ExplainerPlatform engineering
What Basalt changes in a Blackwell local inference stack
Basalt narrows local inference to Qwen3.8-Flash-Next on Blackwell. Its memory and concurrency controls matter more than copying the largest throughput number.
AIOps
AI in production: tools, operating patterns, costs, and failure modes.
ExplainerAI in production
Running Codex CLI as a supervised worker process
A host that launches codex exec must own the process, thread lease, JSONL trace, cancellation and artifact checks. Resume is a lifecycle decision, not a shell shortcut.
ExplainerPlatform engineering
How Infermeld runs one model across AMD and NVIDIA GPUs
Infermeld makes a mixed-GPU llama.cpp launch inspectable. Its recorded failures show why separate device allocations and completed workload checks matter more than adding VRAM capacities.
ExplainerAI in production
Claude’s new API credits do not remove Agent SDK subscription access
Anthropic’s October 7 credits add a Console-funded path for eligible subscribers. Subscription access remains, while scheduled agents still need task budgets spanning retries and verification.
GuideAI in production
Instinct: from a text or call to a confirmed task
Instinct brings personal tasks into connected services. A hypothetical booking and notification worker show how permission, provider confirmation and uncertain results affect what happens next.
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.
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.
ExplainerAI in production
Pi.dev: a coding assistant you can adapt to your work
Follow three incident files through Pi’s agent loop to a report another engineer can verify, then decide which customization is worth maintaining.
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
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.