Aby

408 posts

Aby

Aby

@piprocket

I build. all links 👉 https://t.co/fNICgg7otO

Beigetreten Mayıs 2014
193 Folgt523 Follower
Iran News 24
Iran News 24@IRanMediaco·
BREAKING: Two million barrels of sanctioned Iranian crude oil have arrived in India.
English
764
2.5K
23.9K
1M
Aby
Aby@piprocket·
@karpathy @grok how is this different from Hermes agent with Honcho ?
English
1
0
0
136
Andrej Karpathy
Andrej Karpathy@karpathy·
LLM Knowledge Bases Something I'm finding very useful recently: using LLMs to build personal knowledge bases for various topics of research interest. In this way, a large fraction of my recent token throughput is going less into manipulating code, and more into manipulating knowledge (stored as markdown and images). The latest LLMs are quite good at it. So: Data ingest: I index source documents (articles, papers, repos, datasets, images, etc.) into a raw/ directory, then I use an LLM to incrementally "compile" a wiki, which is just a collection of .md files in a directory structure. The wiki includes summaries of all the data in raw/, backlinks, and then it categorizes data into concepts, writes articles for them, and links them all. To convert web articles into .md files I like to use the Obsidian Web Clipper extension, and then I also use a hotkey to download all the related images to local so that my LLM can easily reference them. IDE: I use Obsidian as the IDE "frontend" where I can view the raw data, the the compiled wiki, and the derived visualizations. Important to note that the LLM writes and maintains all of the data of the wiki, I rarely touch it directly. I've played with a few Obsidian plugins to render and view data in other ways (e.g. Marp for slides). Q&A: Where things get interesting is that once your wiki is big enough (e.g. mine on some recent research is ~100 articles and ~400K words), you can ask your LLM agent all kinds of complex questions against the wiki, and it will go off, research the answers, etc. I thought I had to reach for fancy RAG, but the LLM has been pretty good about auto-maintaining index files and brief summaries of all the documents and it reads all the important related data fairly easily at this ~small scale. Output: Instead of getting answers in text/terminal, I like to have it render markdown files for me, or slide shows (Marp format), or matplotlib images, all of which I then view again in Obsidian. You can imagine many other visual output formats depending on the query. Often, I end up "filing" the outputs back into the wiki to enhance it for further queries. So my own explorations and queries always "add up" in the knowledge base. Linting: I've run some LLM "health checks" over the wiki to e.g. find inconsistent data, impute missing data (with web searchers), find interesting connections for new article candidates, etc., to incrementally clean up the wiki and enhance its overall data integrity. The LLMs are quite good at suggesting further questions to ask and look into. Extra tools: I find myself developing additional tools to process the data, e.g. I vibe coded a small and naive search engine over the wiki, which I both use directly (in a web ui), but more often I want to hand it off to an LLM via CLI as a tool for larger queries. Further explorations: As the repo grows, the natural desire is to also think about synthetic data generation + finetuning to have your LLM "know" the data in its weights instead of just context windows. TLDR: raw data from a given number of sources is collected, then compiled by an LLM into a .md wiki, then operated on by various CLIs by the LLM to do Q&A and to incrementally enhance the wiki, and all of it viewable in Obsidian. You rarely ever write or edit the wiki manually, it's the domain of the LLM. I think there is room here for an incredible new product instead of a hacky collection of scripts.
English
2.8K
6.7K
56.4K
20M
Aby
Aby@piprocket·
@denicmarko callers.io If you are an insurance agent , you need this. Get Calls From People Who Need Insurance Right Now !
English
0
0
0
25
Marko Denic
Marko Denic@denicmarko·
Share your websites. Let's get you some traffic! 🚀
English
774
7
299
38.8K
Aby
Aby@piprocket·
@manoj_ahi Bro today is Sunday. Give it till EOD Monday
English
0
0
0
65
Manoj Ahirwar
Manoj Ahirwar@manoj_ahi·
Just paid my advance tax Roads near my house should get fixed any second now.
English
9
1
21
1.5K
Aby
Aby@piprocket·
@ZsseBeckerkTG Yes TG Becker. Let me Also send you my life savings on telegram
English
0
0
0
11
Alex Becker 🍊🏆🥇
Alex Becker 🍊🏆🥇@ZssBecker·
I was told AI would destroy SaaS at this point. Most SaaS owners I know are up this year. I can fully vibe code anything I want and have made 15 apps. I have canceled zero SaaS products I use. HYROS my SaaS has grown. AI is amazing. The moon vibe boys are drunk.
English
106
35
1K
54.3K
Melvyn • Builder
Melvyn • Builder@melvynx·
If you start an app now, please don't use: 1. Supabase = you will regret it. → use Convex, Neon, Better-Auth instead 2. Clerk = this is the worst choice ever → use Better-Auth instead 3. Supabase Storage or AWS S3 → use Cloudflare R2, this is the cheapest you can have 4. Namecheap: laggy, buggy, boring → use Porkbun or Cloudflare 5. MongoDB = just don't
English
220
83
1.8K
211K
Aby
Aby@piprocket·
Perfect condition for sunk cost fallacy to step in
Shiv Aroor@ShivAroor

ARE ANALYSTS MISSING THE MOST DANGEROUS VARIABLE IN THIS WAR? 🚨 1. An overwhelming amount of analysis right now says the same thing: Iran has the upper hand. It controls the narrative. It holds the cards. Hormuz has become a bargaining chip that has clearly rattled Washington. And Donald Trump, many say, now looks trapped. 2. But there is a growing blind spot in that analysis. It risks forgetting the most basic fact of this conflict: the United States is still the most powerful military machine on the planet. By a margin that is not marginal. 3. This is not a middling power trying to negotiate its way out of a corner. This is a country that can decide to escalate in ways nobody else can match. 4. The second blind spot is the man in the Oval Office. Trump has shown repeatedly that he is unusually resistant to being shaped by events. He reacts to pressure by doubling down, not stepping back. 5. Third, he is a second term president. That matters enormously. There is no electoral future to protect (Midterms aside). No campaign calculus to temper risk. The incentives change completely when the next election does not exist. 6. Fourth, Trump is deeply allergic to anything that looks remotely like a concession or a climbdown. Even when the narrative is fluid and post truth, the optics of retreat are something he instinctively rejects. 7. Fifth, the longer the perception builds that Iran has outplayed Washington, the greater the pressure on Trump to do something bold. Something sudden. Something few in the analyst class are currently modelling. 8. Sixth, there is one objective that Washington almost certainly cannot walk away from now: Iran’s enriched uranium. Exiting this war without seizing or neutralising that stockpile would be seen in Trump’s mind as failure. 9. Seventh, Trump clearly believes he is doing the world a favour. In his telling this is not just America’s fight. It is a service to the Gulf, to Israel, to the broader order that fears a nuclear Iran. 10. Eighth, he has escalation heft where it matters. Israel is already in the fight. Saudi Arabia and key Gulf states may not be on the front line but their political and logistical weight sits firmly on one side of this equation. 11. None of this erases the reality that Iran’s Hormuz leverage has been effective. It has changed the tone of the war and forced hesitation in Washington. 12.But the emerging consensus that Tehran now holds all the cards may itself be the next analytical trap. 13.Because if the president leading the most powerful military on earth believes he cannot exit without a decisive move, the story of this war may still have a very sharp turn left.

English
0
0
0
39
Aby
Aby@piprocket·
@RickSanchezTV If you said sorce was isrel , it would have saved us all 4 minutes and 13 seconds tbh..
English
1
0
51
2K
Rick Sanchez
Rick Sanchez@RickSanchezTV·
Iran's Supreme Leader AGREED to negotiations with the US? HUGE STORY — If it's true: The report comes from Saudi Network Al Arabiya citing Israeli sources! Iranians are far more forgiving than I am — agreeing to talk after... All the bombings, all the killings and the collapsed previous talks. And they're ready to talk with Witkoff — who acted more like Bibi's spy rather than a negotiator. Join my BitChute for more DAILY updates: bitchute.com/channel/4BfnNK…
English
304
607
1.9K
81.3K
Michal Maciejewski
Michal Maciejewski@maciejewskii0·
@windsurf is k2.5 better for frontend or backend stuff? haven't tried it yet
English
3
0
2
3.8K
Windsurf
Windsurf@windsurf·
Seeing a lot of renewed interest in Kimi K2.5, so we're making it free for Trial, Pro, Teams, and Max users for the next 7 days!
English
109
31
1K
145.5K
Aby
Aby@piprocket·
@noahkagan Noah seriously, give me access to send fox repo and Claude. I will fix it. If appsumo itself cannot maintain LTDs how do people expect other LTDs to stay alive. I am a fan of appsumo, I'd hate to see it fail.
English
0
0
0
26
Noah Kagan
Noah Kagan@noahkagan·
Just appointed someone at AppSumo as COO Claude Operating Officer
English
62
1
281
17.7K
Aby
Aby@piprocket·
@manoj_ahi Exactly ! That guy dodged a bullet tbh.
English
0
0
0
63