firecrawl/firecrawl & How I use LLMs to learn complex topics – Aug 10

firecrawl/firecrawl

• ★ 164.6k
• ⮂ 9,263

The context API to search, scrape, and interact with the web at scale. 🔥. Github trending; ai, ai-agents, ai-crawler, ai-scraping; agpl-3.0 license.

How I use LLMs to learn complex topics

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• 💬 422

LLMs are used for any things. Learning new things is one of the top use cases.

sentence-transformers/all-MiniLM-L6-v2

• ♥ 5,193
• ⇣ 241M

all-MiniLM-L6-v2 This is a sentence-transformers model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.. Signal: Hugging Face – Sentence Similarity.

msitarzewski/agency-agents

• ★ 141.4k
• ⮂ 23.1k

A complete AI agency at your fingertips – From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables. Github trending; mit license.

Comfy-Org/ComfyUI

• ★ 126k
• ⮂ 14.9k

The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface. Github trending; ai, comfy, comfyui, python; gpl-3.0 license.

BAAI/bge-m3

• ♥ 3,381
• ⇣ 32.4M

BAAI/bge-m3 is a machine-learning model signal worth checking for task fit, license, model card quality, and production constraints before adoption. Signal: Hugging Face – Sentence Similarity.

TauricResearch/TradingAgents

• ★ 96.9k
• ⮂ 18.7k

TradingAgents: Multi-Agents LLM Financial Trading Framework. Github trending; agent, finance, llm, multiagent; apache-2.0 license.

google-bert/bert-base-uncased

• ♥ 2,731
• ⇣ 116.4M

Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.

paperclipai/paperclip

• ★ 76.2k
• ⮂ 14.2k

The open-source app everyone uses to manage agents at work. Github trending; mit license.

Docker Sandboxes – Disposable, isolated sandboxes for AI agents

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• 💬 158

Secure sandboxes for Claude Code, Gemini, Codex, and Kiro. Run coding agents with microVM-based isolation.

Meta Muse Glimmer – open weights 30B local coding model

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• 💬 55

Muse Glimmer is a 30-billion-parameter open agentic model from Meta Superintelligence Labs, optimized for always-on local workflows on consumer hardware.

What I learned building a long-lived AI agent (the boring version)

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• 💬 12

A practical log of building a long-lived Telegram AI agent — caching, providers, routing, memory, latency. No benchmarks. Just what actually happened. Context: Dev.to – Ai.

Zackriya-Solutions/meetily

• ★ 28.8k
• ⮂ 3,038

Privacy first, AI meeting assistant with 4x faster Parakeet/Whisper live transcription, speaker diarization, and Ollama summarization built on Rust. 100% local processing. no cloud required. Meetily (Meetly Ai – https://meetily.ai) is the #1 Self-hosted, Open… Github trending; ai, ai-meeting-assistant, llm, local-ai; mit license.

Show HN: Voice driven murder mystery, Interview AI suspects with your voice

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Step into the interrogation room. Interview AI suspects with your own voice, catch their lies, and accuse the killer to their face. Solve the murder at Blackwood Manor — if you can.

I Gave My Agent One Signed Permission It Couldn’t Mint Itself

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Evidence status. The supervised operator run completed on 2026-08-09. An operator-signed job… Context: Dev.to – DevOps.

Project Log #21: The Grand Finale. We Shipped. (Plus: Full Setup Guide)

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21 build logs. Months of work. One shipped project. Here's the full journey—and how to set up the… Context: Dev.to – Ai.

I Built Persistent Memory for Claude Code Because My AI Kept Forgetting My Codebase

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• 💬 5

I use Claude Code heavily, and one thing kept annoying me: every new session felt like starting… Context: Dev.to – Ai.

semantica-agi/semantica

• ★ 3,654
• ⮂ 410

Graph-Native Infrastructure for Context and Accountable AI Systems. Github trending; agent-memory, ai, ai-governance, ai-infrastructure; mit license.

Debugging Claude Code Agents: Reading Transcripts, Tracing Tool Calls, and Finding Where Your Agent Goes Wrong

• ♥ 1
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Debugging Claude Code Agents: Reading Transcripts, Tracing Tool Calls, and Finding Where… Context: Dev.to – Typescript.

SecondBrain Note by GenSpark

An AI Agent engine where specialized AI agents perform research and generate custom pages called Sparkpages. Free from biases and SEO-driven content, Sparkpages synthesize trustworthy information, offering more valuable results and saving users time. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

oqoqo

Run eval experiments at scale in realistic environments. Define custom task sets to build your private benchmarks, measure how well agents can use any product, and find best models for your use cases. Generate dynamic insights to detect frictions in product interfaces or token inefficiencies. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Paritok

Paritok compresses the tools, files, and history your coding agent sends. Save up to 85% on your token bill and run 3× longer sessions. Two commands, nothing lost, fully local. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

AI Group Call

State a goal and you are in a live voice call with six AI participants cast for it in seconds. They answer one at a time, argue with each other, and stop the instant you speak. Every call is transcribed, summarised into key points and action items, and can be rejoined later with the same cast. A free minute on every n… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

Prime Agent

We're excited to announce our compute platform for aggregating and orchestrating global GPU resources. Our mission with our compute platform is to democratize and commoditize instant compute. H100s starting at $1.65/hr. A100s $0.87/hr. 4090s $0.35/hr. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

Portfolio Lab

AI made building investment strategies easy. Telling a good one from a lucky one still takes expertise. Portfolio Lab is the responsible AI investing platform: every strategy is tested on unseen data and in live markets. Connect your agent to deploy only vetted strategies in your own brokerage account. SEC-registered. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Have you checked out Hark Handoff? It has scored better on EYL than GPT 5.5 OPUS 4.8 at 90% less cost

97.7 on Online Mine 2Web 83.2 on internal 68.6 on WebTail Bench Best across board and at 2.37 dollars per million token 90% Than GPT5.5 ! how they have trained this. They are using an undisclosed base model and using SFT to accelerate time to market, combined with asynchronous reinforcement learnin….

It looks like Gemini 3.5 Pro will no longer see the light of day. According to SemiAnalysis, it has silently been cancelled.

r/artificial: It looks like Gemini 3.5 Pro will no longer see the light of day. According to SemiAnalysis, it has silently been cancelled. – AI/LM community discussion.

Domain-grounded coding agents vs. general-purpose ones (Copilot, Claude Code) — what are you seeing?

Curious what people are seeing with domain-grounded coding agents vs. general-purpose ones (Copilot, Claude Code, etc.) for data/ML work specifically. The pitch from the vertical tools (Databricks' Genie Code is the one I've used) is that grounding in your actual schema/lineage/governance layer bea….

Your Agents Are Code. Stop Governing Them Like Documents.

Your Agents Are Code. Stop Governing Them Like Documents. is a technology signal with supporting context: Community Pulse | r/artificial | verification: community_signal.

how do you all decide which of your AI agents actually get access to real stuff?

ok so I have gone back and forth on this like three times now and still don't think I've actually landed on an answer. I have got a couple agents running for real, one drafts replies to stuff, one pokes through logs and flags weird things. those are fine, I don't really care if they mess up a littl….

What has crypto actually proven if the agent also supplied the premises?

(disclosure: i maintain the open-source project this came up in. link at the end. the question stands on its own.) we hit a trust-boundary problem while building a deterministic authorization layer for agents, and i think it generalizes. an engine can strongly protect its verdict: signed authorizat….

What has been the biggest production bottleneck for your AI agents?

Building an agent that works in a controlled demo is one thing; keeping it reliable in production is another. For those who have actually deployed AI agents, what has caused the most problems? Tool/API reliability? Context management? Memory? Authentication and permissions? Evaluation? Hallucinatio….

Filtering out “[LLM] sucks”

I understand there are a million variations on this theme, but it feels like half of my timeline is people coming on here to complain that this or that LLM sucks. Honestly, I don’t care. Everyone has a different experience. I would like to be able to filter out any of these posts. I don’t care whet….

Three ways my grouped train/test split leaked anyway…

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• 💬 1

I spent two weeks building a computer vision component to estimate how full a plastic container is… Context: Dev.to – AI/ML.

Verification: community signal; use the linked source as context, not final confirmation.

CVE-2026-8037: Progress LoadMaster Command Injection Vulnerability

CVE-2026-8037: Progress LoadMaster Command Injection Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.

Verification: cisa kev confirmed.

CVE-2026-63077: JetBrains TeamCity Deserialization of Untrusted Data Vulnerability

CVE-2026-63077: JetBrains TeamCity Deserialization of Untrusted Data Vulnerability is an AI signal; evaluate model capability, data requirements, cost, and operational limits.

Verification: cisa kev confirmed.

CVE-2026-18556: N-able N-central Authentication Bypass Using an Alternate Path or Channel Vulnerability

CVE-2026-18556: N-able N-central Authentication Bypass Using an Alternate Path or Channel Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.

Verification: cisa kev confirmed.

Stop using the localStorage hack to sync browser tabs. BroadcastChannel does it natively.

• ♥ 33
• 💬 6

When a user logs out in one tab, the other tabs should follow. When they update their cart, every… Context: Dev.to – Javascript.

LadybirdBrowser/ladybird

• ★ 65.1k
• ⮂ 3,113

Truly independent web browser. Github trending; browser, browser-engine; bsd-2-clause license.

NanmiCoder/MediaCrawler

• ★ 60.7k
• ⮂ 11.9k

小红书笔记 | 评论爬虫、抖音视频 | 评论爬虫、快手视频 | 评论爬虫、B 站视频 ｜ 评论爬虫、微博帖子 ｜ 评论爬虫、百度贴吧帖子 ｜ 百度贴吧评论回复爬虫 | 知乎问答文章｜评论爬虫. Github trending.

Meta will open source their Muse Spark 1.2 and Muse Glimmer 30B

https://preview.redd.it/jt5idx0u0jih1.png?width=960&format=png&auto=webp&s=170a37be6d0e2d4814a7d9bcc97f23c90ffe9bb0 Meta will open source their Muse Spark 1.2 and Muse Glimmer 30B The biggest open weights since Llama 4 & 3 from MSL submitted by /u/insumanth.

Relying on Go

Reusing Go's tooling and standard library for a systems language. Context: Lobste.rs – Programming.

Restate's Single Binary vs Temporal's Cluster: When the Lighter Engine Wins

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• 💬 32

Here is a bet that will save you a lot of arguing: pick your durable execution engine on what you… Context: Dev.to – DevOps.

GitHub doesn't retry webhooks. So I gave my tunnel a database.

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Built solo over a weekend for the WeMakeDevs × Zerops challenge. There's a live gateway you can poke… Context: Dev.to – Webdev.

How We Pushed CDC into Postgres

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• 💬 13

Discover Snowflake Postgres Mirroring. Learn how push-based change data capture delivers transactional replication to your data lake with zero lag.

Same AWS Error, Two Answers: I Built a Tool That Stops Guessing at IAM

• ♥ 1

Ciao Amici 👋 Let me start with a confession. Every time I hit an AccessDenied in AWS, I do the same… Context: Dev.to – Aws.

Firefox Containers Preview

Try the Firefox Containers preview in Firefox 153. Separate work, personal and other browsing without installing an add-on.

IBM i (OS/400) The Database Operating System

The IT world is changing rapidly – we keep up with it! IBM i, AIX, Linux, DevOps, and modern automation. Knowledge and experience in one place! Context: Lobste.rs – Systems.

Remix

Your whole team, experimenting on the real product. Remix lets any team member spin up a variant of your actual product: a safe, sandboxed copy you shape by prompting. No setup, no risk to production. Explore ideas side by side as a team. Like where two variants are headed? Drag one into the other to merge them. When… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Vidaya

Vidaya turns your wearable data, labs, and habits into a real Healthspan score and a personalized longevity plan. Built by founders tired of dashboards that show numbers but never tell you what to actually do next. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Gutta

Gutta is a tiny, keyboard-first task list for the Mac menu bar. Press ⌘⇧Space, type tasks the way you say them, and get back to work. It understands natural dates and times, turns semicolon-separated input into multiple tasks, and schedules local reminders. Everything is stored on your Mac, with optional sync through… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

radiusHQ

Your services, prices, calendar, payments, and reminders — all in one beautiful page. Clients book in 30 seconds. You set it up in 10 minutes. Team plans cover up to 10 pros with fair-load routing, no per-seat pricing. Setup takes 10 minutes. Free tier available. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

I Know the Recipe. I Miss the Winter Kitchen.

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• 💬 12

This is a submission for Frontend Challenge – Comfort Food Edition, CSS Art. …

Taxi drivers rarely die of Alzheimer's

• ▲ 307
• 💬 216

Working with and living in spatially complex environments may help delay cognitive decline, though more research is needed.

What Happened to HackerOne?

• ▲ 265
• 💬 129

High-engagement technical discussion worth reviewing for practical implications.

Cool URIs Don't Change (1998)

• ▲ 249
• 💬 61

High-engagement technical discussion worth reviewing for practical implications.

Backend Engineer (Me) Ships a Browser Game With One Unintentional System Requirement: My Monitor

• ♥ 19
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This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. Prefer…

Rasa Kenangan — Immersive Scroll Narrative Landing Page

• ♥ 14
• 💬 7

Rasa Kenangan — Simfoni Makanan Rumahan "Kenangan dimasak pelan-pelan." A complete… Context: Dev.to – Devchallenge.

Run Android ARM64 VR APKs on Apple Vision Pro

• ▲ 105
• 💬 11

JIT-less relinker and compatibility layer for running Quest/Android XR APKs on visionOS and macOS – shinyquagsire23/Klepton.

Tuxedo No. 2 – Cocktail recipes

• ▲ 102
• 💬 34

Your drinking guide with cocktail recipes by spirit, ingredient, and season.

Exploring Sentry: Reducing Load Time 🐢

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This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. 🟣 It took a little… Context: Dev.to – Web Dev.

Cpynet a pastebin you talk to with curl, that forgets everything you send it

• ♥ 3

A zero-dependency, single-file Go pastebin built for terminals — burn-after-read by default, two… Context: Dev.to – Go.

An invisible character broke a security patch. Then it broke my review. Then it broke my review of the fix.

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U+2028 as a case study in why you must byte-verify your own artifacts, not just other people's diffs. Context: Dev.to – Programming.

Testing HL7-to-FHIR Pipelines Without a Hospital: Mocking HAPI FHIR with respx

• ♥ 1

You can't spin up a maternity ward in CI. But you can get 274 tests and 90% coverage without… Context: Dev.to – Testing.

Why billion-dollar robotics startups are obsessed with folding laundry

Why billion-dollar robotics startups are obsessed with folding laundry is a technology signal with supporting context: Community Pulse | r/artificial | verification: community_signal.

Toggles Considered Harmful

ignore the code: Toggles Considered Harmful August 9, 2026 Toggles Considered Harmful I just read this post from Marcin Wichary's Unsung, where he points out a peculiar macOS dialog box that shows boolean toggles in four different shades of grey: Marcin offers some improvements,…

Who Should Pay For Source Code Availability?

Who Should Pay For Source Code Availability? is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.

IRC technology news from the first half of 2026

Technical summaries of developments in IRC software and protocol specifications during the first half of 2026.

nixpkgs-multiverse: every version that ever existed

Enter the Nixpkgs multiverse. All the versions that ever existed, all in one place.

Mea Culpa – Dark Hours

Mea Culpa – Dark Hours is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.

Tracking down a Zsh history data loss bug

Tracking down a Zsh history data loss bug 🐞 – Michael Stapelberg Tracking down a Zsh history data loss bug 🐞 published 2026-08-09 in tag debug Table of contents For many years, I sometimes discovered that commands I was sure I had run were no longer present in my Z shell history…

How do programming languages impact token efficiency and correctness?

How do programming languages impact token efficiency and correctness? is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Programming.

I got an email about resistance

I got an email about resistance is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Programming.

Light/Dark/System Theme Setting Design

Light/Dark/System Theme Setting Design – 10 Aug 2026 03:30 UTC Vale.Rocks Micros View on the Fediverse View on Bluesky Lea Verou published a post titled ‘ Dark mode toggles: two states are enough ’, discussing the UX of light-dark toggles. Context: Lobste.rs – Systems.

I think the vibecoding tag has gotten out of hand

I think the vibecoding tag has gotten out of hand is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Programming.

Fast Haskell Scripts on GitHub Actions

We make Haskell scripts run much faster on GitHub Actions by caching a compact bundle of the compiled executable across runs.

Preserve Component State in Vue with KeepAlive

When building Vue applications, we often switch between different components like tabs, multi-step… Context: Dev.to – Performance.