#Rag

Code Retrieval Is Converging on Graphs, Not Embeddings

A trending open-source tool turns your monorepo into a queryable knowledge graph your coding agent can call over MCP.

Article · 4d ago0

That 100x-Cheaper Retrieval Claim Is Half Right

Neon and Castform's benchmark-free demo still marks a real shift in who needs frontier models for RAG.

Article · 1w ago0

Google Just Unbundled Grounding From Google Search

Parallel's agent-native search lands on Gemini Enterprise, and the real story is the licensing, not the index.

Article · 1w ago0

The Best AI Issue Agent Doesn't Write Code

Context-assembly pipelines that turn raw tickets into verified briefs beat autonomous fixers on today's messy queues.

Article · 2w ago0

The Last Official Google Search API Dies January 1, 2027

The Custom Search JSON API sunset ends two decades of sanctioned programmatic access to Google results.

Article · 3w ago7

Beyond RAG: The Engineering Behind Multi-Document Reasoning

Parsewise launches an API targeting the fragile middle layer of cross-document synthesis and lineage tracking.

Article · 1mo ago2

Ditching the Magic: Why Haystack Wins in Production RAG

Haystack's explicit, graph-based architecture replaces implicit framework magic with predictable, production-ready pipelines for LLMs and agents.

Article · 1mo ago0

Why Large Language Models Fail to Learn Reversible Facts

Auto-regressive models cannot automatically infer that B is A after learning A is B, forcing a rethink of fine-tuning.

Article · 1mo ago2

Beyond the Demo: Engineering Reliable, Production-Grade AI Agents

Stop relying on fragile agent frameworks. Build resilient agentic systems using deterministic workflows, state preservation, and robust harness engineering.

Article · 1mo ago0

Zvec and the Rise of the In-Process Vector Database

Alibaba's open-source Zvec brings SQLite-like simplicity and high-performance local retrieval to edge AI and RAG applications.

Article · 1mo ago0

Inside the Pentagon's 1.5-Million-User Enterprise LLM Rollout

The GenAI.mil deployment reveals the engineering realities of scaling agentic document pipelines under strict data classification standards.

Article · 1mo ago0

KPMG's Hallucination Disaster Is a Warning for LLM Pipelines

The consulting firm's retracted AI report highlights why developers must build strict validation and verification layers into generative workflows.

Article · 1mo ago0

A German Court Just Made Google Liable for Its AI's Hallucinations — and Every Team Shipping Generated Text Should Pay Attention

The Regional Court of Munich ruled that AI Overviews are Google's 'own words,' not search results — gutting the liability shields that protected search engines and raising the stakes for anyone deploying RAG.

News · 2mos ago5

Add Retrieval-Augmented Generation (RAG) to Your App

Build a minimal but production-shaped RAG loop in Python: chunk and embed documents, store vectors, retrieve the most relevant context, and feed it to an LLM to ground its answers.

Tutorial · 2mos ago0

TurboVec: A Rust-Powered Quantised Vector Index That Fits 10M Docs in 4 GB

Built on Google Research's TurboQuant algorithm, TurboVec offers online ingest, SIMD-accelerated filtered search, and drop-in replacements for LangChain, LlamaIndex, and Haystack vector stores — no database required.

Article · 2mos ago0