ExplainerAI in production
What Kimi K3’s million-token context offers SRE teams
Kimi K3 can keep a larger incident record in view. Its practical value depends on evidence handling, agent integration and the cost of useful investigation.
AIOps
AI in production: tools, operating patterns, costs, and failure modes.
GuideIncident response
An SRE incident handoff in ChatGPT Space
A synthetic order-service incident follows a shared handoff through page edits, new findings and shift change, including the review and access work involved.
ExplainerAI in production
Why ninfer-ext’s smaller EXL3 model can run more slowly
ninfer-ext trades a smaller EXL3 file for more decoding work in its published tests. The saved memory matters when it lets a request fit that would otherwise fail.
NewsAI in production
DeepSeek Harness connects a desktop agent to your models and tools
The desktop preview packages a configurable coding agent. Its plugins determine which model answers, which files it can read, and where commands run.
ExplainerAI in production
Pi.dev guide: the coding agent you can make your own
Meet Pi, the open-source terminal agent built for people who want to shape their tools. Learn its history, uses, setup, model choices, costs and customization.
ExplainerAI in production
Jev returns typed answers for routing and scoring tasks
Jev answers supplied questions with choices, scores and probabilities. A token-rotation ticket shows how those structured outputs can fit a support router.
NewsAI in production
Why GLM-5.3’s cyber assessments report different scores
Anthropic’s 50 successful attempts and CAISI’s 61.1% score measure different things. Their task definitions explain what each assessment says about GLM-5.3.
NewsAI in production
OpenAI Dots carries maintenance tasks between conversations
A persistent assistant can gather context and prepare a dependency patch across conversations. The workspace and installed version determine what its test result means.
Codex Cloud gives coding tasks a reusable starting environment
A published Codex Cloud environment gives new tasks prepared files and tools. Existing tasks retain their own working state, including tools installed before an update.
NewsAI in production
Sonnet 5.5 task costs, cache prices and API changes
Current Sonnet 5.5 docs list lower cache-read pricing. Review thinking and tool-call changes, then compare the full cost of an accepted task.
NewsAI in production
CLM-8B lets agents rank a supplied set of actions
CLM-8B embeds a situation and ranks supplied actions. Reusable candidate embeddings suit recurring choices, while the candidate list determines which answers are possible.
Storage Intelligence adds usage findings and batch dry runs
Storage Intelligence flags unusual storage usage and previews batch changes. A recurring dataset read shows why the job’s purpose matters when choosing which objects to move.