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…
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Practical thinking on AI, products, platforms and the engineering decisions behind them.
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AI EngineeringGLM-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.
AI EngineeringDeepSeek 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.
AI EngineeringMistral 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.
AI EngineeringClaude 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.
AI EngineeringGemini 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.
AI EngineeringMistral Large 4 Explained: API Pricing, Open Weights and Enterprise AI Use Cases
What Mistral Large 4's public preview means for enterprise teams: launch pricing, planned weights, document workflows and a practical evaluation plan.
AI EngineeringClaude Haiku 5.5 Explained: Pricing, Features and the 100K-Token Threshold
A practical guide to Claude Haiku 5.5: API pricing, the 100K-token boundary, caching calculations, migration changes and a production evaluation plan.
Engineering NewsSearch guidance review: put engineering evidence on service pages
What Google's people-first content guidance means for a software company's service pages, case studies and publishing routine.
Software EngineeringA database backup is only useful after a restore drill
Measure recovery by restoring into an isolated environment and checking the application, roles and dependencies that need the data.
Software EngineeringCache API responses without mixing account data
Classify responses before caching them, make cache keys reflect their audience and test what happens when permissions change.