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AI & Automation
Claude Workflow vs Production Agent (2026): What “Works in Claude” Is Missing
The gap is not more prompts. It is identity, isolation, connectors, observability, cost control, and a pricing path that survives agent #3.
Claude Projects and ChatGPT workflows prove the logic. Production agents need SSO, audit, gateway connectors, evals, and human approval — plus a foundation + per-agent quote, not a blob.
Cipher Projects Team · August 11, 2026 · 13 min read
AI & Automation
Vercel Eve vs Mastra (2026): Directory Agents vs TypeScript Batteries
Both ship durable TypeScript agents. The real fork is authoring surface and cloud gravity — not another feature checklist.
Vercel Eve vs Mastra in 2026: filesystem-first Markdown agents on Vercel Workflows versus batteries-included TypeScript agents, workflows, memory, and evals — cutover rules for product teams.
Cipher Projects Team · August 11, 2026 · 14 min read
AI & Automation
Vercel Eve vs Vercel AI SDK (2026): Agent Framework vs Application Toolkit
Same company, different jobs. Confusing them is how teams either rebuild an agent OS — or adopt Eve for a chat widget.
Vercel Eve vs the Vercel AI SDK in 2026: durable directory agents with Workflows, sandboxes, and channels versus streaming UI and model primitives — when to stack both.
Cipher Projects Team · August 11, 2026 · 12 min read
AI & Automation
Vercel Eve Alternatives (2026): Mastra, LangGraph, Strands, CrewAI, Agents SDK
Eve is strong when Vercel is home. Here is what to pick when gravity, language, or failure cost points elsewhere.
Best alternatives to Vercel Eve in 2026: Mastra, LangGraph, Strands Agents, CrewAI, and the OpenAI Agents SDK — with cutover rules for AU/SG product teams.
Cipher Projects Team · August 11, 2026 · 15 min read
AI & Automation
Vercel Eve vs LangGraph (2026): Directory Agents vs Durable Graphs
Both claim durability. One authors an agent as files on Workflows; the other authors control flow as an explicit graph.
Vercel Eve vs LangGraph in 2026: filesystem-first durable sessions on Vercel Workflows versus explicit graph checkpointing — failure-cost cutover for production agents.
Cipher Projects Team · August 11, 2026 · 14 min read
AI & Automation
Agent Frameworks with Durable Workflows (2026): Eve, LangGraph, Mastra, AgentCore
Durable is not a buzzword. It means your agent can pause, crash, redeploy, and resume without inventing the job from scratch.
Compare agent frameworks with durable workflows in 2026: Vercel Eve (Workflows), LangGraph checkpoints, Mastra suspend/resume, and AWS AgentCore — when each durability model wins.
Cipher Projects Team · August 11, 2026 · 13 min read
AI & Cloud Platforms
Azure OpenAI Pricing Explained (2026): Enterprise Quotas and Real TCO
PAYG vs PTU vs Batch — when Australian enterprises should reserve capacity
Azure OpenAI pricing is PAYG tokens, PTU hourly capacity, and Batch discounts, not one sticker. Here is when Australian enterprises should reserve throughput, and why TCO often beats the lowest token rate.
Cipher Projects Team · August 10, 2026 · 14 min read
AI & Cloud Platforms
Google Gemini & Vertex AI Pricing Explained (2026)
Gemini API vs Vertex SKUs, long-context tiers, caching, grounding fees, and the AU/SG cutover vs Bedrock
Google Gemini and Vertex AI pricing is not one sticker. Here is how Flash vs Pro, long-context tiers, context caching, Batch, and Search grounding stack, plus the AU/SG cutover Cipher uses versus Bedrock.
Cipher Projects Team · August 10, 2026 · 14 min read
AI & Cloud Platforms
GPU Inference Cost Bands (2026): What Production AI Actually Costs on GPU
A10G/L4 vs A100/H100 hourly bands, spot and serverless cold-start tax, and when Bedrock or OpenAI APIs beat a self-hosted pod.
GPU inference cost bands for 2026: AWS g5/g6, RunPod/Modal H100-class rates vs AWS p5, spot and cold-start tax, and when managed APIs beat self-host, with worked real-time, batch, and always-on monthly shapes.
Cipher Projects Team · August 10, 2026 · 13 min read
AI & Cloud Platforms
Vector Database Pricing Compared (2026): Pinecone vs Weaviate vs Qdrant vs pgvector
Storage vs query meters, serverless vs capacity, and directional monthly bands at 1M / 10M / 50M vectors: pick the bill shape before the brand.
Vector database pricing compared for 2026: Pinecone serverless, Weaviate Cloud, Qdrant Cloud, and pgvector cost shapes at 1M / 10M / 50M vectors. Pick the meter model before the vendor.
Cipher Projects Team · August 10, 2026 · 14 min read
AI & Cloud Platforms
Anthropic Claude API Pricing Explained (2026): Models, Context, and Batch
Haiku, Sonnet, and Opus rates, prompt cache hits vs writes, Batch 50% off, and when Claude beats GPT-4.1 on the same agent workload.
Anthropic Claude API pricing is model tier plus cache economics. Here is how Haiku 4.5, Sonnet 5, Opus, cache hits/writes, and Batch stack — with same-workload comparisons vs GPT-4.1 and worked monthly scenarios.
Cipher Projects Team · August 10, 2026 · 14 min read
AI & Cloud Platforms
OpenAI API Pricing Explained (2026): Real Costs Beyond the Sticker Rate
Sticker $/1M tokens, cached input, Batch API, and model routing — how production OpenAI bills actually form for agent and RAG stacks.
OpenAI API sticker rates are not your production bill. Here is how GPT-4.1 / 4o pricing, automatic prompt caching, Batch API, and model routing stack — with worked agent scenarios Cipher uses on real cutovers.
Cipher Projects Team · August 10, 2026 · 14 min read
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