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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

QuePaxa Lets a Global Control Plane Keep Deciding While Links Stall

QuePaxa Lets a Global Control Plane Keep Deciding While Links Stall

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9 min read

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Qdrant 1.20 Stores Vectors on a Quarter of the Bits, With Measured Recall

Qdrant 1.20 Stores Vectors on a Quarter of the Bits, With Measured Recall

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8 min read
PostgreSQL 19 Ships on 19 November and PostgreSQL 14 Leaves Support

PostgreSQL 19 Ships on 19 November and PostgreSQL 14 Leaves Support

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6 min read
Jensen Huang Resigns: Nvidia Faces a Leadership Test

Jensen Huang Resigns: Nvidia Faces a Leadership Test

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9 min read
N-able Took Hosted N-central Offline After a 33-Issue Disclosure

N-able Took Hosted N-central Offline After a 33-Issue Disclosure

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6 min read
Kubernetes v1.37 Hardens the Volume You Already Mount

Kubernetes v1.37 Hardens the Volume You Already Mount

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5 min read
NVIDIA Opens Its Scale-Up Fabric to Korean NPUs

NVIDIA Opens Its Scale-Up Fabric to Korean NPUs

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7 min read
NVIDIA Publishes a Management Plane for GPU Clusters and Documents Its Limits

NVIDIA Publishes a Management Plane for GPU Clusters and Documents Its Limits

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8 min read
Anthropic Ships Claude Fable 5.2 With Effort Tiers That Set the Bill

Anthropic Ships Claude Fable 5.2 With Effort Tiers That Set the Bill

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8 min read
Executing Workflows Should Be a Permission, Not a Default

Executing Workflows Should Be a Permission, Not a Default

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5 min read
Agent Substrate Reaches 1.0 as Google Hands Its Agent Stack to the CNCF

Agent Substrate Reaches 1.0 as Google Hands Its Agent Stack to the CNCF

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8 min read
AWS Continuum Validates and Ranks Code Vulnerabilities

AWS Continuum Validates and Ranks Code Vulnerabilities

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8 min read
A Frozen Benchmark Measures What a Leaderboard Hides

A Frozen Benchmark Measures What a Leaderboard Hides

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8 min read
The AI Labs' Public Pacing Calls Are Now Antitrust Evidence

The AI Labs' Public Pacing Calls Are Now Antitrust Evidence

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6 min read
GitHub Puts Merge Readiness at the Top of the Pull Request

GitHub Puts Merge Readiness at the Top of the Pull Request

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7 min read
Compute Engine Adds Immutable Date Versions Beside the v1 API

Compute Engine Adds Immutable Date Versions Beside the v1 API

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7 min read
Proxmox Backup Jobs: Retention, Verification and a Restore Drill

Proxmox Backup Jobs: Retention, Verification and a Restore Drill

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9 min read
GPT-6 Prompt Caching Makes Latency and Cost an Engineering Choice

GPT-6 Prompt Caching Makes Latency and Cost an Engineering Choice

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5 min read
Cloudflare Maps a Post-Quantum Path for Privacy Pass Credentials

Cloudflare Maps a Post-Quantum Path for Privacy Pass Credentials

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8 min read
GitHub Rebuilds Git Storage Around Reference Compare-and-Swap

GitHub Rebuilds Git Storage Around Reference Compare-and-Swap

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7 min read
Chainalysis Says Live Tokens for Every User Were Exposed

Chainalysis Says Live Tokens for Every User Were Exposed

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8 min read
NVIDIA Topograph Treats GPU Placement as a Live Topology Problem

NVIDIA Topograph Treats GPU Placement as a Live Topology Problem

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5 min read
DoW Instruction 8430.01: Agent Traceability, Human Approval of Changes to Critical Functions and Data Boundaries

DoW Instruction 8430.01: Agent Traceability, Human Approval of Changes to Critical Functions and Data Boundaries

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7 min read
NVIDIA Answers HBM Pressure With Tiering: 3% More Memory, 30x More Throughput per Dollar

NVIDIA Answers HBM Pressure With Tiering: 3% More Memory, 30x More Throughput per Dollar

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8 min read
Google Cloud's Z4M Puts 168,000 GiB of Local SSD Behind AI Checkpoints

Google Cloud's Z4M Puts 168,000 GiB of Local SSD Behind AI Checkpoints

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7 min read
Worker Previews Give Every Change a Place to Prove Itself

Worker Previews Give Every Change a Place to Prove Itself

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5 min read
An Agent Converts Sentinel and OPA Policy Into Terraform Policy

An Agent Converts Sentinel and OPA Policy Into Terraform Policy

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7 min read
A Trusted Public Certificate Authenticates as Any LXD Client

A Trusted Public Certificate Authenticates as Any LXD Client

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7 min read
A Signed Puppet Report Reaches the Certificate Authority

A Signed Puppet Report Reaches the Certificate Authority

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7 min read
Salesforce on Google Cloud: The Agent Stack Gets a Shared Foundation

Salesforce on Google Cloud: The Agent Stack Gets a Shared Foundation

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6 min read
GKE Workspaces Puts Notebooks on Your Own Cluster's Accelerators

GKE Workspaces Puts Notebooks on Your Own Cluster's Accelerators

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8 min read
AWS Puts the Region Inside the AS Path on Direct Connect

AWS Puts the Region Inside the AS Path on Direct Connect

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7 min read
Docker Sandboxes Put an Agent's Checkout in One of Three Places

Docker Sandboxes Put an Agent's Checkout in One of Three Places

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8 min read
The OpenAI Agents API Makes the Harness a Managed Product

The OpenAI Agents API Makes the Harness a Managed Product

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6 min read
Cloudflare Publishes a Wire Service for Critical Vulnerabilities

Cloudflare Publishes a Wire Service for Critical Vulnerabilities

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7 min read
A Backdoor Sat in the Firmware Partition of 1.3 Million Set-Top Boxes

A Backdoor Sat in the Firmware Partition of 1.3 Million Set-Top Boxes

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8 min read
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
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
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