Applied AI Signals

Mehran builds and operates applied AI systems for communication, automation, and domain workflows. This publication shares strategic field notes, technical breakdowns, and product experiments that turn emerging AI signals into practical business leverage.

Latest Blog Posts

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Long-form applied AI briefs, implementation notes, and product direction updates.

Video Signals

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Coding AI: Today we re announcing Factory 2 0 from

Factory

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Today, we're announcing Factory 2.0: from coding agents to software f…

Coding AI: Defensive Clinic Morocco vs Brazil Flexible 4 4

Ziad Benyounes

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: 🎬 Defensive Clinic: Morocco vs Brazil 🇲🇦🇧🇷 ⚙️ Flexible 4-4-2 mid…

Coding AI: Introducing Generative UI for Claude Code Codex and

Chris Tate

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Introducing Generative UI for Claude Code, Codex and Pi Charts, forms…

Coding AI: MediaPipe Python I ve got a great idea

Eren Chen

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: MediaPipe + Python. I've got a great idea 😅 https://t.co/iSameOjCzZ.…

Coding AI: When you realize that making biweekly mortgage payments

Darrell Aden

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: When you realize that making biweekly mortgage payments on a $400,000…

3D & Gaussian Splatting: What if you could turn any number of

Antoine Guédon

3D methods are useful when render quality and runtime budget are both production-viable. Signal: What if you could turn any number of photos (3, 8, 15, or even 60) into …

LLMs & Reasoning: Anyone telling you AI can one prompt motion

leo

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: Anyone telling you AI can one-prompt motion videos is bu…

Agents & Automation: Hermes Agent now support this out of the

Shubham Saboo

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: Hermes Agent now support this out-of-the-box in Telegram. This …

Agents & Automation: If you need AI to do a search

antirez

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: If you need AI to do a search for you in the real world, ds4-ag…

Computer Vision: basketball computer vision RF DETR player number ball

SkalskiP

Vision value comes from decision quality under edge cases, not average-case demos. Signal: basketball + computer vision - RF-DETR - player, number, ball, basket detectio…

Coding AI: Indoor scene using my three js SSR denoiser

0beqz

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Indoor scene using my three.js SSR denoiser Glossy reflections in rea…

Coding AI: Is this what Turkey needed to do to

Yahalom Triki

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Is this what Turkey needed to do to win the match?🤔 -Australia: Comp…

Coding AI: Example of what I mentioned below in a

Dom

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Example of what I mentioned below in a previous tweet in regards to A…

Coding AI: Netherlands using the concept minimum width

Gaurav

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Netherlands using the concept 'minimum width' https://t.co/g8dZQd7FAJ…

Coding AI: Website we built for Conductor AI Backed by

Kyle Anthony Miller

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Website we built for Conductor AI. Backed by A16Z. Design: Figma Anim…

Articles & Tutorials

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3D & Gaussian Splatting: github.io - What if you could turn any number of

Antoine Guédon

3D methods are useful when render quality and runtime budget are both production-viable. Signal: What if you could turn any number of photos (3, 8, 15, or even 60) into one clean 3D surface (pts & mesh) with Flow Matching? Ch…

Article10 min read
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Coding AI: krackeddevs.com - I made another one Make pemium generative art

Danial

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: I made another one 😎 Make pemium generative art, rendered live on your browser No server. No account. No upload. Drag a few slid…

Article10 min read
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Coding AI: Xiaomi just dropped a FREE CLAUDE CODE with

monokern

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Xiaomi just dropped a FREE CLAUDE CODE with memory that actually persists between sessions and nobody is talking about it MiMo Co…

Article10 min read
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Coding AI: vercel.app - Taktik Paneli şimdi 6 dil desteği ile yayında

Cüneyt Alibeyoğulları

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: https://t.co/ISIq9ZoHdF Taktik Paneli şimdi 6 dil desteği ile yayında. (umarım doğru çeviriyordur😅) 🇹🇷🇬🇧🇪🇸🇮🇹🇫🇷🇩🇪 htt…

Article10 min read
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Agents & Automation: In twelve months EVERY company will be running

ericosiu

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: In twelve months, EVERY company will be running a Company Brain. The teams who build it this year will spend the next year …

Article10 min read
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Coding AI: telegram.org - We now support rich formatting for all chatbots

Pavel Durov

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: We now support rich formatting for all chatbots. Tables, nested lists, inline media, formulas, headers and more — right in Telegr…

Article10 min read
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Coding AI: github.io - Added export support for 3mf for 3D printer

ǝɥǝ⅄

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Added export support for .3mf for 3D printer slicers. Now you can one shot export and 3D print Aruco/April tags, charuco board, a…

Article10 min read
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Agents & Automation: stackai.com - your agent can search Twitter Reddit and GitHub

Isra

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: your agent can search Twitter, Reddit, and GitHub for free - zero API keys, zero billing 😳 agent-reach is trending on gith…

Article10 min read
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3D & Gaussian Splatting: co.uk - We ve got this incredible feature on the

Umir Irfan

3D methods are useful when render quality and runtime budget are both production-viable. Signal: We've got this incredible feature on the BBC through the World Cup. For games the BBC cover, you can watch the games live (or back) …

Article10 min read
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3D & Gaussian Splatting: modelinghappy.com - Mint 画像1枚から家具や小物を自動抽出して個別に3D化できるAI対応WEBサービス 1枚の部屋の画像を読み込むと その部屋にあるアセットが1枚ずつ画像が生成され…

ModelingHappy

3D methods are useful when render quality and runtime budget are both production-viable. Signal: Mint – 画像1枚から家具や小物を自動抽出して個別に3D化できるAI対応WEBサービス https://t.co/gXzfoBKENy 1枚の部屋の画像を読み込むと、その部屋にあるアセットが1枚ずつ画像が生成され、さらにそれぞれ分けて3D化する事が可能で、Bl…

Article10 min read
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Agents & Automation: google.com - This is really big news Google introduced the

Marie Haynes

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: This is really big news. Google introduced the Open Knowledge Format (OKF) - a standardized way to store information in a d…

Article10 min read
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3D & Gaussian Splatting: github.io - Introducing World Tracing Generative pixel aligned geometry beyond

Hao Zhang

3D methods are useful when render quality and runtime budget are both production-viable. Signal: Introducing World Tracing Generative pixel-aligned geometry, beyond the visible. Faithful to your pixels. Complete in 3D. One image …

Article10 min read
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Agents & Automation: Anthropic Managed Agents team Fable 5 is our

Codez

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: Anthropic Managed Agents team: "Fable 5 is our best model for running self-improving agent systems. Add /loops, dynamic wor…

Article10 min read
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3D & Gaussian Splatting: arcway.ai - We re launching Bridge today An AI engine

Caleb Barclay

3D methods are useful when render quality and runtime budget are both production-viable. Signal: We're launching Bridge today 🌉 An AI engine that builds virtual homes. Blueprint in, walkable home out. Every plan, every option, s…

Article10 min read
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Agents & Automation: langchain.com - What are loops and how do you build

Caspar Broekhuizen

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: What are loops, and how do you build one? A "loop" is the repeated process where some event or input kicks off an action. F…

Article10 min read
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Bookmark Stream

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Factory

@FactoryAI2026-06-15

"Today, we're announcing Factory 2.0: from coding agents to software factories. https://t.co/yBbirv4Ik9"
Coding AI

Ziad Benyounes

@ziad_benyounes2026-06-15

"🎬 Defensive Clinic: Morocco vs Brazil 🇲🇦🇧🇷 ⚙️ Flexible 4-4-2 mid/low block 🧱 Central compactness forcing wide play 🧮 Constant +1 wide overloads on wingers 🪤 Suffocating touchline traps on the flanks 👥Front two cover shadows isolating midfielders Pure tactical discipline…"
Coding AI

herdr

@herdrdev2026-06-15

"herdr 0.7.0 is out, and it's a major one: it introduces plugins! the idea is simple: herdr stays lean, and everything custom gets extended through plugins. shareable, scoped, built however you want, to fit your own flow. with this release we're also shipping a few examples of wh…"
Agents & Automation

Chris Tate

@ctatedev2026-06-15

"Introducing Generative UI for Claude Code, Codex and Pi Charts, forms, 3D, anything Your agent renders real UI for users while it works in a sandbox Powered by AI SDK's experimental HarnessAgent + json-render https://t.co/9fAWSbNX9k"
Coding AI

Eren Chen

@ErenChenAI2026-06-15

"MediaPipe + Python. I've got a great idea 😅 https://t.co/iSameOjCzZ"
Coding AI

konstantinpaulus

@konstipaulus2026-06-15

"Launching text-to-lottie v1.0.0 (stable) A framework for generating production ready Lottie animations with Claude Code and Codex. What’s new: - Multi-project, multi-scene support - Drag-and-drop Lottie file import - Complete UI rewrite Now at 2.8k GitHub stars (MIT licensed) Tr…"
Coding AI

Darrell Aden

@darrelltalksfi2026-06-15

"When you realize that making biweekly mortgage payments on a $400,000 mortgage saves you $47,000 in interest and cuts 5 years off your loan without changing how much you pay each month. https://t.co/kKDHtUFLSB"
Coding AI

Antoine Guédon

@antoine_guedon2026-06-15

"What if you could turn any number of photos (3, 8, 15, or even 60) into one clean 3D surface (pts & mesh) with Flow Matching? Check out our new work, Surflo: Consistent 3D Surface Flow Model with Global State. 🧵 1/n 🔗https://t.co/lBcJRgpfdg https://t.co/BwYSh27IOw"
3D & Gaussian Splatting

Matt Pocock

@mattpocockuk2026-06-15

"Here are my 7 phases of AI-powered development. I've been thinking that the pre-PRD phase needs more structure. You need to figure out the shape of the design tree first, before then walking down it with higher-fidelity prototypes. In other words, /grill-with-docs needs to chang…"
Coding AI

leo

@leomeethewoo2026-06-15

"Anyone telling you AI can one-prompt motion videos is bullshitting you Here's what it really takes to produce this kind of work: - Ideation: we have multiple people with years of editing and animation experience come up with ideas, pacing etc - Design: each animation gets design…"
LLMs & Reasoning

Shubham Saboo

@Saboo_Shubham_2026-06-14

"Hermes Agent now support this out-of-the-box in Telegram. This is what 10x Agent user experience looks like. https://t.co/5Rmu4eJjZZ"
Agents & Automation

antirez

@antirez2026-06-14

"If you need AI to do a search for you in the real world, ds4-agent is basically SOTA, because it can access the web sites without any limitations given that it uses your local Chrome browser (no, not in headless mode, that's the trick...), and DeepSeek v4 is great at search. htt…"
Agents & Automation

SkalskiP

@skalskip922026-06-14

"basketball + computer vision - RF-DETR - player, number, ball, basket detection - SAM3 - player tracking - SigLIP2, UMAP, K-Means - team clustering - GLM-OCR - number recognition https://t.co/1UdGDCMst8"
Computer Vision

0beqz

@0beqz2026-06-14

"Indoor scene using my three.js SSR denoiser Glossy reflections in real time has always been a hard challenge. Here, it's using a recurrent denoiser and a special temporal reprojection pass with hit point reprojection. Publishing soon, just need to clean it up for a PR 👀 https:/…"
Coding AI

Yahalom Triki

@yahalomtriki2026-06-14

"Is this what Turkey needed to do to win the match?🤔 -Australia: Compact 541 block the center. -Turkey: Forced play centrally 16 long-range shots out of 29 The Flanks: When Turkey finally played wide to cross, spaces opened in the box #football #worldcup #Turkiye #FootballTactic…"
Coding AI

GitHub Repos

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A selected stack of open-source tools, frameworks, and reference repos I actively track, test, and apply.

a-stock-data

simonlin1212

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: 终于有人把 A 股 + 美港股 免费数据源彻底打通了! 两个极其硬核的GitHub开源项目,把原本散落在几十个源头的原始数据源,全部整合成一套 AI 直接能用的完整数据仓库。 从此,彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。…

llmllmagents

global-stock-data

simonlin1212

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: 终于有人把 A 股 + 美港股 免费数据源彻底打通了! 两个极其硬核的GitHub开源项目,把原本散落在几十个源头的原始数据源,全部整合成一套 AI 直接能用的完整数据仓库。 从此,彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。…

llmllmagents

ponytail

DietrichGebert

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: A dev got so frustrated watching his AI agent write 500 lines for a 5-line problem that he built a fix. He called it Ponyta…

agentsagentscoding

skills

samirpatil2000

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: Cool — we actually built something similar as an open-source skill using OpenCode CLI. Same idea: fan out to multiple models in p…

codingcoding

improve

shadcn

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: In light of what happened, I'm doubling down on skills like /improve. A frontier model got pulled. If it happened on…

llmllm

knowledge-catalog

GoogleCloudPlatform

Automation is valuable when the workflow is reliable and measurable, not when the demo is flashy. Signal: This is really big news. Google introduced the Open Knowledge Format (OKF) - a standardized way to store information in a d…

agentsagents

effective-html

plannotator

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: 给编码智能体用的 HTML 技能,专门生成简洁的架构图、计划页和视觉文档。 https://t.co/rrYGQlWbYJ effective-html 是一套给智能体用的 HTML 技能,专门做自包含的、好看的 HTML 交付物。三个子技能:html 做通…

codingcoding

coreai-models

apple

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: Apple finally did it. Its new framework, Core AI, runs models entirely on Apple silicon, so inference happens on the…

llmllmcodingroboticsvision

hyperframes

heygen-com

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: we often get asked, how to uplevel my @HyperFrames_ video so we open sourced 10 frame.md templates: https://t.co/2ngJFSywOz i gav…

codingcoding

ag-coder

yoheinakajima

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: two things ready to share from this weekend: 📖 https://t.co/pIdHrboM9i interactive site teaching activegraph concepts blog: http…

codingcodingagents

cadgenbench

huggingface

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: Introducing CADGenBench: measure how well AI systems produce engineering-grade 3D parts! While current models can ge…

llmllmthree_d

skills

mattpocock

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: /teach is live Learn anything, from rubik's cube to vocal harmonies to software fundamentals. npx skills add mattpocock/skills --…

codingcoding

Code-as-Room

YxuanAr

Model selection should start from latency, cost, and integration constraints rather than benchmark hype. Signal: Code-as-Roomを試し中 シーン生成でGPTなどのクラウドLLMのみを用いて、画像からフェーズ分けでblenderのコードを生成する手法。 クラウドLLMのみでテクスチャ含めけっこう生成できるのすごい。 https://t.…

llmllmcodingrobotics

supervision

roboflow

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: supervision just hit 40,000 GitHub stars! it now powers over 6.5k open-source computer vision projects, including all my demos li…

codingcodingvision

better-shot

KartikLabhshetwar

Developer AI gains matter when they reduce lead time without increasing production defects. Signal: CleanShot X is great. The subscription isn't. So I rebuilt BetterShot from the ground up native Swift, zero web views, zero tauri…

codingcoding

Updated 2026-05-31 by Mehran Mozaffari.