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News
voice ai for appointment booking: Build a Vapi + ElevenLabs Agent that books slots and sends reminders 24/7
15+ min ago (591+ words) You can wire Vapi's speech-to-intent engine to ElevenLabs' neural text-to-speech, then glue the two together with an n8n workflow that talks to Google Calendar and Twilio. The result is a fully-automated "voice AI for appointment booking" that can take calls, create…...
Modeling Invoice Corrections as New Documents, Not Edits
42+ min ago (351+ words) I built a TypeScript/Express REST API for managing invoices through a controlled lifecycle — drafts can be edited, finalized invoices can be issued and exported as PDFs, and corrections are handled as replacement invoices rather than by mutating the original....
Copilot Can Now Approve Pull Requests. Should It Count Toward Your Branch Protection?
36+ min ago (633+ words) Copilot code review can now submit approvals that satisfy required reviews. How the controls compose, what is undocumented, and a safe rollout. Tagged with githubcopilot, github, devops, codereview....
Bot Detection False Positives: How to Actually Test Accuracy
1+ hour, 20+ min ago (1443+ words) The fastest way to lose confidence in bot protection is not to miss a bot. It is to block a real customer. A missed scraper costs bandwidth or content. A blocked customer costs a sale, a support escalation, and trust…...
How I Turned the SAM.gov Public Bulk Dataset Into a Searchable Contractor Database
50+ min ago (718+ words) Working with public government datasets often sounds straightforward until you actually try to turn them into something useful. That was my experience with the SAM.gov public bulk dataset. The data is valuable because it contains a large amount of…...
AI Agent Authentication in 2026: Web Bot Auth, ARD & OAuth
1+ hour, 20+ min ago (1061+ words) AI agent authentication is not one protocol. It is a stack. An agent may need to discover a tool, prove which workload is running, authenticate an HTTP request, show that a user delegated authority, and leave enough evidence to reconstruct…...
How to change reasoning effort in Codex CLI: model_reasoning_effort values and one-off overrides
1+ hour, 14+ min ago (430+ words) Codex feels slow, or it overthinks a trivial fix. The knob for that is reasoning effort, the Codex counterpart of extended thinking in Claude Code, controlled by the model_reasoning_effort key. In short: set model_reasoning_effort = "high" (or another value) in ~/.codex/config.toml…...
Browser Fingerprinting in 2026: What Still Works, What Doesn't
1+ hour, 20+ min ago (1267+ words) Browser fingerprinting still works in 2026, but the useful techniques have shifted underneath everyone. Chrome's Privacy Sandbox has frozen or removed half the signals fingerprinting libraries depended on. Firefox and Safari added noise injection and API restrictions. Brave blocks attempts outright....
Why Autonomous AI Agents Need a Local Action Firewall: Introducing MCPBouncer
1+ hour, 51+ 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…...
The $10 Canonical Loop: How Expired Domains Are Outranking You in Every Market
2+ hour, 4+ min ago (643+ words) A domain name costs about $10. That is the entire marginal cost of the spam that is outranking legitimate sites in every market Timothy Malmros has checked. If you build or maintain websites, you should understand this mechanism, because it explains…...