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AI & Automation
Mastra vs Vercel AI SDK (2026): Agent Framework vs Application Toolkit
Most "vs" posts compare a kitchen to a knife. Here is how TypeScript teams should actually combine them.
Mastra vs Vercel AI SDK in 2026: batteries-included TypeScript agent framework versus model streaming and UI primitives — when to use each, and when to stack both.
Cipher Projects Team · August 6, 2026 · 12 min read
AI & Automation
CrewAI vs OpenAI Agents SDK (2026): Role Crews vs Handoff Primitives
Multi-agent collaboration looks similar in demos. In production, role fiction and handoff discipline behave very differently.
CrewAI vs OpenAI Agents SDK for multi-agent systems in 2026: role-based crews and Flows versus lean handoffs and guardrails — plus when to graduate off either.
Cipher Projects Team · August 6, 2026 · 13 min read
AI & Automation
LangGraph vs Strands Agents (2026): Durable Graphs vs Model-Driven Loops
Who owns the control flow — you, or the model? That single question decides this pairing more than any feature matrix.
LangGraph vs Strands Agents for production agents in 2026: explicit durable graphs with checkpointing versus AWS-native model-driven loops — plus the failure-cost cutover rule.
Cipher Projects Team · August 6, 2026 · 14 min read
AI & Automation
Mastra vs Strands Agents (2026): TypeScript Product Stack vs AWS-Native Loop
Two production-ready agent frameworks that look similar on a feature list and solve completely different stack decisions.
Mastra vs Strands Agents for production agents in 2026: TypeScript batteries-included product stack versus AWS-native model-driven agents with IAM, VPC, and AgentCore inheritance.
Cipher Projects Team · August 6, 2026 · 14 min read
Cloud Services
Best AWS Consulting Firms in Australia (2026): A Criteria-First Shortlist
How to actually pick an AWS partner — tier signals, engagement-shape fit, and an honest shortlist with a “best for” and a limit for every firm, including us.
Best AWS consulting firms in Australia for 2026: selection criteria that matter, honest profiles of Mantel, Cevo, DNX, Versent, AC3 and boutique studios like Cipher Projects — with a best-for line and a real limit for each.
Cipher Projects Team · August 2, 2026 · 14 min read
Entrepreneurship
What It Actually Costs to Run an AI Product in 2026
Real monthly bands at 1K, 10K, and 100K users — where the money goes, the auth trap, and the four cost-control defaults that keep margins alive.
Monthly cost breakdown for running an AI product in 2026: LLM API bands, vector DB and hosting numbers, observability, the auth pricing trap, and the cost-control defaults Cipher applies in founder builds.
Cipher Projects Team · August 2, 2026 · 13 min read
AI & Automation
Mastra vs OpenAI Agents SDK (2026): Batteries-Included vs Minimal Handoffs
A full TypeScript agent framework against OpenAI’s lean primitives — where each one wins, and the storage and memory traps nobody puts in the README.
Mastra vs OpenAI Agents SDK for production TypeScript agents in 2026: workflows, memory, evals, handoffs, deployment caveats, and the cutover rule Cipher uses to pick between them.
Cipher Projects Team · August 2, 2026 · 13 min read
AI & Cloud Platforms
Amazon Bedrock vs Google Vertex AI (2026): Platform Cutover Guide
Model catalogs, agent runtimes, and grounding stacks compared — and why the real decision is your cloud footprint, not the token price.
Amazon Bedrock vs Google Vertex AI for production in 2026: model catalogs, AgentCore vs Vertex Agent Builder, BigQuery grounding, cost shape, and the cloud-footprint cutover Cipher uses for AU/SG teams.
Cipher Projects Team · August 2, 2026 · 14 min read
AI & Cloud Platforms
Amazon Bedrock Guardrails in Production (2026): Policies, Pricing, Rollout
Six policy types, per-filter billing, and the observe-then-block rollout order that keeps regulated AU/SG deployments from stalling.
Amazon Bedrock Guardrails production guide: all six policy types, per-filter pricing math, contextual grounding vs Automated Reasoning, and the rollout order Cipher uses for regulated Australian and Singapore teams.
Cipher Projects Team · August 2, 2026 · 13 min read
AI & Automation
Best AI Development Companies in Australia (2026): How to Shortlist
A criteria-first shortlist for production AI agents and automation — not a paid awards page.
How to shortlist the best AI development companies in Australia in 2026: vetting criteria, firm archetypes, and red flags.
Cipher Projects Team · July 29, 2026 · 14 min read
Entrepreneurship
AI Stack for a One-Person SaaS (2026): What to Own vs Rent
A practical launch stack for solo founders — hosting, auth, payments, AI tooling, and the cutover from ChatGPT DIY to production agents.
The 2026 AI stack for a one-person SaaS: what to rent, what to own, monthly cost bands, and when Cipher’s Founder Launch Stack beats another subscription.
Cipher Projects Team · July 29, 2026 · 13 min read
AI & Cloud Platforms
Bedrock Knowledge Bases vs Custom RAG (2026): Ownership Cutover
Managed KB, customer-managed KB, or DIY RAG — when AWS should own the pipeline and when you should keep the vector store.
Managed Bedrock Knowledge Bases vs customer-managed KB vs fully custom RAG: connectors, vector ownership, cost meters, and the Cipher cutover for AU/SG production systems.
Cipher Projects Team · July 29, 2026 · 14 min read
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