This paper is f*cking brilliant
A computer science paper establishes harness engineering as the primary determinant of AI agent reliability
The result: the ETCLOVG seven-layer architecture unifies execution sandboxes, tool protocols, context state, lifecycle graphs, observability, verifiers, and governance
The crazy part is how harness engineering boosts performance without changing the underlying model
Optimizing the execution harness alone increased SWE-bench coding benchmarks from 6.7% to 68.3%
Most developers try to fix agent failures by upgrading to larger LLMs
This framework shifts system reliability from model weights to deterministic harness architecture
Read the complete paper + article below
Bookmark it for future reference
🛡️ Claude Code RCE Flaw Lets Attackers Execute Commands via Malicious Deeplinks
Source: https://t.co/vRw8HSV63g
A critical remote code execution (RCE) vulnerability has been discovered in Anthropic’s Claude Code CLI tool, allowing attackers to execute arbitrary commands on a victim’s machine by tricking them into clicking a specially crafted deeplink.
The flaw, now patched in Claude Code version 2.1.118, was rooted in a naive command-line argument parser that could be weaponized through the tool’s claude-cli:// deeplink handler.
The issue stemmed from eagerParseCliFlag, a function in main.tsx designed to parse critical flags like --settings before the main initialization routine runs.
#cybersecuritynews
No zero-days. No custom malware. Still effective.
ERRTraffic v3 shows how far attackers can go by:
🔺Hosting payload logic inside Ethereum smart contracts
🔺Using ClickFix to turn “helpful” user action into execution
🔺Rotating infrastructure without touching traditional hosting
The campaign succeeds not because defenses are broken, but because nothing “looks” malicious enough to stop.
https://t.co/qYNSJJEJvX
🚨 BREAKING: Claude can now read every threat in your business like the CIA reads enemy intelligence (for free).
Here are 6 insane Claude prompts that tell you exactly what to act on and
what to ignore in business.
(Save for later)
The FLARE team now freely distributes its quality reverse engineering and malware analysis educational content at https://t.co/bGCIjBfD3C. Launched with:
- Malware Analysis Crash Course
- Go Reversing Reference
- Intro to TTD
10 Best System Software Concepts
➡️Load balancers
➡️APIs
➡️Caches
➡️Databases
➡️Network Protocols
➡️Message queues
➡️CDNs
➡️High-level details about ML and Big data
➡️CAP Theorem
➡️Monitoring and analytics
read - https://t.co/wR2asRpocW