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867 postsGenerating Procurement Approval Workflows from an Org Graph
Instead of static workflow engines, the organization is modeled as a versioned graph; approvals are computed at runtime, preserving full auditability.
Building an AI Dubbing Pipeline with faster-whisper and XTTS-v2
A step-by-step guide to building an open-source AI dubbing pipeline with faster-whisper, XTTS-v2 and FFmpeg that clones voices while keeping audio in sync.
Real-World gVisor Lessons from Auditing 8,764 MCP Servers
MarketNow shares practical lessons from running gVisor sandboxing in production, backed by real audit results across 8,764 MCP servers.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comWhy AI Agents Forget by Design: The Memory Problem
LLM APIs are stateless by design, and the context window is not real memory. This architectural choice drives cost, latency, and consistency failures in production agents.
Interdict: A Postgres Safety Layer Against Rogue AI Agents
Interdict simulates risky SQL writes from AI agents before execution, measures exact blast radius, makes changes undoable, and blocks unsafe statements without human approval.
How Airbnb rebuilt its data architecture for a multi-product world
Airbnb explains how its data teams built a consistent yet flexible data architecture using core principles and modeling guidelines for Homes, Experiences and Services.
Pon: A Rust-Built JIT/AoT Compiler for Python 3.14
Pon is a Rust-based JIT/AoT compiler that skips the CPython interpreter and bytecode entirely, compiling Python 3.14 straight to native code via Cranelift.
Netflix's Data Canary: Validating Catalog Metadata at Scale
After an outage caused by corrupted data rather than code, Netflix built a production-traffic data canary system that detects catalog issues within 10 minutes.
How RAG Hallucinations Poison Your Vector Database
A fintech RAG pipeline poisoned its own vector store via silent hallucinations; here's how deterministic validation fixed the problem.
GitLost: A Public GitHub Issue Can Leak Private Repos
GitLost shows how a public GitHub issue and a one-word prefix bypass threat detection, leaking private repo contents via Agentic Workflows.