Avid

@Av1dlive • 23,181 subscribers

I write, read and build | I normie-maxx | building harness-agnostic memory for ai agents

Shorts

THIS IS HOW FABLE 5 MOVES WHEN YOUR VAULT IS BUILT RIGHT direct path. zero wandering. hits the target on the first try. without structure it's the opposite. 7 files opened. 2 minutes wasted. brief from 3 months ago still missing. one index file per major folder. gives the agent a direct line to what it needs. same task dropped from 2 minutes to 10 seconds. same model. nothing else changed. build the path or watch it search in the dark. full breakdown in the article below ↓

THIS IS HOW FABLE 5 MOVES WHEN YOUR VAULT IS BUILT RIGHT direct path. zero wandering. hits the target on the first try. without structure it's the opposite. 7 files opened. 2 minutes wasted. brief from 3 months ago still missing. one index file per major folder. gives the agent a direct line to what it needs. same task dropped from 2 minutes to 10 seconds. same model. nothing else changed. build the path or watch it search in the dark. full breakdown in the article below ↓

907,761 просмотров

holy sh*t this is f**king dangerous i just figured out how to run Opencode in Codex It has Deepseek V4 Flash which replaces Opus 5 at 1/4th price You can get 10,000 request in only $10/month along with Kimi K3 and Qwen 3.5 Max [here is how you set it up] 1. install the 'codex-router' 2. Put in the Opencode Go API key 3. Done that's it Save this no matter what. This will be the best thing you do this week

holy sh*t this is f**king dangerous i just figured out how to run Opencode in Codex It has Deepseek V4 Flash which replaces Opus 5 at 1/4th price You can get 10,000 request in only $10/month along with Kimi K3 and Qwen 3.5 Max [here is how you set it up] 1. install the 'codex-router' 2. Put in the Opencode Go API key 3. Done that's it Save this no matter what. This will be the best thing you do this week

117,270 просмотров

people are building $100M company using 0 humans not even a single human. we are fully replaced here's how > they will use paperclip >allows to create org charts by spawning subagents >works with Claude Code, codex and even cursor the future is fully agentic companies. most people will bookmark and leave. don't be them^^

people are building $100M company using 0 humans not even a single human. we are fully replaced here's how > they will use paperclip >allows to create org charts by spawning subagents >works with Claude Code, codex and even cursor the future is fully agentic companies. most people will bookmark and leave. don't be them^^

550,089 просмотров

this is the next $100B opportunity in ai , most will miss it's harness engineering what this agentic engineer reveals is insane >The model is almost irrelevant. The harness is everything >every failure is a signal about what the environment needs. >when agent throughput far exceeds human attention, corrections are cheap and waiting is expensive most people will ignore and bookmark. be different.

this is the next $100B opportunity in ai , most will miss it's harness engineering what this agentic engineer reveals is insane >The model is almost irrelevant. The harness is everything >every failure is a signal about what the environment needs. >when agent throughput far exceeds human attention, corrections are cheap and waiting is expensive most people will ignore and bookmark. be different.

497,726 просмотров

life when you understand how to win like elon musk you start using game theory and constructing your own reality

life when you understand how to win like elon musk you start using game theory and constructing your own reality

219,592 просмотров

Videos

Anya Rossi

sweetdream.ai

SweetDream.ai•Sponsored•Livecam

Watch Anya Live

Anya is streaming live right now! Join her private show and enjoy exclusive content.

Exclusive private shows

1.2k viewers online

Private Show

Join now for exclusive access

Free preview available • Premium content

holy sh*t this is f**king insane I cancelled my $200/mo Claude for this I replaced opus 5 with deepseek v4-flash and someone figured out to how to use them as subagents on codex [it takes 3 mins to set up here is how] 1. install this repo called 'model-router' 2. toggle subagent models > 'all selected models' 3. that's it

holy sh*t this is f**king insane I cancelled my $200/mo Claude for this I replaced opus 5 with deepseek v4-flash and someone figured out to how to use them as subagents on codex [it takes 3 mins to set up here is how] 1. install this repo called 'model-router' 2. toggle subagent models > 'all selected models' 3. that's it

409,238 просмотров • 6 дней назад

holy shit this is a f**king gold mine I replaced opus 5 with deepseek v4-flash, it's basically free and someone figured out a way to run it's subagents as a self-improving loop inside codex [the setup takes 2 mins here is how] 1. clone the repo 'codex-self-imrpoving-loop' 2.give the '3 loop workflow' image to your agent 3. voila you are done save this no matter what. it'll be the most productive thing you do this week

holy shit this is a f**king gold mine I replaced opus 5 with deepseek v4-flash, it's basically free and someone figured out a way to run it's subagents as a self-improving loop inside codex [the setup takes 2 mins here is how] 1. clone the repo 'codex-self-imrpoving-loop' 2.give the '3 loop workflow' image to your agent 3. voila you are done save this no matter what. it'll be the most productive thing you do this week

125,520 просмотров • 4 дней назад

this is f**king dangerous someone just figured out how to get fable 5 reasoning in opus 4.8 with one prompt you have less than 24 hours to set this up as this takes away 20% of your usage limit here is how: 1) Paste the prompt and ask it to "make an operating manual" 2) Create a New Claude Project and "Add this .md in Project instructions 3) Use Opus 4.8 High/Max and now you have Fable 5 reasoning at 1/5th the price save and bookmark it no matter what

this is f**king dangerous someone just figured out how to get fable 5 reasoning in opus 4.8 with one prompt you have less than 24 hours to set this up as this takes away 20% of your usage limit here is how: 1) Paste the prompt and ask it to "make an operating manual" 2) Create a New Claude Project and "Add this .md in Project instructions 3) Use Opus 4.8 High/Max and now you have Fable 5 reasoning at 1/5th the price save and bookmark it no matter what

949,009 просмотров • 1 месяц назад

Eric Schmidt (ex-Google CEO): “if you really want to make money, it’s actually easy. found an agentic AI company.” spoiler: the supply of builders is tiny. the demand is enormous. this guy is literally giving away the exact 2026 playbook to build and sell AI automations to make $10k/mo bookmark and start this weekend

Eric Schmidt (ex-Google CEO): “if you really want to make money, it’s actually easy. found an agentic AI company.” spoiler: the supply of builders is tiny. the demand is enormous. this guy is literally giving away the exact 2026 playbook to build and sell AI automations to make $10k/mo bookmark and start this weekend

2,783,972 просмотров • 3 месяцев назад

Anthropic's applied AI team just showed how to actually prompt Claude properly. 24 minutes. free. from the people who built it. watch the workshop. bookmark it. you've been prompting Claude for months without the 6 elements. I built a skill that applies them for you. read the guide below.

Anthropic's applied AI team just showed how to actually prompt Claude properly. 24 minutes. free. from the people who built it. watch the workshop. bookmark it. you've been prompting Claude for months without the 6 elements. I built a skill that applies them for you. read the guide below.

1,728,205 просмотров • 3 месяцев назад

Fable 5 is here to stay in Claude Code till July 12th so this guy just mapped the entire fable 5 agentic workflows into 9 diagrams > the daily loop, trust ledger, standing goals + the 4 optional loops > every one flow-mapped, numbered, editable in excalidraw > each paired with the exact script that runs it and the check that proves it worked plus it's free... all you do is send these screenshots to Claude: save and bookmark this no matter what

Fable 5 is here to stay in Claude Code till July 12th so this guy just mapped the entire fable 5 agentic workflows into 9 diagrams > the daily loop, trust ledger, standing goals + the 4 optional loops > every one flow-mapped, numbered, editable in excalidraw > each paired with the exact script that runs it and the check that proves it worked plus it's free... all you do is send these screenshots to Claude: save and bookmark this no matter what

426,609 просмотров • 1 месяц назад

the anthropic claude for finance lecture is the best free hour in quant AI right now. bookmark & watch today. It's the most valuable 1 hour in quant AI right now. Then read article below.

the anthropic claude for finance lecture is the best free hour in quant AI right now. bookmark & watch today. It's the most valuable 1 hour in quant AI right now. Then read article below.

813,216 просмотров • 2 месяцев назад

You can build an AI second brain in 15 minutes. No coding experience needed. no $1000 course [Here is how you can do it in 5 mins:] Step 1: Download Claude Desktop. Step 2: Download Obsidian Desktop. Step 3: Create a new vault and start dropping .MD files into it. Step 4: Tell Claude Code to connect directly to your vault using Andrej Karpathy's prompt: That is it. Your entire knowledge base becomes searchable, connectable, and queryable by the most powerful AI model on earth. Every note you have ever written. Every idea you have ever captured. Every resource you have ever saved. Claude can now read all of it, find connections you missed, and surface insights from your own thinking that you forgot you had. Most people are using Claude as a search engine. The people building second brains with it are using it as an intelligence layer on top of everything they know. The gap between those two use cases is the gap between asking Google a question and having a research partner who has read everything you have ever written. Bookmark this. Build it tonight.

You can build an AI second brain in 15 minutes. No coding experience needed. no $1000 course [Here is how you can do it in 5 mins:] Step 1: Download Claude Desktop. Step 2: Download Obsidian Desktop. Step 3: Create a new vault and start dropping .MD files into it. Step 4: Tell Claude Code to connect directly to your vault using Andrej Karpathy's prompt: That is it. Your entire knowledge base becomes searchable, connectable, and queryable by the most powerful AI model on earth. Every note you have ever written. Every idea you have ever captured. Every resource you have ever saved. Claude can now read all of it, find connections you missed, and surface insights from your own thinking that you forgot you had. Most people are using Claude as a search engine. The people building second brains with it are using it as an intelligence layer on top of everything they know. The gap between those two use cases is the gap between asking Google a question and having a research partner who has read everything you have ever written. Bookmark this. Build it tonight.

469,325 просмотров • 1 месяц назад

IBM just dropped a 100% free 1-hour course on mastering Graph Engineering from scratch. this is the clearest breakdown of graph memory and multi-agent orchestration you'll find anywhere : • 00:00 - Introduction to knowledge graphs • 05:35 - Building your first agentic graph • 19:59 - Agentic memory powered by graphs • 30:39 - Graphs for multi-agent orchestration it replaces 10 paid courses on agentic engineering. watch it today, then read the article below on how to become a knowledge graph engineer ↓

IBM just dropped a 100% free 1-hour course on mastering Graph Engineering from scratch. this is the clearest breakdown of graph memory and multi-agent orchestration you'll find anywhere : • 00:00 - Introduction to knowledge graphs • 05:35 - Building your first agentic graph • 19:59 - Agentic memory powered by graphs • 30:39 - Graphs for multi-agent orchestration it replaces 10 paid courses on agentic engineering. watch it today, then read the article below on how to become a knowledge graph engineer ↓

156,591 просмотров • 18 дней назад

this is f**king dangerous a free github repo with 4.8K stars just dropped the entire "loop engineering" framework for trading agents. 12 steps to build a self-running quant desk: strategy intent → market data → signals → trading agent → verify → refine → rerun. save and bookmark no matter what

this is f**king dangerous a free github repo with 4.8K stars just dropped the entire "loop engineering" framework for trading agents. 12 steps to build a self-running quant desk: strategy intent → market data → signals → trading agent → verify → refine → rerun. save and bookmark no matter what

356,008 просмотров • 1 месяц назад

in 15 minutes, 2 Senior Staff Engineers at Airbnb gave a Live Lecture on Agentic Coding Airbnb already shipped one of the most ambitious LLM-agent migrations in production. Tonight two of their senior engineers shows how they actually build with agents in 2026. Most builders are guessing. These guys ship. bookmark & watch this.then read the complete article below.

in 15 minutes, 2 Senior Staff Engineers at Airbnb gave a Live Lecture on Agentic Coding Airbnb already shipped one of the most ambitious LLM-agent migrations in production. Tonight two of their senior engineers shows how they actually build with agents in 2026. Most builders are guessing. These guys ship. bookmark & watch this.then read the complete article below.

731,424 просмотров • 3 месяцев назад

Cursor pays engineers $1,100,000 a year to run teams of AI agents that ship code while they sleep. [The CEO of Cursor explained in 9 minutes how they ship at 100x speed using team of agents] ↓ Save this before everyone copies the playbook 1. Engineers no longer babysit one assistant. They manage dozens of agent colleagues working in parallel, each on its own remote machine 2. Validation contract before code, not after. Humans only at scoping and review. 3. The agent team handles the full loop : planning, coding, testing, shipping PRs with each agent specialised for a role. Watch the guide. Then read the guide below by Khairallah AL-Awady

Cursor pays engineers $1,100,000 a year to run teams of AI agents that ship code while they sleep. [The CEO of Cursor explained in 9 minutes how they ship at 100x speed using team of agents] ↓ Save this before everyone copies the playbook 1. Engineers no longer babysit one assistant. They manage dozens of agent colleagues working in parallel, each on its own remote machine 2. Validation contract before code, not after. Humans only at scoping and review. 3. The agent team handles the full loop : planning, coding, testing, shipping PRs with each agent specialised for a role. Watch the guide. Then read the guide below by Khairallah AL-Awady

636,555 просмотров • 3 месяцев назад

This 16-minute talk by two Anthropic engineers who built Claude Skills will teach you more about building them right than most developers figure out on their own in months. Bookmark this & watch, no matter what. Then read the guide below by Khairallah AL-Awady

This 16-minute talk by two Anthropic engineers who built Claude Skills will teach you more about building them right than most developers figure out on their own in months. Bookmark this & watch, no matter what. Then read the guide below by Khairallah AL-Awady

772,502 просмотров • 4 месяцев назад

holy sh*t this is f**king gold an AI Engineer making $1,500,000 a year just sent me a "Graph Engineering Course" I've never seen on X. translated it to English and instantly understood why it has 4,400 stars on Github [then he gave me the exact blueprint to master graph engineering :] 9 steps: representation → ontology → entity extraction → relations → events → quality gate → fusion → embeddings → memory your agent can traverse I compressed his entire path into a skill. now it's: 1. clone the repo "graph-engineering" 2. hand the skill to Claude 3. done and it teaches you the whole pipeline on your own project no PhD. no complex setup. save and bookmark this no matter what

holy sh*t this is f**king gold an AI Engineer making $1,500,000 a year just sent me a "Graph Engineering Course" I've never seen on X. translated it to English and instantly understood why it has 4,400 stars on Github [then he gave me the exact blueprint to master graph engineering :] 9 steps: representation → ontology → entity extraction → relations → events → quality gate → fusion → embeddings → memory your agent can traverse I compressed his entire path into a skill. now it's: 1. clone the repo "graph-engineering" 2. hand the skill to Claude 3. done and it teaches you the whole pipeline on your own project no PhD. no complex setup. save and bookmark this no matter what

124,599 просмотров • 21 дней назад

this is f**king gold someone just open-sourced a GitHub repo with 2,700+ stars which gave out the entire "loop-engineering" framework for ai agents it lets you: →allows you to manage an entire team of 1000 agents →run auto-research by Andrej Karpathy →Agent-to-agent PR comment loop just you, your AI agents, and full control. this is where one-person businesses are headed. save this for later.

this is f**king gold someone just open-sourced a GitHub repo with 2,700+ stars which gave out the entire "loop-engineering" framework for ai agents it lets you: →allows you to manage an entire team of 1000 agents →run auto-research by Andrej Karpathy →Agent-to-agent PR comment loop just you, your AI agents, and full control. this is where one-person businesses are headed. save this for later.

42,608 просмотров • 7 дней назад

Andrej Karpathy quietly shipped the best second brain idea in years not an app. a pattern. let an llm maintain a wiki of your notes. you dump sources, it reads them, links them, files them. knowledge compounds like interest. someone built it into a free claude code plugin. setup is two commands: claude plugin marketplace add AgriciDaniel/claude-obsidian claude plugin install claude-obsidian@agricidaniel-claude-obsidian then open obsidian, open claude code in the same folder, type /wiki. that's it. your notes are now queryable by claude and they get richer every time you read something. bookmark this. best thing you'll build this weekend.

Andrej Karpathy quietly shipped the best second brain idea in years not an app. a pattern. let an llm maintain a wiki of your notes. you dump sources, it reads them, links them, files them. knowledge compounds like interest. someone built it into a free claude code plugin. setup is two commands: claude plugin marketplace add AgriciDaniel/claude-obsidian claude plugin install claude-obsidian@agricidaniel-claude-obsidian then open obsidian, open claude code in the same folder, type /wiki. that's it. your notes are now queryable by claude and they get richer every time you read something. bookmark this. best thing you'll build this weekend.

338,253 просмотров • 2 месяцев назад

Andrej Karpathy : 10x engineers are normal. real agentic engineers are 100x this guy just shipped the playbook to become 100x context engineering. tool design. orchestrator-subagent. evals. the harness mindset. watch & bookmark it for this weekend

Andrej Karpathy : 10x engineers are normal. real agentic engineers are 100x this guy just shipped the playbook to become 100x context engineering. tool design. orchestrator-subagent. evals. the harness mindset. watch & bookmark it for this weekend

561,358 просмотров • 3 месяцев назад

Elon Musk: "companies that are entirely AI will demolish companies that are not. it won't be a contest." there are two types of people right now: type 1: uses AI to write emails. thinks that's using AI. type 2: runs 1000 agents while they sleep. treats AI like a workforce. ships 100x. type 1 gets destroyed . type 2 is the replacement

Elon Musk: "companies that are entirely AI will demolish companies that are not. it won't be a contest." there are two types of people right now: type 1: uses AI to write emails. thinks that's using AI. type 2: runs 1000 agents while they sleep. treats AI like a workforce. ships 100x. type 1 gets destroyed . type 2 is the replacement

243,060 просмотров • 1 месяц назад

Spacex just bought Cursor for $60 billion. the same day, Kevin Niparko ( Product Lead at Cursor) showed exactly what Elon bet on: "we're moving towards an era of loops and agent systems where agents are going to continue to be working on our behalf at all times" 13 minutes that laid out the next five years of how software gets built: agent swarms + loops. i wrote the full guide on building agent swarms two weeks ago. bookmark it before you need it.

Spacex just bought Cursor for $60 billion. the same day, Kevin Niparko ( Product Lead at Cursor) showed exactly what Elon bet on: "we're moving towards an era of loops and agent systems where agents are going to continue to be working on our behalf at all times" 13 minutes that laid out the next five years of how software gets built: agent swarms + loops. i wrote the full guide on building agent swarms two weeks ago. bookmark it before you need it.

222,361 просмотров • 1 месяц назад

This 24-minute prompting workshop by Anthropic's own applied AI team will teach you more about getting real results from Claude than the last year you spent guessing at prompts. Watch this, no matter what. Then read the 25 prompts below by Khairallah AL-Awady that save you 15 hours every week.

This 24-minute prompting workshop by Anthropic's own applied AI team will teach you more about getting real results from Claude than the last year you spent guessing at prompts. Watch this, no matter what. Then read the 25 prompts below by Khairallah AL-Awady that save you 15 hours every week.

517,106 просмотров • 4 месяцев назад