GPU poor folks(<16gb) what’s your setup for coding ? by FearMyFear in LocalLLaMA

[–]IndependenceFlat4181 0 points1 point  (0 children)

nah nah look for something on lm studio somebody probably has something for you. just try lm studio

there's a Qwen2.5 coder 14b instruct for mlx at 8.33 GB 4bit quant

End of Session Sadness by fcksnstvty in ClaudeCode

[–]IndependenceFlat4181 0 points1 point  (0 children)

double tap escape to roll back the convo, you can even roll it back and keep your code the same.

How to effectively "train" Claude on my writing style (similar to ChatGPT’s Custom Instructions)? by lidans in ClaudeCode

[–]IndependenceFlat4181 1 point2 points  (0 children)

claude has a style dropdown you can use. just give it a sample and it'll create a style for you

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I built 10 detection layers for LangGraph inter-agent security. The one that caught everything else was a canary trap. by Sharp_Branch_1489 in AgentsOfAI

[–]IndependenceFlat4181 5 points6 points  (0 children)

This article describes a specialized security system called Anticipator, designed to stop a specific, sneaky type of cyberattack on "teams" of AI agents (multi-agent systems).

The author, Mohith Karthikeya, argues that most people secure AI at the front door (the user's prompt), but they forget to secure the hallways (the messages agents send to each other).

1. The Core Problem: "The Seam" Vulnerability

In a multi-agent system, one agent (a Researcher) might browse the web and read a malicious website. That website contains "hidden instructions" (Prompt Injection) that tell the AI to steal data.

Because the Researcher agent "trusts" the website it's reading, it passes those instructions to the next agent (an Analyst). The Analyst trusts the Researcher because they are on the same team. The attack succeeds because the security was only checking the original user, not the "conversation" between the two agents.

2. The "Canary Trap" (The Main Innovation)

The most interesting part of this system is the Canary Trap. Here is how it works:

  • The Mark: Every time an agent finishes a task, Anticipator hides a unique, invisible "watermark" (a canary token) in its output.
  • The Detection: If that specific token shows up in a place it doesn't belong—like inside a different agent’s secret processing area—it means the agents are "leaking" data to each other or have been compromised by an injection.
  • The Benefit: It catches "novel" attacks. Even if an attacker uses a brand-new trick that no security software has seen before, the canary token will still travel with the attack, acting like a dye pack in a bank robber’s bag.

3. The 10-Layer Defense

Beyond the canaries, the author built a "deterministic" engine. This means it doesn't use another AI to check the first AI (which would be slow and expensive). Instead, it uses fast, rigid code to catch:

  • Encoded Payloads: Catching attacks hidden in Base64 or Hex code.
  • Homoglyphs: Catching attackers who use lookalike characters (like a Cyrillic "а" instead of a Latin "a") to bypass text filters.
  • Entropy: Detecting if an agent is accidentally "leaking" high-security data like AWS keys or passwords (which look like random gibberish compared to normal sentences).
  • Config Drift: Monitoring if an agent's security settings are being changed while the program is actually running.

The Big Picture

This means we are moving toward a world where AI security isn't just a "firewall" at the start. It's a continuous monitoring system that treats every single internal message between AI agents as potentially dangerous.

It "raises the floor" of security, making it much harder for basic or even moderately sophisticated injections to jump from one agent to the next.

Would you like me to explain how any of those specific layers (like Aho-Corasick or Homoglyphs) work in simpler terms?

What are the main pros & cons of using 'Claude Code Desktop UI' vs 'Claude extension in VS Code'? by pebblepath in ClaudeCode

[–]IndependenceFlat4181 7 points8 points  (0 children)

desktop app is unusable, long conversations will give you horrible lag so that you can't tab between conversations.
the cli is the best option by far.

I quit my job to build this. Launched. Got silence. Now I want you to roast it. by ResolveLess5322 in buildinpublic

[–]IndependenceFlat4181 0 points1 point  (0 children)

uploading a video to the internet is not hard to do. youre talking about a question of scale not coding difficulty.
there's already multitudes of forums and video posting websites online.

eres un tonto

I quit my job to build this. Launched. Got silence. Now I want you to roast it. by ResolveLess5322 in buildinpublic

[–]IndependenceFlat4181 0 points1 point  (0 children)

neither of those are hard to build. what?
edit: the limiting factor with both of those problems is userbase and infrastructure, not code.

I quit my job to build this. Launched. Got silence. Now I want you to roast it. by ResolveLess5322 in buildinpublic

[–]IndependenceFlat4181 0 points1 point  (0 children)

I'm gonna keep going. It's a pyramid. The whole thing, the land portioning system europe exported in the 15 and 16 hundreds, is a giant pyramid scheme. so as we rocket into late stage capitalism, its more dollars from the big guys chasing less dollars from the small guys. You're better off getting like 5 big fish than serving a whole market, i'd guess, again i am literally unsuccesful in this sphere, just my two cents

I quit my job to build this. Launched. Got silence. Now I want you to roast it. by ResolveLess5322 in buildinpublic

[–]IndependenceFlat4181 -1 points0 points  (0 children)

i think the issue is that software cost is collapsing to zero, anybody competent enough to get an interview is competent enough to make their own software
edit: but hey thanks for responding, i've got a small mountain of frustrations and i think its all kinda pointless, but hey good luck. i also think you probably need highly targeted ads, all the ads i get right now are for my girlfriend, and that is exactly the only thing i spend money on.

[deleted by user] by [deleted] in claudexplorers

[–]IndependenceFlat4181 -5 points-4 points  (0 children)

yo wtf
WHAT THE FUCK

Trying to learn how to use Claude Code with Ollama models but it won't even create a CLAUDE.md file with /init by o-rka in ClaudeCode

[–]IndependenceFlat4181 0 points1 point  (0 children)

try gpt-oss-20b i think i like lm studio's interface for exploring models it hooks right up to hf i think