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RAG reliability is a context engineering problem, not a prompt problem
RAG reliability hinges on how you structure and retrieve context, not on prompt tweaks or chunk-size folklore. A teardown of failing production pipel...
Stop shipping more agents. Build the control plane.
Agent demos are over; production value now depends on ownership, scopes, and an agent control plane. [Google DeepMind is funding research into multi-...
Public Sentry DSN can hijack MCP agents in Claude Code, Cursor, and Codex
A new report shows a public Sentry DSN can hijack MCP-enabled agents in Claude Code, Cursor, and Codex. The New Stack details an agentjacking path wh...
Codex instability: Windows memory leak, routing mismatch, and token spikes put rollouts at risk
OpenAI’s Codex app and CLI show reliability and billing quirks, including a Windows memory leak, rate-limit pain, model-routing mismatch, and unexplai...
The “free Cursor” workaround wave is landing in VS Code
Community guides are spreading ways to run Cursor-like coding agents for free in VS Code using third-party scripts and services. A new [Stack Overflo...
RAG Reality Check: HNSW Everywhere, Filters Decide; Read Fewer Images
Most vector stores use HNSW, so your filtering and scale decide whether pgvector is enough or you need Qdrant, Pinecone, or Weaviate. A hands-on comp...
Cursor rolls out cloud agents that run repo tasks off your machine
Cursor is rolling out cloud-hosted agents that run repo-wide tasks from the IDE, edging toward GitHub-style workflows. Community posts point to a Jun...
Agent plugins grow up: security metadata and prompt transparency for Claude Code and friends
Antigravity Awesome Skills shipped security-aware, specialized plugin bundles while Piebald expanded transparent diffs of Claude Code’s system prompts...
Claude Code adds guardrails to auto mode: destructive git and "destroy" ops blocked by default
Claude Code now blocks destructive git and infrastructure destroy commands in auto mode unless you explicitly ask. Per the latest [GitHub releases](h...
Zep Graphiti shows a practical path to real-time agent memory—and a nudge toward portable skills
Zep’s Graphiti demonstrates real-time agent memory by combining knowledge graphs with vector-speed retrieval. This hands-on walkthrough builds a live...
Perplexity Brain puts agent work-memory in production, and research backs the approach
Perplexity launched Brain, an agent-centric memory that helps its Computer agent learn from past work to boost accuracy and cut cost. [Perplexity is ...
Open-weight coding models hit a new tier: Kimi K2.7 Code and GLM‑5.2
Two new open‑weight coding models—Kimi K2.7 Code and Zhipu AI’s GLM‑5.2—are emerging as viable local alternatives to hosted code assistants. Reviewer...
Claude Code adds live Artifacts; GitHub Action v1.0 cleans up CI
Anthropic added live, shareable Artifacts to Claude Code and shipped a cleaner v1.0 GitHub Action for CI. Artifacts turn a Claude Code session into a...
Reports of OpenAI Codex instability and silent GPT-5.5→5.4 downgrades
OpenAI Codex is showing regressions and silent model downgrades that can break automated code workflows. Developers report GPT-5.5 xhigh requests bei...
Tailscale’s Aperture puts AI agents behind zero-trust with policy, routing, and audit built in
Tailscale introduced Aperture, an "invisible" layer that gives AI agents identity, policy, routing, and observability without punching holes in your n...
Vercel launches 'eve': agents as directories — do you actually need a framework?
Vercel released eve, an open-source agent framework that models agents as directories. Vercel’s new framework tries to make agent systems feel like o...
ORPilot locks optimization models into a solver-agnostic IR
ORPilot introduced a typed, solver-agnostic IR that makes optimization models reproducible and portable across solvers. The ORPilot team details an i...
Edge agents are arriving: AWS Kiro hits iPhone as local-first builds mature
AWS Kiro is landing on iPhone while local-first agents via Ollama and DIY builds like CrankGPT show cloudless AI is getting practical. AWS is taking ...
AI agents need real identities: AppViewX launches PKI-driven control plane as guardrail latency and shadow use bite
AppViewX launched a PKI-based identity and access layer for AI agents, pushing enterprises to treat agents like service accounts with least-privilege ...
Databricks previews Genie Ontology: a context graph for trustworthy AI agents
Databricks introduced Genie Ontology in preview to give AI agents a shared, ranked business context instead of relying on raw similarity search. Geni...
Copilot SDK adds session memory and lazy tool loading
GitHub Copilot SDK now supports persistent session memory and lazy tool loading that leans on model tool search. In [v1.0.2](https://github.com/githu...
OpenAI sunsets GPT-5.2/5.3-Codex in Codex; expect migrations and sporadic capacity pain
OpenAI removed GPT-5.2 and GPT-5.3-Codex from Codex for ChatGPT subscribers, pushing teams to swap models while capacity errors surface. Users report...
Claude Code v2.1.181: in-session /config, reliability fixes, and safer writes
Anthropic shipped Claude Code v2.1.181 with mid-session configuration and fixes for data-loss and flaky startups. The new release adds a simple /conf...