A developer who runs local models for code review daily found that a 7B model on an 8GB GPU catches most issues, challenging the belief that 24GB VRAM is necessary. The developer recommends starting w…
A developer who does smart contract security work shared their local AI stack as of mid-2026, revealing that Ollama remains the core serving layer due to its stable API, while they dropped inline auto…
A developer building the spectr-ai audit tool replaced a spinner-based UI with Server-Sent Events (SSE) to handle multi-minute AI jobs, discovering that typed event contracts and a replayable event lo…
A developer with 18 years of software experience, including 8 in crypto, is entering their first Sherlock audit contest. The engineer, who built the open-source AI smart contract auditor spectr-ai, de…
A developer built an evaluation framework for spectr-ai, an LLM-based smart contract auditor, to test whether new models improve or degrade performance. The evals use a small set of labeled Solidity c…
A solo developer shipped four products in one year: spectr-ai (AI smart-contract auditor), Scry (chat with EVM contracts), Argus (transaction-firewall extension), and Lomi (multi-tenant SaaS). The dev…