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News
Prompts Are Code. Genkit Makes the Runtime Reviewable.
42+ min ago (764+ words) A prompt can look perfect in a model playground and still fail as a product. The production input arrives in a different shape. Authentication data leaks into the prompt. The model returns prose where the UI expects JSON. A three-line…...
Why Autonomous AI Agents Need a Local Action Firewall: Introducing MCPBouncer
2+ hour, 25+ min ago (181+ words) Developers are rapidly connecting autonomous AI coding assistants (Cursor, Claude Desktop, Windsurf, Zed, or custom LLM frameworks) directly to local systems via the Model Context Protocol (MCP). While giving AI access to terminal execution, filesystem tools, and databases dramatically accelerates…...
Data Substrate Versus Vector Db Rag
2+ hour, 21+ min ago (1246+ words) This week’s headlines highlight the rapid evolution of AI in China, with models like Qwen and DeepSeek pushing the frontier of capability. But as these models grow more sophisticated, the conversation around how data is stored, queried, and used as…...
tracehub-mcp: Giving AI Assistants a Real Query Interface Into Your LLM Traces
3+ hour, 14+ min ago (102+ words) The Copy-Paste Problem Here's what debugging an LLM application looks like for most... Tagged with aiengineering, mcp, observability, opensource....
What to Do When an API Has Too Many Endpoints for One MCP Server
4+ hour, 23+ min ago (953+ words) Large APIs are where MCP design gets interesting. If your API has 15 endpoints, you can review each one by hand and decide which operations should become tools. If your API has 300 endpoints, exposing everything creates a different problem: the MCP…...
Cognito With the Safety Off: MFA Disabled, Advanced Security Disabled
4+ hour, 47+ min ago (722+ words) ✓ Human-authored analysis; AI used for formatting and proofreading. A Cognito user pool is an identity perimeter. The pool authenticates customers, issues JWTs the application trusts, and brokers federation to social identity providers. Whatever else the application does for security such…...
Send Transactional Email from a Verified Domain with an API or SMTP
8+ hour, 12+ min ago (245+ words) Password resets, login codes, receipts, and alerts are easier to operate when application email has its own delivery path. Here are the setup decisions that matter before sending. Use a domain you control, then add the DNS records shown by…...
I built an open-source personal web memory for coding agents
8+ hour, 45+ min ago (72+ words) I kept saving things I knew I would need later: a GitHub repository, a Reddit answer, a post on X, a... Tagged with ai, memory, bookmarks, mcp....
The Purple Gradient Problem: Why AI UI All Looks Alike (and How to Fix It)
12+ hour, 20+ min ago (799+ words) You can spot it in about three seconds. There's even an origin story. In August 2025, Adam Wathan — the creator of Tailwind CSS — posted a half-serious apology on X that got over a million views. He was sorry, he said, for…...
I tested 31 MCP servers for contract compliance. Only 3% passed.
12+ hour, 57+ min ago (305+ words) MCP is JSON-RPC over stdio / Streamable HTTP with bidirectional notifications. Normal HTTP chaos tools don't speak it. And even when you test an MCP server, you usually test your agent, not whether the server's contract protects you. Real failures I…...