ContentPosts from @naren..
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Google tests new Gemini 3 models on LM Arena

Googleโ€™s been quietly field-testing two shadow models,Fierce FalconandGhost Falcon, on LM Arena. Early signs? They're probably warm-ups for the next Gemini 3 Flash or Pro drop. Classic Google move: float a checkpoint, stir up curiosity, then go GA... read more ย 

Google tests new Gemini 3 models on LM Arena
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A trillion dollars is a terrible thing to waste

OpenAI co-founder Ilya Sutskever just said the quiet part out loud: scaling laws are breaking down. Bigger models arenโ€™t getting better at thinking, theyโ€™re getting worse at generalizing and reasoning. Now heโ€™s eyeingneurosymbolic AIandinnate inductive constraints. Yep, the โ€œjust make it hugeโ€ era m.. read more ย 

A trillion dollars is a terrible thing to waste
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Prompts for Open Problems

The author, Ben Recht, proposes five research directions inspired by his graduate machine learning class, arguing for different research rather than just more. These prompts include adopting a design-based view for decision theory, explaining the robust scaling trends in competitive testing, and mov.. read more ย 

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Roses are red, violets are blue, if you phrase it as poem, any jailbreak will do

A new study just broke the safety game wide open: rhymed prompts slipped past filters in25 major LLMs, including Gemini 2.5 Pro and Deepseek - withup to 100% success. No clever chaining, no jailbreak soup. Just single-shot rhyme. Turns out, poetic language isnโ€™t just for bard-core Twitter. When it c.. read more ย 

Roses are red, violets are blue, if you phrase it as poem, any jailbreak will do
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Practical LLM Security Advice from the NVIDIA AI Red Team

NVIDIAโ€™s AI Red Team nailed three security sinkholes in LLMs:reckless use ofexec/eval,RAG pipelines that grab too much data, andmarkdown that doesn't get cleaned. These cracks open doors to remote code execution, sneaky prompt injection, and link-based data leaks. The fix-it trend:App securityโ€™s lea.. read more ย 

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Why we're leaving serverless

Every millisecond matters in the critical path of API authentication. After two years of battling serverless limitations, the entire API stack was rebuilt to reduce end-to-end latency. The move from Cloudflare Workers to stateful Go servers resulted in a 6x performance improvement and simplified arc.. read more ย 

Why we're leaving serverless
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Advancing Our Chef Infrastructure: Safety Without Disruption

Slack pulled back the curtain onSlack AI, its LLM-powered assistant built with a fortress mindset. Every customer gets their ownisolated environment. Any data passed tovendor LLMs? It'sephemeral. Gone before it can stick. No fine-tuning. No exporting data outside Slack. And thereโ€™s a wholemiddle-lay.. read more ย 

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Youโ€™ll never see attrition referenced in an RCA

Lorin Hochstein argues that while high-profile engineer attrition is often speculated to contribute to major outages, it is universally absent from public Root Cause Analyses (RCAs). This exclusion occurs because public RCAs aim to reassure customers by focusing on technical fixes, whereas attrition.. read more ย 

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The story of how we almost got hacked

Team Invictus caught a BEC attempt using WeTransfer to slip in a fake Microsoft 365 login page powered byEvilProxy. Classic Adversary-in-the-Middle move, but dressed up with a slick delivery package. Digging deeper, the team mapped the attackerโ€™s setup and found something bigger: a credential grab c.. read more ย 

The story of how we almost got hacked
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Comparing AWS Lambda Arm64 vs x86_64 Performance Across Multiple Runtimes in Late 2025

A new open-source benchmark looked at 183,000 AWS Lambda invocations, andarm64 beats x86_64across the board in both cost and speed. Rust on arm64 with SHA-256 tuned in assembly? It clocks in 4โ€“5ร— faster than x86 in CPU-heavy tasks. Cold starts are snappy tooโ€”5โ€“8ร— quicker than Node.js and Python... read more ย 

Comparing AWS Lambda Arm64 vs x86_64 Performance Across Multiple Runtimes in Late 2025