Claude Haiku 5.5 API Guide Details Practical Workflows and Pricing

·1 views

Anthropic's Claude Haiku 5.5 is a compact AI model designed for high-volume, responsive tasks like classification, extraction, and summarization. The guide recommends starting with small, well-defined workflows such as support ticket classification or document extraction. It provides practical testing advice, including comparing outputs against checklists and using the same inputs as existing models. The pricing structure is tiered, with input costs ranging from $0.10 to $0.50 per 100,000 tokens and output costs from $0.50 to $2.50. The model features a 1M token context window and text/image input with text-only output.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Data Freshness, Not Real-Time, Key for Market Insights

A blog post on DEV Community argues that most businesses do not require true real-time market data. Instead, teams should ensure data is fresh enough to support the specific decisions it informs. The key is to define a maximum acceptable age for data before acting on it becomes risky, establishing a freshness service-level objective. This approach reduces false reactions and makes systems easier to debug by focusing on the relevance of data to the required action.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Django 6.1 increases default password hashing iterations, affecting login speed

Django 6.1, released in August, increased the default PBKDF2 password hashing iteration count from 1.2 million to 1.5 million. This change increases CPU time for password verification by approximately 25%, adding 50-90 milliseconds per login. Benchmark tests confirmed the performance impact but showed the hashing process scales across multiple CPU cores. The framework automatically updates existing password hashes to the new standard when users next log in.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Engineer creates game-like overlay for AI coding sessions

An engineer has developed a plugin called Codyssey to make AI-assisted coding more engaging. It transforms a Claude Code session into an interactive adventure with music and visuals. As the AI writes code, users can hear generative music, watch a pixel knight's progress, and read a quest log. The project aims to restore creativity and fun to the 'vibe coding' process.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Study finds AI assistant recommendations for local businesses vary significantly by language

A researcher tested seven major AI models in late September 2026 across four cities. The study asked identical buyer questions in different languages, such as French, Dutch, German, and English, to see which local businesses the AIs recommended. Results showed dramatic differences, with leading businesses in one language often absent from recommendations in another language within the same city. For example, an insurance broker in Montreal was named 16 times in English queries but zero times in French. The findings indicate that businesses serving multilingual clients cannot rely on testing AI recommendations in just one language.

0 comments Read more at DEV Community