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Task cards continuing beside a closed laptop and a clock

Anthropic · Sep 26

Anthropic Tests AI Negotiators in a Book-Swap Market

The agents could bargain. Understanding what their owners wanted was harder.

A laptop beside separate processor, graphics and neural compute chips

Liquid AI · Sep 23

Liquid AI Brings Its Context Layer to Snapdragon

The software keeps personal context locally and shares relevant information with permitted agents.

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Temperature reshapes a token probability distribution while top_p cuts off its cumulative tail

AI · Oct 31

Temperature vs top_p: Which Sampling Control to Change

Temperature reshapes token probabilities; top_p cuts the cumulative tail. Change one control at a time.

Two terminal windows compare loose JSON output with a schema-checked structured response

AI · Oct 28

Structured Outputs vs JSON Mode: What the Schema Changes

Choose Structured Outputs or JSON mode by whether valid JSON is enough or every field must follow a schema.

Illustrative cumulative token readings of 45, 82 and 120, with 120 emphasized as the final count.

API pricing · Oct 24

Claude API Streaming Usage: Count Tokens Once

Record cumulative token counters once, preserve interrupted attempts and separate completion from acceptance.

Three AI workflows in Webtamine lime and black: identical prompt cards entering a cache, different questions converging on a stored answer, and documents retrieved before generation.

Prompt caching · Oct 13

Prompt Caching vs Semantic Caching vs RAG

Prompt caching, semantic caching and RAG reuse different things. Pick the right layer for cost, safety and freshness.

Two separate billing panels connected to a usage receipt in Webtamine lime, black and warm white.

OpenAI API · Oct 11

OpenAI API Billing: Why ChatGPT Plans Do Not Include Credits

ChatGPT and the OpenAI API use separate billing. API access needs its own organization, credits and limits.

Paper requests queue at a narrow gate beside a lime clock and a separate account envelope

AI · Oct 8

OpenAI API Rate Limits: Which 429 Errors Can Retry?

A 429 response can mean temporary traffic pressure or an account limit. Read its code before retrying.

AI

Models, agents and the work they can actually do.

AI coverage often moves from a demonstration to a sweeping prediction in a single paragraph. This desk stays with the details: what a model was asked to do, what it could access, how the result was checked and where the experiment stopped.

Read the news below for releases and research, then use the explainers to understand the systems behind them. We cover model access, tool permissions, background tasks, local processing and the cost of a completed job.

A downloadable model is not automatically licensed for every use. A product announcement is not a benchmark, and a persistent agent needs more than a chat window. Those distinctions shape our coverage. We link to original documentation and attribute company claims so you can inspect the evidence and decide how it applies to your own work.

Browse all news or explainers, or meet the desks on our About page.