Blog
Insights on AI, security, software architecture, and building what's next for ambitious businesses.
1092 articles · Page 6 of 55
Streaming Patterns for User-Facing Claude Apps
Master streaming patterns for Claude apps: first-token latency, partial JSON parsing, graceful interrupts. Production-ready guide for responsive AI UX.
Token Counting in Production: Pre-Flight Checks That Save Money
Master token counting in production AI systems. Learn three critical failure modes and pre-flight checks that prevent runaway costs and audit failures.
Audio and Video Workloads: When to Pre-Process vs Send Raw
Decision rubric for audio/video preprocessing vs raw submission to Claude. Cost-quality curves at AU enterprise scale with concrete ROI analysis.
Memory Patterns for Multi-Session Agents: File-Backed Context
Learn file-backed memory patterns for multi-session AI agents: indexing, summaries, eviction. Build agents that remember across user sessions.
PDF Pipelines With Claude: Beating Specialised OCR Vendors
Compare Claude PDF extraction vs Textract, Azure Document Intelligence, Unstructured.io. Real benchmarks on 200+ documents. Learn when Claude wins and where specialists still lead.
Batch API for SOC 2 Evidence Sweeps: Overnight at 50% Cost
Run 10K Vanta evidence reviews overnight at half real-time cost. Learn batch API patterns for monthly SOC 2 compliance automation.
Citations in Claude Output: Why Auditors Love Source Attribution
Learn how citations in Claude output transform black-box AI into auditor-friendly evidence. Implementation guide for compliance-ready AI systems.
Vision in Claude Opus 4.7: Diagram Reading for Engineering Reviews
Master Claude Opus 4.7's vision capabilities for reading architecture diagrams, UML, and infrastructure topology in engineering reviews. Complete guide with production patterns.
Claude Files API: Document Pipelines Without S3 Glue Code
Replace S3+Lambda+Textract with Claude Files API. Learn what you save, trade-offs, and real migration playbook from Padiso's client rollouts.
Hybrid Reasoning: Mixing Extended Thinking and Tool Use in One Loop
Learn hybrid reasoning patterns that mix extended thinking with tool use in agentic AI loops. Build agents that think, act, observe, and rethink without losing context.
Thinking Traces in Audit Logs: A Pattern for Regulated Industries
Capture AI reasoning as audit evidence for APRA, ASIC, OAIC reviews. Learn retention, redaction, and logging patterns for regulated industries.
Cache Warm-Up Strategies for Bursty Production Workloads
Master cache warm-up strategies for bursty workloads. Learn synthetic loops, scheduled batch jobs, and production-ready patterns to eliminate cold-start latency.
Effort xhigh in Production: When the New Setting Pays Back
Master Claude Opus 4.7's xhigh effort setting. Learn which workloads justify token spend and accurate cost/ROI curves for legal, finance, code review.
Extended Thinking Budgets: Tuning Effort vs Latency for User-Facing Apps
Master extended thinking budgets for AI apps. Balance reasoning depth, latency, and cost. Real patterns from production launches.
Cache Hit Rate Telemetry: What to Watch in PostHog
Master cache hit rate telemetry in PostHog. Learn the four metrics that matter: hit rate, write rate, age, and cost-per-call with actionable dashboards.
Caching MCP Tool Schemas: The 30% Bill Cut Most Teams Miss
Cut your MCP API bills by 30% with cached tool schemas. Learn why schema caching belongs in the prefix and how to implement it now.
Prompt Caching for Multi-Tenant SaaS: Per-Tenant or Shared Prefix?
Choose the right prompt caching strategy for multi-tenant SaaS. Compare per-tenant vs shared prefix caching with cost, security, and compliance analysis.
From Bad Reporting to Boardroom Confidence: How Padiso Transforms Mid-Market BI
Discover how Padiso transforms broken mid-market BI into boardroom-ready analytics. Real client transformations, timelines, and engagement paths inside.
How to Get a Free BI Health Check From Padiso
Learn what Padiso's free BI health check covers—stack inventory, cost review, governance gaps, and prioritised roadmap. Book yours today.
Pixel-Precise Vision: What Opus 4.7's 2576px Edge Buys You
Opus 4.7's 2576px vision resolution transforms document analysis, engineering drawings, and financial PDFs. Real workloads, real ROI. Sydney AI agency guide.