Vercel AI SDK WebSocket Chat Transport: When to Switch and How to Resume
When to adopt Vercel AI SDK’s WebSocket chat transport, how full-stream replay works, and the server, cancellation and hosting limits to plan for.
Blog
Notes on building reliable AI products.
Hugging Face ML Intern: Fine-Tuning Budgets, Baselines and Model Review
Use HuggingChat ML Intern with compute caps, baseline comparisons and model-card checks. A practical guide to budgeting and accepting a custom-model experiment.
Claude Science’s UV Sky Map: Observations, Predictions and Validation
Claude Science’s UV sky map mixes observations and predictions. Here is what research teams should verify before using it for quantitative analysis.
Anthropic Launches Critical Infrastructure Defense Program for OT Providers
Anthropic’s new OT defense program offers models and engineering support through providers. What operators and vendors can pursue, and what remains unknown.
Anthropic OSS Scanner: Should Your Open-Source Project Enroll?
A maintainer’s guide to Anthropic OSS Scanner: eligibility, offline setup, maintainer-led triage, candidate patches and disclosure rules.
Google’s Gemini Agent for Work: What Enterprises Should Pilot First
Compare Google’s new Gemini work agent with custom workflows, including early-access limits, data location, permissions and enterprise spend controls.
GPT-6.1 Sol Ultrafast: API Pricing, Codex Access and When to Use It
Compare GPT-6.1 Sol Ultrafast API prices, Codex and Work plan gates, credit usage and regional support, with a worked cost-versus-time calculation.
Anthropic Commits $150 Million to Genesis Mission Research Access
Anthropic pledges three years of Claude access and support for federal science projects. Here is who it targets and what allocation details remain unknown.
Falcon-ASR for Arabic and Emirati Speech: What to Evaluate Now
Evaluate Falcon-ASR’s Arabic and Emirati speech claims, short-audio demo limits and benchmark evidence while API access remains planned.
xAI safety_identifier: Per-User Attribution for Shared API Keys
Implement xAI safety_identifier with server-owned user pseudonyms, correct request placement, Python SDK compatibility checks and a practical rollout checklist.
Grok 4.7: Choosing Between the API, Cursor and Grok Build
Compare Grok 4.7 access, API and Cursor pricing, Fast availability, caching and US routing before choosing a coding-agent pilot.
Cline Desktop 0.0.45 Fixes Linux SSH Startup; CLI 3.0.70 Fixes Runtime Exits
Cline fixes Linux SSH startup, MCP and hook crashes, and model-request errors. Check the affected runtime and CLI script changes before updating.