Anthropic's Claude vision API bills images based on pixel dimensions, not file size, with tokens estimated as width times height divided by 750. The company caps each image at roughly 1,600 tokens by …
Anthropic's Claude Messages API implements tool use as two content block types and a developer-written loop, not a special mode. The protocol requires echoing tool_use IDs in tool_result blocks, suppo…
An engineer detailed how the Claude API's tool_choice parameter can be used to force a specific tool call, enabling developers to obtain structured JSON output by declaring a single tool and setting t…
China's generative AI services must complete both a security assessment and an algorithm filing before public launch, as outlined in the Interim Measures for the Management of Generative AI Services. …
A developer outlines a two-pass pipeline for moderating large-volume user content in e-commerce hiring workflows, using batch LLM classification with token counting before submission and human review …
China's new AI-generated content labelling measures, effective September 1, 2025, mandate both visible and metadata labels for synthetic content, with obligations distributed across generators, platfo…
A developer at Multigrid.ai explains how AI models predict chemical reaction outcomes, covering sequence-to-sequence models like the Molecular Transformer and graph-based reaction-centre prediction. T…
California's SB 942, the AI Transparency Act, requires covered providers to build and operate a free public detection tool that answers whether their system generated a given file, with an API and at …
The Conklin Group, a consultancy, has integrated Anthropic's Claude into its own website development and maintenance, using the AI assistant for bug fixes, features, content, and internal tooling. The…
OpenAI released GPT-5.6-Cyber, a gated cybersecurity model for approved defenders, priced at $12.50 per million input tokens and $75 per million output tokens, making it the priciest in the GPT-5.6 fa…
A developer explains why AI models drift from British to American spelling in long outputs, attributing it to the statistical nature of token generation rather than ignored instructions. The post offe…
Brazil's AI bill, PL 2338/2023, has been approved by the Senate but is not yet law, as it still must pass through the Chamber of Deputies and potentially return to the Senate before presidential sanct…
An engineer explains that HTTP 429 errors from Azure OpenAI represent four distinct problems sharing one status code, and that response headers can distinguish them in about a line of code. The post d…
A developer explains how to authenticate to Azure OpenAI using managed identity instead of API keys, highlighting that the Contributor role cannot make inference calls and that the correct role is Cog…
Microsoft's Azure OpenAI Global Standard deployment type is a routing behavior with quota consequences, not a performance choice, and teams often misunderstand its implications. The company documents …
A developer built Elephant, a tool that records coding agent sessions in a local journal to create recovery capsules, allowing context to be transferred between agents like Claude and Codex. The tool …
A developer's audit of chunking logic reveals that token budget assumptions baked into chunkers often cause silent retrieval failures when models change. The audit identifies common sources of incorre…
Audio tagging models, which classify multiple simultaneous sounds in a clip, differ fundamentally from single-label classifiers by using independent sigmoid outputs and binary cross-entropy instead of…
An evaluation protocol for choosing audio embedding models for similarity search across a sound library is described. The protocol emphasizes that retrieval quality depends on the library's recording …
An analysis of 18,012 verified ChatGPT citations found that 44.2% of citations came from the first 30% of a page's content, suggesting that content placement significantly influences AI citation behav…