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Autonomous Smart Contract Auditing: AST Traversal and CEI Verification Sebagian besar tim memasukkan kode Solidity mentah ke LLM lalu berharap model tersebut menemukan celah reentrancy . Itu pendekatan naif. Model bahasa probabilistik sering kali memproduksi halusinasi pada eksekusi cabang logika…
Autonomous AI agents that execute terminal commands or run code loops need strict safety boundaries before running shell operations. We built Veltra , an open-source pre-execution security engine written in Python and FastAPI. 🛡️ What Veltra Does: Sub-3ms Local Inspection: Inspects shell commands…
Spinning up a database used to mean planning hardware, installing software, and configuring backups. With Oracle Autonomous AI Database on OCI, you can have a working database in minutes. The step that trips most people up isn't creating it, though. It's connecting to it securely from a client tool…
This article is submitted for the **Hacktoberfest Open-Source AI Challenge: Week 2 (Side Hustle) . Target Categories: **Overall Winner , **Best Use of Render , **Best Use of Gemma , **Best Use of Temporal . 1. The Real-World Side Hustle Problem In Trinidad & Tobago (and throughout the Commonwealth…
"Why did we deprecate the v1 Auth Service, who approved it, and what breaks if we shut it down on Monday?" Every engineering team has asked a question like this, and nobody can answer it quickly. The reasoning is in a meeting transcript. The spec is an RFC in Google Docs. The commitment is a GitHub…
Large Language Models depend on the context they are given. In the year the usual way to give context has been Vector RAG (embeddings plus cosine similarity).. In real production settings especially for enterprise microservices and site reliability engineering Vector RAG fails completely . When an…
Team: Team 7vengers Tracks: Track 01 (Agents That Act on Connected Data), Track 02 (Agent Memory and Coordination), Track 03 (Company Brain) Repository: https://github.com/krishsf5/Graph-Hack-Hackathon-Team-7vengers Live Demo: https://falkorbrain.onrender.com Elevator Pitch FalkorBrain turns AI…
In modern cloud-native and distributed Linux environments, static perimeter defense is no longer enough. Infrastructure teams need continuous, automated visibility into running sockets, container privilege escalations, and zero-trust policy enforcement directly on the host. To solve this, I built…
From Chatbots to Economic Agents: Autonomous Treasury Management on Base Most people still think of AI agents as chatbots with a wallet bolted on. That framing misses the point. A chatbot waits for input. An economic agent watches state, evaluates risk, and acts without anyone telling it to. The…
Beyond Vector Search: Building an Autonomous Enterprise Security Swarm with FalkorDB Graph Memory Published for the WeMakeDevs & FalkorDB 'Graph Hacks' Hackathon ($20,000 Prize Pool) Covering: Track 01 (Connected Data) | Track 02 (Agent Memory & Coordination) | Track 03 (Company Brain) | Side…
