llama.cpp /v1/systemone: Running Typed Decision Models Locally
Serve local routing and classification models with llama.cpp’s new endpoint, choose a checkpoint, and check compatibility before replacing a hosted API.
Blog
Notes on building reliable AI products.
OpenAI’s 2027 Model Shutdowns: Codex, GPT and TTS Migration Checklist
Audit seven OpenAI model IDs before the January and April 2027 shutdowns, with exact replacements, speech compatibility checks and migration cost examples.
Claude Frontier Academy: In-House Engineers or Services Partners?
Anthropic’s nomination-only residency raises a practical choice: build internal Claude delivery skills, buy partner capacity or combine the two.
Google’s TEE-Based Gboard Training: What Privacy Audits Can Check
Google’s Gboard training adds auditable TEE privacy controls. What policies, attestation and differential privacy establish—and what remains unverified.
GPT-6 in Production: Reasoning, Compaction and Long-Running Tools
Choose compatible GPT-6 runtime controls: model selection, reasoning effort, compaction, async tools, steering recovery and Responses Multi-agent limits.
AstaBrief 8B: Self-Hosting Cited Scientific Reports
How to self-host AstaBrief 8B for cited scientific reports: prepare evidence, connect the prompt, budget memory and review claims beyond citation links.
DGX Spark 64GB Due October 23: Memory Fit and Two-System Trade-offs
NVIDIA plans DGX Spark 64GB for October 23. Compare one 64GB system, a 128GB model and two connected systems, including memory fit and Sync limits.
Cloudflare Web Search API: Open Beta, Provider Costs and BYOK
When to use Cloudflare Web Search API for public-web evidence, with request limits, provider costs, BYOK billing and Gateway logging explained.
GitHub CLI Attachments: Screenshots, Access Limits and Retry Rules
Attach reviewed screenshots and videos with GitHub CLI: version-specific access, upload limits, Markdown placement and recovery after partial success.
ServiceNow AutoSynthData: Turning Agent Failures Into Validated Training Tasks
How ServiceNow AutoSynthData turns agent failures into validated training tasks, what its benchmark gains show, and how to design a bounded pilot.
Safeway in ChatGPT: Checkout Handoff and Retailer Readiness
Safeway’s ChatGPT shopping workflow builds a cart before retailer checkout. What Albertsons’ OpenAI update means for catalog, account and pilot decisions.
GitHub Copilot Computer Use: Desktop Permissions and When to Enable It
GitHub Copilot’s desktop preview explained: when GUI automation helps, how app approvals persist, and how to stop or revoke access.