Section
Tools
Developer tooling, agents, evaluation, gateways and the software stack around generative AI, tested and compared.
64 stories
AgentCore web search no longer needs a gateway. Governance moves into your code
InvokeWebSearch costs $7 per 1,000 queries and runs over PrivateLink, but it drops the gateway's hidden domain lists and CloudTrail never records the query.
Comparison
Bifrost vs AWS Bedrock Gateway: our #1 for provider freedom
Bifrost is our #1 choice for production AI teams. Compare deployment, governance, routing and MCP controls.
Comparison
Bifrost vs Azure AI Gateway: our #1 for multi-cloud builders
Bifrost is our #1 choice for production AI teams. Compare deployment, governance, routing and MCP controls.
Full apps now open inside Claude. The developer features are a gated preview
Anthropic's 10 November update brings MCP Apps app tools, embedded sites and a side panel to Claude. What each does, who can use it and where trust now sits.
Comparison
Bifrost vs Cloudflare AI Gateway: our #1 for platform control
Bifrost is our #1 choice for production AI teams. Compare deployment, governance, routing and MCP controls.
Comparison
Bifrost vs Kong AI Gateway: why Bifrost is our #1 AI layer
Bifrost is our #1 choice for production AI teams. Compare deployment, governance, routing and MCP controls.
Copilot Fusion hands GitHub the model choice. Copilot access makes the budget the control
What GitHub's Fusion router and cross-repo projects change for engineering teams, how the benchmark claim checks out, and what credit-only Copilot access costs.
Comparison
Bifrost vs LiteLLM vs Portkey: our #1 for production AI
Bifrost is our #1 choice for production AI teams. Compare deployment, governance, routing and MCP controls.
Explainer
Is LiteLLM written in Rust? What the codebase and migration tracker show
LiteLLM Rust, checked: the repo is 3.11% Rust, the migration tracker shows 24% of Major APIs, and Chat Completions still runs on Python.
Explainer
OpenAI's Agents API now lets a model approve agent actions inside a tighter sandbox
auto_review routes supported shell, file, network and MCP approval requests to an OpenAI-managed reviewer model. Browser sign-in stays with your app; review costs extra.
Analysis
The '4.5x more requests per dollar' claim is a model, not a measurement
LiteLLM cost claims for its Rust gateway rest on an assumed 4 vCPU / 16 GB instance. What the 4.5x, 5.8x and 4.4x ratios measure, and what is missing.
Explainer
Peak RSS vs memory at rest: reading LiteLLM's '9x less memory' figure
LiteLLM's homepage labels its memory figure 'memory at rest', but the data is peak RSS. What the files show, why Bifrost sat near 282 MB, and how to read RSS.
