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ADVICE EXPIRES

Jason Fried argues that advice has an expiration date and should be taken with a grain of salt. He suggests that you should only take advice from people who have experience in the area you are seeking advice on, and that you should also consider the motivation behind the advice.

2023.06.12
world.hey.com1 min readTLDR Founders

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YOUR APP?

Upwork, WiX, and Crunchbase reached the same answer. They use simple APIs by Nylas

2023.06.12
dashboard.nylas.comSponsorTLDR Web Dev

CS:GO: FROM ZERO TO 0-DAY

Neodyme identified three independent remote code execution (RCE) vulnerabilities in the popular Counter-Strike: Global Offensive game. Each vulnerability can be triggered when the game client connects to their malicious Python CS:GO server. This post details their journey through the CS:GO binary and conducts a technical deep dive into various identified bugs. They conclude by presenting a proof of concept (POC) exploit that leverages four different logic bugs into remote code execution in the game’s client, triggered when a client connects to the server.

2023.06.12
neodyme.io16 min readTLDR Web Dev

WHAT IS A VECTOR DATABASE?

Many AI applications that involve large language models or generative AI rely on vector embeddings, a type of data representation that carries within it semantic information that’s critical for the AI to gain understanding and maintain a long-term memory they can draw upon when executing complex tasks. Vector databases offer optimized storage and querying capabilities for embeddings. They have the capabilities of a traditional database that are absent in standalone vector indexes and the specialization of dealing with vector embeddings, which traditional scalar-based databases lack.

2023.06.12
pinecone.io12 min readTLDR Web Dev

Lyft's engineering blog discusses strategies for identifying and addressing performance issues in streaming pipelines. The author emphasizes the importance of an iterative process involving measurement, root cause identification, and fixing. Key performance issues they address include data skewness, large window size, interaction with low-speed services, and serialization/deserialization, with solutions ranging from avoiding unnecessary operations to optimizing network aspects.

2023.06.12
eng.lyft.com9 min readTLDR Web Dev

SHOULD YOU OPTIMIZE FOR ALL-CASH COMPENSATION?

Tech companies often allow employees to choose their stock and cash ratio, especially if the company stock had a drastic fall. However, the choice of how much stock to get can be complicated - on one hand, employees have access to “insider information” such as usage statistics and business dashboards. On the other hand, even with this information, employees can’t control how the stock will perform since it depends on a number of factors, such as market expectation. This blog shows numerical experiments on what will happen depending on your stock/cash ratio if you were a Shopify employee.

2023.06.12
open.substack.com6 min readTLDR Web Dev

THE SURPRISING POWER OF DOCUMENTATION

Documentation can be boring to write, but its long-term value cannot be understated. Each hour invested into documentation at a company can save up to a hundred productivity hours as a result across the company. Building a documentation-first culture is extremely important for a team to scale well and for developers to stay productive as a codebase gets larger and larger. However, documentation is not a silver bullet or a substitute to human interaction, which has nuances that cannot be transferred through the written word.

2023.06.12
vadimkravcenko.com14 min readTLDR Web Dev

GROWING FROM ENGINEER TO MANAGER AND THRIVING

This interview with Nicola Ballota, the Director of Cloud at Namecheap, goes over Ballota’s career path to the role he’s in today and the advice he would give to people who want to reach his level one day. He lays out concrete steps to aspiring engineers who want to grow into a manager role and gives tips on how to keep improving your knowledge overall as a manager.

2023.06.12
newsletter.eng-leadership.com4 min readTLDR Web Dev

OZONE

Ozone is software to help developers build unit tests for LLMs. Ozone enables developers to ensure prompt reliability, increase security, and foster efficient collaboration. It provides intuitive prompt testing and refinement, including automated registered tests, for reliable and secure AI interactions.

2023.06.12
ozoneml.comToolTLDR Web Dev

FAKER.JS UI

Faker.js UI provides an easy way to generate fake, but realistic data, for testing and development.

2023.06.12
github.comGitHub repositoryTLDR Web Dev

TINYBASE

TinyBase is a reactive data store for local-first apps. It has many features, like support for both KV stores and tabular data, a powerful query engine, flexible UI reactivity to data updates, data sync between remote and local storage, and more. When compressed, TinyBase is less than 10kB and has zero dependencies.

2023.06.12
github.comGitHub repositoryTLDR Web Dev

THE MYTH OF THE AI INFRASTRUCTURE PHASE

Can LLM infrastructure be built before LLM applications? The phrase “sell shovels in a gold rush” has led to a host of infrastructure for LLMs startups in the wake of the LLM boom. However, knowing the correct APIs and use cases for LLM infrastructure before real LLM-enabled applications are deployed for a long time is difficult. It may not be the time yet for AI infrastructure companies as actual AI applications need time to grow first so that actual problems can be discovered.

2023.06.12
matt-rickard.com2 min readTLDR Web Dev

MENTAL LIQUIDITY

Mental liquidity is the ability to quickly abandon previous beliefs when the world changes or when you come across new information. However, mental liquidity is rare and can be hard to change as you get older. Morgan Housel, the author of Psychology of Money, lays out some anecdotes about how Albert Einstein himself even had a problem with mental liquidity. It’s important to be careful about what beliefs you let become a part of your identity and how most fields have theories, ideas, and hunches, but not laws - things that are unimpeachable and cannot ever change.

2023.06.12
collabfund.com5 min readTLDR Web Dev

HOW MUCH DOES IT COST TO DEVELOP AN APP LIKE SHEIN?

Shein is a fashion shopping app that contains basic features like authentication, payment, and more. This article contains numerous business aspects of developing an app like Shein. It starts by explaining how much it costs to develop the app, which depends on factors like app size, platform and location of app developers. A basic small-scale app can cost between $25,000-$35,000 and take 4-6 months to develop. The article then focuses on the business model of Fashion apps like Shein, what makes it popular and key features to include in a fashion app. On the technical side, it covers the process of developing such an app, from market analysis to development and to testing.

2023.06.12
semidotinfotech.com15 min readTLDR Web Dev

EP63: LINUX FILE SYSTEM EXPLAINED

This system design refresher goes over how the Linux file system is designed and provides a handy cheat sheet for SQL vs NoSQL databases.

2023.06.12
blog.bytebytego.com2 min readTLDR Web Dev

MERCURY

Mercury allows users to build web apps in Jupyter Notebooks using only Python. It enables users to add interactive widgets in Python notebooks so they can share results without rewriting notebooks to web frameworks. Mercury can be used to create interactive presentations, build data-rich dashboards, create reports, and more.

2023.06.06
github.comGitHub repositoryTLDR

Sponsored

2023.06.06
go.snyk.ioSponsorTLDR

APPS

2023.06.06
theverge.com3 min readTLDR

Sponsored

PROFESSIONALS

There’s endless chatter about LLMs these days. But the people who actually have interesting things to say are the ones using LLMs in the wild. Our upcoming LLMs in Production Conference

2023.06.06
home.mlops.communitySponsorTLDR AI

THE FALCON HAS LANDED IN THE HUGGING FACE ECOSYSTEM

Hugging Face has released Falcon, a new open-source framework for building and deploying large language models (LLMs). Falcon is designed to be fast, efficient, and scalable, and it can be used to train and deploy LLMs on a variety of hardware platforms, including CPUs, GPUs, and TPUs.

2023.06.06
huggingface.co10 min readTLDR AI

VICO: LIGHTWEIGHT TEXT-TO-IMAGE GENERATION USING DIFFUSION MODELS

ViCo is a new technique designed to generate realistic images based on textual descriptions, with the ability to capture fine details of novel concepts from just a few examples. Unlike other methods, ViCo is light on system resources and doesn't need to fine-tune the original model's parameters, yet it still outperforms leading models by focusing on visual semantics, using an attention-based object mask and employing a unique way to reduce overfitting.

2023.06.06
github.comGitHub repositoryTLDR AI

GATEON: A NEW METHOD FOR BETTER CONTINUAL LEARNING

GateON is a new technique that helps neural networks learn a series of tasks without forgetting previous ones, a common problem known as 'catastrophic forgetting'. It achieves this by creating overlapping connections between tasks and protecting important knowledge from being overwritten. GateOn has a mechanism to re-activate 'fixed' neurons, making it a powerful tool for large-scale learning tasks, whether it's identifying hand-written numbers or understanding natural language.

2023.06.06
arxiv.org20 min readTLDR AI

This study presents an approach in text-to-image (T2I) research by introducing 'Prompt-Free Diffusion', a system that generates images solely based on visual inputs, with no text prompts required. It utilizes a unique structure called 'Semantic Context Encoder (SeeCoder)' to interpret a reference image, an optional image structure, and some initial noise, making it easier to create detailed, personalized images and outperforming previous image synthesis methods.

2023.06.06
github.comGitHub repositoryTLDR AI

TREE OF THOUGHT

Tree of Thoughts (ToT) is an all-new powerful and flexible algorithm that advances model reasoning by 70%

2023.06.06
github.comGitHub repositoryTLDR AI

QLORA

This repo supports the paper "QLoRA: Efficient Finetuning of Quantized LLMs", an effort to democratize access to LLM research.

2023.06.06
github.comGitHub repositoryTLDR AI

Sponsored

MODELS

Join us live on 6/14 for a live launch event & demo. Be the first to see how application developers can easily run super-fast generative AI models in the cloud with the efficiency to scale and the freedom to build with the models they want.

2023.06.06
octoml.aiSponsorTLDR AI

THE TECH INDUSTRY WAS DEFLATING. THEN CAME CHATGPT

The tech industry was deflating in 2022, but then ChatGPT came along and sparked a new AI boom. Venture capitalists have invested over $11 billion in AI start-ups since then, and companies from Moderna to Heinz have mentioned AI initiatives on recent earnings calls.

2023.06.06
msn.com5 min readTLDR AI

AI DOES NOT HELP PROGRAMMERS

In this article, Bertrand Meyer argues that AI does not help programmers and that it is not a silver bullet for software development. He cites several reasons for this, including the fact that AI is not always accurate, can be difficult to integrate into existing workflows, and can be expensive to implement.

2023.06.06
cacm.acm.org8 min readTLDR AI

GPT BEST PRACTICES

This guide shares strategies and tactics for getting better results from GPTs.

2023.06.06
platform.openai.com15 min readTLDR AI

GOOGLE’S AI SEARCH IS WAY TOO SLOW

Google's new AI-powered search experience, Search Generative Experience (SGE), is usually helpful but the results take too long to load, which is inconvenient.

2023.06.06
theverge.com5 min readTLDR AI

BEYOND CHATGPT

Sam Altman has a message for software developers: OpenAI has no plans to roll out any more consumer-facing products like ChatGPT, according to a now taken down blog post by a startup founder who attended a private meeting with Altman.

2023.06.06
archive.ph2 min readTLDR AI