---
schema_version: "newruntime-agent-readable-v0.2"
type: "raw_signal"
stable_id: "signal:vercel-deepsecbench-evaluates-model-accuracy-cost-and-speed-in-finding-cybersecu"
id: "x-2081846100173177313"
slug: "vercel-deepsecbench-evaluates-model-accuracy-cost-and-speed-in-finding-cybersecu"
title: "Vercel: DeepsecBench evaluates model accuracy, cost, and speed in finding cybersecurity vulnerabilitie..."
description: "A public X post from Vercel with a linked primary source flags DeepsecBench evaluates model accuracy, cost, and speed in finding cybersecurity vulnerabilities. Latest results: ▪️ GPT-5.6 Sol scores highest ▪️ Kimi K3 gets half the top score a..."
retrieval_nugget: "A public X post from Vercel with a linked primary source flags DeepsecBench evaluates model accuracy, cost, and speed in finding cybersecurity vulnerabilities. Latest results: ▪️ GPT-5.6 Sol scores highest ▪️ Kimi K3 gets half the top score a... This X-discovered record adds fresh evidence to the harness architecture outlives model choice, skills become portable capability layer lens and lets."
observed_at: "2026-07-27"
record_date: "2026-07-27"
date_kind: "observed_at"
why_it_matters: "This X-discovered record adds fresh evidence to the harness architecture outlives model choice, skills become portable capability layer lens and lets the site trend graph move as public product and research signals arrive."
novelty: "structural"
verification_level: "source-linked"
signal_type: "research"
evidence_kind: "creator-source"
status: "published"
source_platform: "x"
source_record_id: "2081846100173177313"
source_url: "https://x.com/vercel/status/2081846100173177313"
telegram_message_id: 2777
telegram_url: "https://t.me/qwgai/2777"
telegram_message_ids: [2777]
telegram_delivery_mode: "rich_media"
telegram_media_url: "https://t.me/qwgai/2777"
topics: ["evals","models","security","ai"]
entities: ["Vercel"]
related_patterns: ["harness-architecture-outlives-model-choice","skills-become-portable-capability-layer","verification-bandwidth-is-the-scarce-resource","agent-economics-moves-to-completed-work"]
source_urls: ["https://x.com/vercel/status/2081846100173177313","https://vercel.com/blog/deepsecbench-evaluating-model-performance-in-finding-cybersecurity-6O29ShaGQlHGINBsMEJSzR/21706b5aba"]
import_batch: "x-analyzer-20260729-084950"
routes: {"html":"https://newruntime.com/signals/vercel-deepsecbench-evaluates-model-accuracy-cost-and-speed-in-finding-cybersecu/","markdown":"https://newruntime.com/signals/vercel-deepsecbench-evaluates-model-accuracy-cost-and-speed-in-finding-cybersecu.md","json":"https://newruntime.com/signals/vercel-deepsecbench-evaluates-model-accuracy-cost-and-speed-in-finding-cybersecu.json"}
source_format: "x-api-normalized-json"
---

# Vercel: DeepsecBench evaluates model accuracy, cost, and speed in finding cybersecurity vulnerabilitie...

## Retrieval answer

A public X post from Vercel with a linked primary source flags DeepsecBench evaluates model accuracy, cost, and speed in finding cybersecurity vulnerabilities. Latest results: ▪️ GPT-5.6 Sol scores highest ▪️ Kimi K3 gets half the top score a... This X-discovered record adds fresh evidence to the harness architecture outlives model choice, skills become portable capability layer lens and lets.

## Observation

A public X post from Vercel with a linked primary source flags DeepsecBench evaluates model accuracy, cost, and speed in finding cybersecurity vulnerabilities. Latest results: ▪️ GPT-5.6 Sol scores highest ▪️ Kimi K3 gets half the top score a...

## Why it matters

This X-discovered record adds fresh evidence to the harness architecture outlives model choice, skills become portable capability layer lens and lets the site trend graph move as public product and research signals arrive.

## Provenance

This public record is an English normalization of an approved X watchlist post. Linked source_urls carry the publishable evidence boundary.