From 21 items, 12 important content pieces were selected

Today’s Highlights ⭐️

Taalas serves Llama 3.1 8B at 17,000 tokens/second ⭐️ 9.0/10

Hardware startup Taalas achieves unprecedented 17,000 tokens/second inference speed for Llama 3.1 8B through custom silicon and aggressive mixed 3-bit/6-bit quantization.

Sources: rss/Simon Willison

Tags: #hardware-acceleration, #llm-inference, #model-quantization, #llama, #ai-performance

AI & Machine Learning

Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI ⭐️ 8.0/10

Ggml.ai, the organization behind llama.cpp, is joining Hugging Face to support the long-term development and accessibility of local AI.

Sources: hackernews/lairv, rss/Simon Willison

Community: Community highlights the revolutionary impact of llama.cpp on local AI, with praise for Hugging Face’s sustainability and role in the open AI ecosystem, while discussing concerns about long-term viability and the need for affordable hardware.

Tags: #Local AI, #Open Source, #Machine Learning, #Hugging Face, #llama.cpp

Andrej Karpathy talks about “Claws” ⭐️ 7.0/10

Andrej Karpathy discusses ‘Claws’ as a new layer on top of LLM agents for enhanced orchestration, scheduling, and persistence, citing examples like the manageable NanoClaw implementation.

Sources: rss/Simon Willison

Tags: #AI Agents, #LLM Orchestration, #Software Architecture, #Emerging Technologies

Gemini 3.1 Pro ⭐️ 7.0/10

Google releases Gemini 3.1 Pro, a cost-effective AI model with pricing less than half of Claude Opus and enhanced SVG animation performance, as briefly tested by the author.

Sources: rss/Simon Willison

Tags: #AI Models, #Pricing, #Google, #Benchmarks, #SVG

Quoting Thariq Shihipar ⭐️ 6.0/10

Thariq Shihipar explains how Claude Code uses prompt caching to reduce latency and costs, treating cache hit rates as critical with alerts and SEVs.

Sources: rss/Simon Willison

Tags: #prompt-engineering, #anthropic, #claude-code, #ai-agents

SWE-bench February 2026 leaderboard update ⭐️ 6.0/10

Simon Willison reports on the February 2026 SWE-bench leaderboard update, featuring fresh ‘Bash Only’ benchmark results that are independently verified and not self-reported by AI labs.

Sources: rss/Simon Willison

Tags: #AI-benchmarks, #software-engineering, #AI-agents, #coding-evaluation

Security & Privacy

I found a Vulnerability. They found a Lawyer ⭐️ 8.0/10

A blog post about an individual who encountered legal threats instead of cooperation after responsibly disclosing a security vulnerability.

Sources: hackernews/toomuchtodo

Community: Discussion centers on the ethics of vulnerability disclosure, with concerns that legal threats discourage responsible reporting and could leave systems exposed to criminals, alongside personal anecdotes of similar experiences.

Tags: #security, #vulnerability-disclosure, #legal-issues, #ethics, #cybersecurity

Wikipedia has deprecated Archive.today and started removing its links following allegations of DDoS attacks and alteration of web captures.

Sources: hackernews/nobody9999

Community: Debate includes technical details on Archive.today’s operations, concerns about content integrity and doxing, and speculation about organized campaigns against the service, with mixed views on Wikipedia’s decision.

Tags: #Web Archiving, #Internet Security, #Digital Preservation, #Wikipedia, #Content Integrity

Turn Dependabot Off ⭐️ 7.0/10

An article and discussion advocating to turn off Dependabot due to inefficiencies like irrelevant security alerts, with community input on alternatives and critiques.

Sources: hackernews/todsacerdoti

Community: Community shares frustrations with false positives (e.g., client-side ReDoS), suggests alternatives like govulncheck for Go, and discusses usability improvements, highlighting a divide between those who find it useful and those who see it as noisy.

Tags: #dependency management, #security tools, #GitHub, #software development, #devops

Platforms & Ecosystems

Keep Android Open ⭐️ 8.0/10

Hacker News discussion on Google’s plans to restrict sideloading on Android and community efforts to preserve platform openness.

Sources: hackernews/LorenDB

Community: Vigorous debate on Google’s shifting policies, with calls for community-driven forks to maintain openness, skepticism about regulatory intervention, and reflections on the decline of Android’s open ethos.

Tags: #Android, #Open Source, #Sideloading, #Google, #Mobile Ecosystems

Facebook is cooked ⭐️ 8.0/10

User experiences reveal Facebook’s algorithm delivers gender-biased content, sparking discussion on algorithmic ethics and platform design.

Sources: hackernews/npilk

Community: Users share personal anecdotes of algorithmic bias, with discussions on Meta’s design choices, the impact on different demographics, and broader concerns about social media’s role in reinforcing stereotypes.

Tags: #social-media, #algorithmic-bias, #facebook, #recommendation-systems, #ethics-in-ai

💡 Recommended Sources

Based on today’s high-quality content, consider following:

rss: https://simonwillison.net/atom/everything

Simon Willison consistently publishes high-quality, timely analysis of AI/ML ecosystem developments, open-source tooling, and technical deep dives. The provided samples (9.0 and 8.0 scores) demonstrate clear expertise in explaining complex technical news with original insight.

Confidence: 100%

Sample content:

github: ggml-org/llama.cpp

The llama.cpp repository is a central hub for high-performance, local LLM inference and quantization. Its pivotal role in the open-source Local AI ecosystem is evidenced by the high-scoring discussion about its future (ggml.ai joining Hugging Face), indicating it’s a primary source for foundational tools and community discourse in this domain.

Confidence: 90%

Sample content: