Jay Lye
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Jay Lye
@jnlsk.bsky.social
Fullstack AI Engineer @ Stealth, building agentic systems, crafting AI experiences

Google Startup Cloud Program participant. Top global rankings in Nvidia's GenAI contests: LangChain (Jun '24, 14th-113th) & LlamaIndex (Nov '24, 17th-126th).
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Opinion: every closed-model provider is feeling the costs/performance pressure from open models

#linux #opensource #language-models #llm #ai #agentic-system
Revealing the Hidden Economics of Open Models in the AI Era
Frank Nagle, research scientist at MIT and chief economist of the Linux Foundation, discusses his recent paper on the economic role of open models.
www.linuxfoundation.org
Reposted by Jay Lye
We present Olmo 3, our next family of fully open, leading language models.
This family of 7B and 32B models represents:

1. The best 32B base model.
2. The best 7B Western thinking & instruct models.
3. The first 32B (or larger) fully open reasoning model.
November 20, 2025 at 2:32 PM
Opinion: every closed-model provider is feeling the costs/performance pressure from open models

#linux #opensource #language-models #llm #ai #agentic-system
Revealing the Hidden Economics of Open Models in the AI Era
Frank Nagle, research scientist at MIT and chief economist of the Linux Foundation, discusses his recent paper on the economic role of open models.
www.linuxfoundation.org
November 20, 2025 at 6:11 AM
Reposted by Jay Lye
Extremely upset that a throw-away XKCD joke somehow became the organizing principle for the Internet.
November 20, 2025 at 2:31 AM
Opinion: once again Cloudflare delivering a masterclass in corporate communication

Misconfigurations are hard to avoid, a cascading failure ensures when it does happen.

#cloudflare #cybersecurity #internet
Cloudflare outage on November 18, 2025
Cloudflare suffered a service outage on November 18, 2025. The outage was triggered by a bug in generation logic for a Bot Management feature file causing many Cloudflare services to be affected.
blog.cloudflare.com
November 19, 2025 at 2:40 AM
Opinion: there's an ongoing ancient battle between human rationality vs emotion, my bet's on rationality in the long term.
November 10, 2025 at 8:52 AM
Opinion: language models are rapidly depreciating assets

#mistralai #llm #artificialintelligence #agentic-system #ai
Magistral | Mistral AI
Stands to reason.
mistral.ai
September 18, 2025 at 6:12 AM
Opinion: even multi-billion companies can't ignore the prospects of gaining market share with free products and selling you the ecosystem

#openai #llm #agentic-system #artificial-intelligence #ai
Introducing gpt-oss
gpt-oss-120b and gpt-oss-20b push the frontier of open-weight reasoning models
openai.com
August 6, 2025 at 6:45 AM
Opinion: MMR reranking is great for returning diverse results especially in datasets with overlapping entries

#qdrant #rag #retrieval-augmented-generation #ai #artificialintelligence #llm
Qdrant 1.15 - Smarter Quantization & better Text Filtering - Qdrant
Qdrant v1.15 release presents new Quantization Features, advanced Full-Text filtering and a bunch of performance optimizations
qdrant.tech
July 19, 2025 at 1:57 AM
Opinion: every public library/institution should be running their own MCP servers for kids, students, professionals and retirees in the 4th Industrial Revolution

#mcp #modelcontextprotocol #llm #agentic-system #language-model #ai #artitificial-intelligence
July 7, 2025 at 10:28 AM
Opinion: cost of hosting DeepSeek in 2025 on 96 H100 ranges from USD$192/hr to USD$1181/hr(excl. taxes) depending on configuration and location

#deepseek #sglang #agentic-system #llm #artificial-intelligence
Deploying DeepSeek with PD Disaggregation and Large-Scale Expert Parallelism on 96 H100 GPUs | LMSYS Org
<p>DeepSeek is a popular open-source large language model (LLM) praised for its strong performance. However, its large size and unique architecture, which us...
lmsys.org
June 24, 2025 at 10:56 AM
Opinion: future AI systems will likely be multi-agents as they tackle increasingly complex tasks, translating context and instructions into economic value

#anthropic #agentic-system #llm #artificial-intelligence #ai
How we built our multi-agent research system
On the the engineering challenges and lessons learned from building Claude's Research system
www.anthropic.com
June 18, 2025 at 1:59 AM
Reposted by Jay Lye
If you use "AI agents" (LLMs calling tools in a loop) you need to be aware of the Lethal Trifecta

Combine access to private data, exposure to untrusted content and the ability to externally communicate and an attacker can trick the system into stealing your data simonwillison.net/2025/Jun/16/...
The lethal trifecta for AI agents: private data, untrusted content, and external communication
If you are a user of LLM systems that use tools (you can call them “AI agents” if you like) it is critically important that you understand the risk of …
simonwillison.net
June 16, 2025 at 1:21 PM
Opinion: Cloudflare should be giving a masterclass in post-mortem reports. The tone, clarity, timeline and remediation included should be the minimal standard in 21st century.

#cloudflare #data-center #cloud-computing #web #saas #internet
Cloudflare service outage June 12, 2025
Today, June 12, 2025, Cloudflare suffered a significant service outage that affected a large set of our critical services, including Workers KV, WARP, Access, Gateway, Images, Stream, Workers AI, Turn...
blog.cloudflare.com
June 14, 2025 at 12:28 AM
Opinion: even those with a high degree of patience will eventually run out of tolerance when web scraping becomes unmanageable

#wikipedia #ai #artificial-intelligence #agentic-system #kaggle #google
Wikipedia Kaggle Dataset using Structured Contents Snapshot
A structured Wikipedia dataset is now on Kaggle from Wikimedia Enterprise, built for ML workflows using the Snapshot API’s Structured Contents beta.
enterprise.wikimedia.com
April 17, 2025 at 11:46 AM
Opinion: a reasonable balance between backing new models, ease of implementation, performance, and swift experimentation, among other inference options

Satisfactory is better than perfection when delivering SOTA models to end-users.

#vllm #transformers #huggingface #ai #artificial-intelligence
Transformers backend integration in vLLM
The Hugging Face Transformers library offers a flexible, unified interface to a vast ecosystem of model architectures. From research to fine-tuning on custom dataset, transformers is the go-to toolkit...
blog.vllm.ai
April 17, 2025 at 5:05 AM
Reposted by Jay Lye
We hope Android users have been enjoying our latest app update, which aims to provide a frictionless and smoother overall experience.

Here's how 👇

1/5
April 15, 2025 at 3:34 PM
Opinion: creatives have to update their skill set and toolbox to keep up with the exponential advancements

#text-to-video #kling #ai #artificial-intelligence
From the ChatGPT community on Reddit: Kling's newest AI video model make it hard to notice if video is AI or not!
Explore this post and more from the ChatGPT community
www.reddit.com
April 15, 2025 at 1:32 PM
Opinion: this is giving me "The Expanse" vibes, I welcome the Creative Age when every viewer has the opportunity to dictate the characters/arcs/endings with their favorite content

#ai #artificial-inteligence #agentic-system #genai
From the singularity community on Reddit: Age of Beyond - An AI Assisted short I made in 2 and a half months.
Explore this post and more from the singularity community
www.reddit.com
April 6, 2025 at 7:44 AM
Opinion: interesting take on AI's trajectory in the near term

#ai #artificial-intelligence #agentic-system #llm
AI 2027
A research-backed AI scenario forecast.
ai-2027.com
April 4, 2025 at 5:28 AM
Opinion: the world is not ready for an explosion of AI-led scientific discovery by both non-experts and experts

#ai #artificial-intelligence #agentic-system #llm #digital-forensics
AI proves that human fingerprints are not unique, upending 100 years of law enforcement
Fingerprints have long been the cornerstone of law enforcement, linking suspects to crimes. Now, AI has disrupted this 100-year-old system.
www.earth.com
April 4, 2025 at 5:12 AM