ContentPosts from @mmesorana-sp..
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@faun shared a link, 2 weeks, 2 days ago

Microsoft Copilot Rooted to Gain Unauthorized Root Access to its Backend System

April 2025 Copilot Enterprise update slipped in aJupyter sandbox. It snuck in aPATH-poisonable pgrepat root’s entrypoint. Attackers could hijack that forroot execution.Eye Securityflagged the hole in April. By July 25, 2025, Microsoft patched this moderate bug. No data exfiltration reported. Why it..

Microsoft Copilot Rooted to Gain Unauthorized Root Access to its Backend System
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@faun shared a link, 2 weeks, 2 days ago

From Raw Data to Model Serving: A Blueprint for the AI/ML Lifecycle with

Post maps out aKubeflow Pipelinesworkflow onSpark,Feast, andKServe. It tackles fraud detection end-to-end: data prep, feature store, live inference. It turns infra into code, ensures feature parity in train and serve, and registers ONNX models in theKubeflow Model Registry...

From Raw Data to Model Serving: A Blueprint for the AI/ML Lifecycle with
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@faun shared a link, 2 weeks, 2 days ago

Intel CEO Letter to Employees

Intel scraps itsGermanyandPoland foundries, shifting assembly fromCosta RicatoVietnamandMalaysia. It slows Ohio fab construction while ramping upIntel 18A/18A‑Pand planningIntel 14Aaround key customers. SMT returns. Focus shifts to Panther Lake, Nova Lake, and Granite Rapids.AI strategy pivots towar..

Intel CEO Letter to Employees
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@faun shared a link, 2 weeks, 2 days ago

Seeing like an LLM

LLMs function as next-token predictors. With scant user context, they hallucinate—spinning fresh backstories. As these models morph into autonomous agents, context engineering—feeding facts, memory, tools, guardrails—halts rogue behavior. Trend to watch:A jump in context engineering. It pins LLMs t..

Seeing like an LLM
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@faun shared a link, 2 weeks, 2 days ago

The Evolution of AI Job Orchestration: The AI-Native Control Plane & Orchestration that Finally Works for ML

SkyPilot spins an AI-native control plane on Neocloud Kubernetes. It binds GPU pools across clouds into one resilient grid. Teams define ML jobs in a single YAML. SkyPilot drives gang scheduling, SSH/Jupyter access, and multi-cluster compute. It does auto failover and cost-smart scheduling. Infra s..

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@faun shared a link, 2 weeks, 2 days ago

AI Coding Tools Underperform in Field Study with Experienced Developers

METRran an randomized controlled trial  (RCT) with 16 open-source devs. They tackled real-world code tasks usingClaude 3.5andCursor Pro. The pitch:40%speed boost. Reality:19%slowdown. A deep dive into 246 screen recordings laid bare friction in prompting, vetting suggestions, and merging code. That ..

AI Coding Tools Underperform in Field Study with Experienced Developers
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@faun shared a link, 2 weeks, 2 days ago

[Cursor] Bugbot is out of beta

Bugbot hunts bugs in PR diffs, flagging logic slip-ups and strange edge cases. It then detects security gaps, blending top LLMs with custom heuristics. It plugs into the Cursor dashboard and runs dedicated Bugbot rules.Beta stats: 1M+ reviews, 1.5M+ issues found. Half the bugs are fixed before merge..

[Cursor] Bugbot is out of beta
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@faun shared a link, 2 weeks, 2 days ago

Self-hosting Trigger.dev v4 using Docker

Trigger.dev v4 sharpens self-hosting. It pins everything toDocker Compose. It bakesregistryandobject storagein. It chops YAML bloat. Env-var docs unify configs. Resource caps lock down security. Scaling? Spin up more worker containers...

Self-hosting Trigger.dev v4 using Docker
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@faun shared a link, 2 weeks, 2 days ago

The Cybersecurity Blind Spot in DevOps Pipelines

DevOps pipelines serve as superhighways for cybercriminals to target with credential leaks, supply chain infiltration, misconfigurations, and dependency vulnerabilities. Security must evolve with development to combat these sophisticated attacks...

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@faun shared a link, 2 weeks, 2 days ago

What Is IDOR? Finding and Preventing Insecure Direct Object References in AWS APIs

Attackers swap predictable IDs. They slip intoAWS APIs,Lambda functions, internal tools. Fuzzers likeffufflag sneaky HTTP 200s.Burp Intruderbubbles up 404 probes.CloudWatchlogs trace every call. Random UUIDs seal ID gaps...

What Is IDOR? Finding and Preventing Insecure Direct Object References in AWS APIs