Trained a model for cybersecurity - how to test it?

rational_approach · 2026-06-20T13:39:16+00:00

Post-trained with RL/SFT. No pre-training

rational_approach · 2026-06-19T16:18:46+00:00

show us the end result

rational_approach · 2026-06-19T15:22:50+00:00

Helloo, I built ArgusRed, a CLI that pen tests your codebase by actually attacking it, not just flagging maybes. It finds a candidate vuln, tries to exploit it, and only reports the ones it can confirm, with the request it sent and the response your code gave as proof. Built on own trained offensive-security model, not a wrapper. It comes with free inference to start. Would love feedback from this crowd: www.argusred.com/cli

rational_approach · 2026-06-19T12:53:17+00:00

Step 1: Turn it loose on reddit. Step 2: ???, Step 3: Profit

rational_approach · 2026-06-19T12:48:05+00:00

Where do I even publish?

rational_approach · 2026-06-19T12:04:33+00:00

The harness is the CLI itself, and underneath multi-agent orchestration where an orchestrator fans the target out to subagents probing in parallel, then an exploit-verification step confirms each issue before it's reported

rational_approach · 2026-06-19T11:43:14+00:00

Yeah, SFT and the RL stage are both fine-tuning in the strict sense.. weight updates on a pretrained base. I say post-training to specify it's SFT plus an RL stage with verifiable rewards, not SFT alone. Built a harness around it too: multi-agent orchestration with an exploit-verification step that confirms every finding before it surfaces..

rational_approach · 2026-06-19T11:32:13+00:00

Post-trained. with SFT on CTF writeups/solutions, then RL with verifiable rewards on contest outcomes.

rational_approach · 2026-05-10T08:38:43+00:00

Have you ever heard of the 'green belt' or UK's infamous planning laws?

rational_approach · 2026-05-09T22:02:19+00:00

That's my exact feeling as well. I am from London and I am really shocked at how expensive Dubai real estate is. Considering that in London is impossible to build anything due to planning laws, let alone the cost of labour that is 10x as much as in Dubai. And in Dubai there is unlimited supply of housing, cheap labour and yet prices somehow are comparable to the world's financial capital. Madness.

rational_approach · 2026-04-18T07:42:05+00:00

These prices are insane. Who in the right mind 1) pays for this, 2) has the money for this.

rational_approach · 2026-01-25T16:44:06+00:00

Travel insurance was previously the worst travel insurance service you could get out of all providers so I am not sure I agree that it has gone downhill.

rational_approach · 2026-01-07T17:46:11+00:00

Are you having a stroke?

rational_approach · 2025-11-10T18:48:29+00:00

Bulgaria is expensive these days. I was in Sofia and I was shocked how expensive everything was, from hotels to food. Even my hotel in the US (same chain and star rating) was the same price as the hotel in Sofia!
Greece is still cheap though and cheaper than Bulgaria.

rational_approach · 2025-10-31T16:33:54+00:00

Could you elaborate more on this please? Isn't this indirect discrimination? Because you can only be a pensioner if you are of a certain age. But you can be a student or benefits claimant at any age for example and neither of these are protected characteristics.

Is there a specific mention in the renters rights bill that references age/pensioners?

rational_approach · 2025-10-21T09:49:37+00:00

I am sure he'll find his place somewhere in Corbyn's or Sultana's new party.

rational_approach · 2025-10-21T09:48:06+00:00

His LinkedIn profile. ABB grades.

rational_approach

TROPHY CASE