The team at Daphnis Labs redefined what’s possible for Urbanface. They delivered a bespoke, animation-heavy website that remains incredibly quick and functional. The…
AI Engineering articles
Page 1 of 2
Kimi K3.1 Pro API: Pricing, Context Limits and a Multi-File Refactor Test
Separate Kimi's API and coding-plan limits, budget cache writes correctly, and evaluate a repository refactor against behavior that must survive the change.
Mercury 3 API: Launch Pricing, Context Limits and a Support-Agent Latency Test
Budget beyond Mercury 3's launch discount, check its streaming and reasoning defaults, and measure how quickly a support agent produces a correct, usable answer.
Muse Spark Open: API Pricing, Context Limits and a Self-Hosting Evaluation
Separate the model's context from each provider's limits, calculate a coding-pilot budget, and test a mobile layout repair before committing to self-hosted hardware.
Voxtral 3 Transcription API: Pricing, Preview Limits and a Support-Call Evaluation
Compare recorded and realtime transcription costs, identify launch-documentation conflicts, and test whether a corrected collection request survives the trip from audio to an operations draft.
MiniMax M3.1 Flash API: Pricing, Thinking Controls and a Multimodal Agent Test
Check the released model's token rates and API compatibility, calculate a realistic pilot budget, and evaluate image evidence against changing inventory records.
GLM-Legal Beta: Access, Benchmark Limits and a Document Review Evaluation Plan
Separate GLM-Legal's beta access from unconfirmed API terms, interpret its independent benchmark results, and test document evidence with a reviewer-inclusive cost model.
DeepSeek V4.1 Flash 1017: API Pricing, Search Costs and an Agent Evaluation Plan
Check the October 17 model update, peak and off-peak token rates, and new search charges, then evaluate an agent against versioned API evidence.
Mistral Timestral: Model Limits, Deployment Costs and a Demand Forecasting Test
Understand Timestral's time-step limits and weight license, estimate a local forecasting job, and design a retail backtest that cannot see future sales.
Claude Sonnet 5.5 API: Pricing, Breaking Changes and a Coding Evaluation Plan
Check Sonnet 5.5's token costs, thinking settings and conversation requirements, then evaluate coding changes against a concrete merchant-sorting fixture.
Gemini 4 Argon API: Pricing, Context Limits and an October 2026 Migration Guide
Check Gemini 4 Argon's access rules, shared token budget and launch pricing, then use a controlled supplier-data evaluation to plan an API migration.