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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

COMMENTARY · dev.to — Claude Code tag English(EN) · 6d

I Refused to Write Specs Until Claude Code Generated Wrong Code Three Times

A developer recounts their experience using Claude Code for a discount system, which repeatedly generated flawed logic for stackable discounts. After struggling with prompt-based generation, they adopted a spec-driven approach using OpenAPI and Gherkin files. This method, taking only fifteen minutes to define, allowed Claude Code to generate a more accurate implementation, highlighting the value of upfront specification over iterative prompting for complex logic. AI

IMPACT Highlights the ongoing challenge of achieving reliable complex logic from AI coding assistants and the potential benefits of structured specification.
TOOL · Together AI blog English(EN) · 5mo

Announcing Together Python SDK v2.0

Together AI has released the Release Candidate for its new Python SDK, version 2.0. This updated SDK is built with a modern, type-safe architecture using OpenAPI specifications and Stainless, aiming for improved performance and easier maintenance. It replaces the legacy v1 SDK and introduces new features like Instant Clusters beta APIs, while also offering better type safety and editor support for developers. AI

IMPACT Improves developer experience and efficiency for interacting with Together AI's services.