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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

Grafana Puts a Sampling Budget Behind Every Trace It Keeps

Grafana Puts a Sampling Budget Behind Every Trace It Keeps

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8 min read

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AWS Frontier Agents Earn Autonomy by Keeping an Approval Gate

AWS Frontier Agents Earn Autonomy by Keeping an Approval Gate

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6 min read
LLMJacking Turns Stolen Cloud Credentials Into a Resale Market for Model Access

LLMJacking Turns Stolen Cloud Credentials Into a Resale Market for Model Access

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8 min read
Lambda Web Functions Run an Ordinary HTTP Server With 128 Requests per Environment

Lambda Web Functions Run an Ordinary HTTP Server With 128 Requests per Environment

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6 min read
AlloyDB Omni Adds a Read-Only Web UI for Cluster Observability

AlloyDB Omni Adds a Read-Only Web UI for Cluster Observability

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6 min read
NVIDIA Pins the Runtime Under Dynamo to a Validated Recipe, Version by Version

NVIDIA Pins the Runtime Under Dynamo to a Validated Recipe, Version by Version

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7 min read
Cloudflare Puts WAF and Workers in Front of Origins That Keep a Private IP

Cloudflare Puts WAF and Workers in Front of Origins That Keep a Private IP

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6 min read
Cloudflare Counts 18.2 Million DDoS Attacks in Q3 2026, and 96% Ended Under Ten Minutes

Cloudflare Counts 18.2 Million DDoS Attacks in Q3 2026, and 96% Ended Under Ten Minutes

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8 min read
A Self-Hosted Code Review Bot Invented a CVE That Was Never Issued

A Self-Hosted Code Review Bot Invented a CVE That Was Never Issued

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8 min read
AI Coding Agents Now Ship Software. Plugin4Shell Shows Nobody Checks the Package

AI Coding Agents Now Ship Software. Plugin4Shell Shows Nobody Checks the Package

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7 min read
Amazon Bedrock AgentCore Opens a Live Preview of the App a Coding Agent Is Building

Amazon Bedrock AgentCore Opens a Live Preview of the App a Coding Agent Is Building

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6 min read
A GKE API Timeout Traced to Three Bugs in Three Layers

A GKE API Timeout Traced to Three Bugs in Three Layers

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9 min read
Google Cloud Spend Caps Reach General Availability With an API and Live Costs

Google Cloud Spend Caps Reach General Availability With an API and Live Costs

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8 min read
Microsoft's Network DLP Now Watches AI Agent Uploads. Roll It Out in Audit Mode

Microsoft's Network DLP Now Watches AI Agent Uploads. Roll It Out in Audit Mode

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7 min read
Cloudflare Origin Range Requests Serve Large Files From Cache Chunks

Cloudflare Origin Range Requests Serve Large Files From Cache Chunks

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8 min read
A Minimal CI/CD Pipeline for a Small Team: What to Automate First

A Minimal CI/CD Pipeline for a Small Team: What to Automate First

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8 min read
Qdrant 1.20 Ranks Keyword Matches Inside the Full-Text Index

Qdrant 1.20 Ranks Keyword Matches Inside the Full-Text Index

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9 min read
Europe's Sovereignty Package Draws a Line Most Clouds Will Not Cross

Europe's Sovereignty Package Draws a Line Most Clouds Will Not Cross

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6 min read
Three MoE Inference Optimizations NVIDIA Measured on DGX Spark

Three MoE Inference Optimizations NVIDIA Measured on DGX Spark

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8 min read
NVIDIA Mission Control 2.5 Brings Autonomous Recovery to Kubernetes Jobs

NVIDIA Mission Control 2.5 Brings Autonomous Recovery to Kubernetes Jobs

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8 min read
Google Cloud Turns the Wiz Runtime Sensor Into a GKE Add-On

Google Cloud Turns the Wiz Runtime Sensor Into a GKE Add-On

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8 min read
Oracle PeopleSoft Exploitation: How One Encoded Character Bypassed a WAF Rule

Oracle PeopleSoft Exploitation: How One Encoded Character Bypassed a WAF Rule

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7 min read
Kubernetes Starts Writing a Conformance Standard for Workloads

Kubernetes Starts Writing a Conformance Standard for Workloads

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6 min read
Vertiv Sells a Rack-Scale AI Package Validated Before It Ships

Vertiv Sells a Rack-Scale AI Package Validated Before It Ships

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7 min read
CUDA 13.4 Turns a GPU Fraction Into an Enforceable Memory Limit

CUDA 13.4 Turns a GPU Fraction Into an Enforceable Memory Limit

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8 min read
Valkey 9.1 Turns the Redis Licensing Shock Into a Real Upgrade Path

Valkey 9.1 Turns the Redis Licensing Shock Into a Real Upgrade Path

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6 min read
Cloudflare Reclaims 100 TB of RAM by Rebuilding Its Hash Ring

Cloudflare Reclaims 100 TB of RAM by Rebuilding Its Hash Ring

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8 min read
Cadence Maestro Makes Chip Design Models a Portfolio You Post-Train

Cadence Maestro Makes Chip Design Models a Portfolio You Post-Train

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6 min read
GLM-5.3 on Workers AI Returned Other Sessions' KV Cache Pages

GLM-5.3 on Workers AI Returned Other Sessions' KV Cache Pages

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10 min read
China Proposes Export Controls for Large AI Models

China Proposes Export Controls for Large AI Models

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7 min read
Google TPUs Land on Oracle Cloud and Accelerator Choice Becomes a Cloud Feature

Google TPUs Land on Oracle Cloud and Accelerator Choice Becomes a Cloud Feature

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6 min read
How a Website Becomes Citable by Search Engines and AI Assistants

How a Website Becomes Citable by Search Engines and AI Assistants

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9 min read
Tailscale SSH Port Forwarding Carries Root Access Across a Tailnet

Tailscale SSH Port Forwarding Carries Root Access Across a Tailnet

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8 min read
PLE Grades the Engineering Deliverable an AI Agent Hands Back

PLE Grades the Engineering Deliverable an AI Agent Hands Back

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7 min read
Fortinet Schedules a Hardening Release and Credits AI-Assisted Testing

Fortinet Schedules a Hardening Release and Credits AI-Assisted Testing

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5 min read
Kubernetes 1.34 Stops Receiving Patches on 27 October 2026

Kubernetes 1.34 Stops Receiving Patches on 27 October 2026

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6 min read
Node.js Bundled a Decoder That Wrote Past Its Eight-Byte Buffer

Node.js Bundled a Decoder That Wrote Past Its Eight-Byte Buffer

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7 min read
Anthropic Turns AI Adoption Into a Training Programme for Customer Engineers

Anthropic Turns AI Adoption Into a Training Programme for Customer Engineers

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6 min read
One Power Event in a London Zone Took Down 41 Google Cloud Products

One Power Event in a London Zone Took Down 41 Google Cloud Products

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5 min read
curl Moves Low and Medium Severity Reports Into the Open

curl Moves Low and Medium Severity Reports Into the Open

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6 min read
SGLang Runs DeepSeek's Own Benchmarks Against DeepInfer and Matches It

SGLang Runs DeepSeek's Own Benchmarks Against DeepInfer and Matches It

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7 min read
n8n Agents Change the Automation Contract: From Steps to Goals

n8n Agents Change the Automation Contract: From Steps to Goals

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6 min read
VeloCloud Orchestrator Grants Operator Rights From a Read-Only Login

VeloCloud Orchestrator Grants Operator Rights From a Read-Only Login

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7 min read
ISOC Is Microsoft's Answer to Agent-Speed Attacks. The Loop Still Needs Human Judgment

ISOC Is Microsoft's Answer to Agent-Speed Attacks. The Loop Still Needs Human Judgment

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5 min read
NVIDIA Launches Minerva and Measures Observability in Factory Yield

NVIDIA Launches Minerva and Measures Observability in Factory Yield

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5 min read
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
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