High-performance CLI tooling matters for data engineering pipelines; jq is ubiquitous, a credible faster alternative warrants evaluation for production systems.
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AI Agent Infrastructure & Optimization 5
CodexLib — compressed knowledge packs any AI can ingest instantly (100+ packs, 50 domains, REST API)
I built CodexLib (https://codexlib.io) — a curated repository of 100+ deep knowledge bases in compressed, AI-optimized format.
The idea: instead of pasting long documents into your context window, yo
Most people just type into ChatGPT like it's Google. Claude with a structured system prompt using XML tags behaves like a completely different tool. Example system prompt:
`<role>You are a se
Been running local agents with Ollama + LangChain lately and noticed something kind of uncomfortable — you can get a completely correct final answer while the agent is doing absolute nonsense internal
Quick insight from building retrieval infrastructure for AI agents:
Most agents stuff 50,000 tokens of context into every prompt. They retrieve 200 documents by cosine similarity, hope the right answ
>**TL;DR:** Meet CODEC—a completely open-source tool that transforms any LLM into a personal computer agent. You can command it via text or voice to look at your screen, type, manage your apps, run
Cybersecurity Threats & Defense 5
been thinking about this a lot lately after reading about the rise in supply chain compromises since 2020. the thing that gets me is how quiet these attacks can be. like a poisoned dataset doesn't bre
So, I made easy to use configless honeypot runner on C, scriptable on Lua. Fast, with low overhead and easy to configure by scripts. It was developed to use by Blue team to confuse Red team or 3rd par
Startup Fundraising & Validation 5
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Hi all, as title says I'm wondering how people go about validating a business idea? I feel like it's a strong idea in an underserved market but I don't want to start without confidence i
Going through our first fundraise and trying to understand what VCs actually look at on the technical side.
From what I've seen so far it's mostly architecture review, a quick look at the codebase,
I'm making a food delivery app in area that doesn't have any apps
I studied the market well, i know what am doing but My question is
When should i start the pre launch Campaign or marketing
2,3,4,5
If I am selling a pet product that I plan to be global (and by global I mean north america, UK, EU, Australia, SK, JP), would the potential customers mean households with pets or the households with p
Everyone is offering to make warm intros to VCs, mostly unlicensed advisors. How do you compensate these people without violating FINRA regulations?
I was thinking if someone brought an investor who
Shadow Libraries & IP Enforcement 1
Programming Career & Education 3
Hi, I’m a student about to graduate with a degree in Stats (minor in CS), and I’m targeting Data Scientist as well as ML/AI Engineer roles.
Currently, I’m spending a lot of time practicing LeetCode f
So for decades were told to skip trade jobs and go to college. Plumbing and electrical work were all seen as dead-end careers. Now plumbers are booked out for weeks, pulling six figures, and there's a
Web Development Tools & Practices 3
Every time I need an AWS or Azure icon for a diagram I end up downloading the vendor zip file and digging through folders. Got curious what other people use.
I've been trying a few things: Simple Ico
Hi everyone, could you please advise—has anyone faced the choice of what to build an app with? Is it possible to combine the convenience of Canvas2D (especially for working with text) with GLSL shader
LLM Research & Evaluation 2
I've casually seen LLMs correctly verify exact quotations that they either couldn't or wouldn't quote directly for me. I'm aware that they're trained to avoid quoting potentially copywritten content,
WPScan is the standard WordPress security scanner; the problem now is that Cloudflare and similar WAFs fingerprint it reliably enough that you get nothing back. WPX runs Camoufox (a hardened Firefox f
Zero-Touch Customer Acquisition 1
I launched something 13 days ago. Zero ad spend. Zero outreach. Zero cold emails.
In the first 11 days a charter school network in Los Angeles and the organization that writes building codes adopted
Other 5
my uncles got a 25 person accounting firm and this was driving him crazy
new people would ask him stuff like wheres the engagement letter template or whats our standard approach to this type of clien
Based in Belgium and want to start something with max €5k. I’m interested in “boring” businesses.
Looking for ideas that:
start local
low barrier (no long education)
recurring revenue
scalable ov
I want to build a full scale business on industry 4.0 that solve the problem of manufacturing sector in going digital.. my main idea is to build a production planning and production management tool wh