puts Frontier AI to Work on Its Own Vulnerability Backlog

Britain Puts Frontier AI to Work on Its Own Vulnerability Backlog

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8 min read
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
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