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Farkesli

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Latest Articles

Building Trust into the Cloud: Azure Integrated HSM Goes Open Source

Microsoft open-sources Azure Integrated HSM firmware and software, enabling independent validation of FIPS 140-3 Level 3 security for cloud workloads, boosting transparency and trust.

2026-05-02 22:16:47 · Finance & Crypto

How Meta’s Adaptive Ranking Model Revolutionizes Ad Serving at Scale

Meta's new Adaptive Ranking Model solves the inference trilemma for LLM-scale ad models, using intelligent routing to balance complexity, latency, and cost, yielding +3% conversions and +5% CTR.

2026-05-02 22:16:19 · AI & Machine Learning

Meta's KernelEvolve: Autonomous Kernel Optimization for Scalable AI Infrastructure

Meta's KernelEvolve autonomously optimizes AI kernels across heterogeneous hardware, achieving 60% inference and 25% training throughput gains while reducing development time from weeks to hours.

2026-05-02 22:16:01 · Linux & DevOps

Mapping the Unseen: How Meta Deployed an AI Agent Swarm to Document Tribal Knowledge in Massive Codebases

Meta built a swarm of 50+ AI agents to map tribal knowledge across a 4,100-file data pipeline, achieving 100% code coverage and 40% fewer tool calls per task through a self-maintaining, model-agnostic context layer.

2026-05-02 22:15:41 · Data Science

Mastering Configuration Rollouts: How Meta Ensures Safety at Scale

Meta's Configurations team explains canarying, progressive rollouts, health checks, blameless incident reviews, and AI/ML to reduce alert noise and speed bisecting for safe configuration rollouts at scale.

2026-05-02 22:15:20 · Programming

Breaking the Forking Trap: How Meta Built a Future-Proof WebRTC Architecture

Meta escaped WebRTC's forking trap by building a dual-stack architecture for A/B testing, enabling safe upgrades across 50+ use cases with improved performance and security.

2026-05-02 22:14:59 · Open Source

Preparing for the Quantum Future: Meta’s Post-Quantum Cryptography Migration Strategy

Meta's proactive post-quantum cryptography migration: understanding the threat, industry standards, risk assessment, gradual deployment, and key lessons for organizations.

2026-05-02 22:14:39 · Finance & Crypto

Meta's AI-Powered Efficiency: How Unified Agents Scale Performance Optimization

Meta's Capacity Efficiency program uses a unified AI agent platform to automate performance optimization at hyperscale, recovering hundreds of megawatts and cutting investigation time from hours to minutes.

2026-05-02 22:14:18 · Linux & DevOps

Revolutionizing Facebook Groups Search: A New Era for Community Knowledge Discovery

Facebook re-architects Groups Search with hybrid retrieval and automated evaluation to improve discovery, consumption, and validation of community knowledge, boosting relevance without increasing errors.

2026-05-02 22:14:01 · Digital Marketing

Meta's Updated Approach to End-to-End Encrypted Backup Security

Meta strengthens end-to-end encrypted backups with HSM-based vault, over-the-air key distribution for Messenger, and transparency commitments. Users' recovery codes remain inaccessible to Meta or third parties.

2026-05-02 22:13:43 · Cybersecurity

The Epic Saga of Multi-Stage Cyberattacks: Understanding, Detecting, and AI's Dual Role

Explore multi-stage cyberattacks through Q&A: how they unfold, detection challenges, AI's dual role in defense and vulnerability creation, and cloud providers' impact.

2026-05-02 21:57:24 · Cybersecurity

Navigating Non-Determinism: Testing AI-Generated Code Without Full Visibility

Learn to test AI-generated code and LLM agents despite non-determinism, using data construction, property-based testing, and new assumptions for modern software development.

2026-05-02 21:56:29 · AI & Machine Learning

The Hidden Danger of AI Tools: Why Everyone Needs a Personal Knowledge Base

AI tools risk cognitive offloading for all ages. Building a personal knowledge base preserves brain health, skills, and gives a job market edge. Practical steps included.

2026-05-02 21:56:12 · Education & Careers

Cloud Built by Community: Runpod's Alternative Path from Basement to Global Infrastructure

Runpod bypassed VCs by raising community funds; CEO Zhen Lu balances intuition with user feedback while building global GPU infrastructure from a basement start.

2026-05-02 21:55:44 · Startups & Business

The Enduring Value of Developer Communities in an AI Era

MLH CEO Mike Swift explains why developer communities remain vital, the impact of acquiring DEV, and how AI tools are creating a golden era for artisan builders.

2026-05-02 21:55:17 · Startups & Business

Mastering Multi-Agent AI: Strategies for Seamless Collaboration at Scale

Learn key strategies for coordinating multiple AI agents at scale, including conflict prevention, prompt engineering, and real-world examples from Intuit.

2026-05-02 21:54:54 · Programming

Exploring Open Source Stories: The Art of Documenting Digital Infrastructure

Cult.Repo producers Emma Tracey and Josiah McGarvie discuss making documentaries about open-source software and the people behind major internet technologies, covering challenges, selection, and impact.

2026-05-02 21:54:34 · Open Source

From Coding Newbie to Agent Builder: A Journey of Creating a Leaderboard-Cracking AI

A coding beginner describes building an AI agent to crack a work leaderboard, sharing challenges, rewards, and key lessons learned in the process.

2026-05-02 21:54:13 · Education & Careers

Beyond the Shell: 5 Essential Cyberpunk Manga for Ghost in the Shell Fans

Discover five must-read cyberpunk manga for Ghost in the Shell fans, from Battle Angel Alita to Appleseed, exploring identity, technology, and dystopian futures.

2026-05-02 21:48:51 · Cybersecurity

Developer Layoffs Stoke Uncertainty in Marvel Snap Community

Layoffs at Second Dinner shake Marvel Snap community; co-founder Ben Brode assures commitment, but players remain watchful about future updates and studio stability.

2026-05-02 21:48:32 · Gaming