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Practical workflows, testing patterns, and tools worth adopting now.
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Binary chunk trees for RAG cut latency without extra LLM calls
SproutRAG claims binary chunk trees reduce RAG latency while keeping relevance comparable to flat vector retrieval. A developer summary of the Sprout...
Local LLM serving on 24GB GPUs: vLLM scales, llama.cpp/Ollama survive spills
A new benchmark shows vLLM crushes throughput on a 24GB GPU but hard-OOMs once models spill to RAM, while llama.cpp and Ollama keep generating slowly....
Agentic AI is getting metered: prompt bloat and spend caps
Enterprises are capping AI usage as agentic workflows quietly inflate token costs that cheaper models won’t fix. [The New Stack](https://thenewstack....
Claude is getting workflow‑native: Anthropic’s science workbench and a planning pattern you can try
Claude is shifting from chat to workflow tools, signaled by Anthropic’s science workbench and a planning method that turns messy notes into plans. A ...
Claude Code shifts to manual permissions and disables auto-continue by default
Claude Code changed its defaults to require manual approvals and stopped auto-continuing, pushing agent behavior toward safer operations. In v2.1.200...
Agents go persistent: Cursor brings a mobile control plane, and ops signals follow
Cursor released an iOS app that turns your phone into a control plane for always-on coding agents running in the cloud. In the launch video, Cursor s...
Claude Code adds self-hosted gateway with OIDC, policy, telemetry, and AWS failover
Anthropic introduced a self-hosted Claude Code gateway that centralizes auth, policy, telemetry, and routing, alongside v2.1.198’s AWS upstream and fa...
Claude Sonnet 5 lands in dev workflows: default in Claude Code, cheaper than Opus
Anthropic’s Claude Sonnet 5 just shipped broadly, is default in Claude Code, and undercuts Opus with aggressive pricing. Anthropic launched Sonnet 5 ...
MongoDB Atlas adds native reranking in the aggregation pipeline (public preview)
MongoDB Atlas now reranks search results inside the database to improve RAG quality without adding another service. MongoDB shipped Native Reranking ...
Microsoft’s Memora reframes agent memory with fewer tokens and cleaner recall
Microsoft Research introduced Memora, a memory architecture that promises long-term recall for agents with far fewer tokens. Memora organizes knowled...
Real-work agent benchmarks land: ALE, ScarfBench, and TraceLab reset the bar
Agent evaluation is shifting to end-to-end, real-work benchmarks with verifiable outcomes, and early results show agents aren’t production-ready yet. ...
Harness rolls out Autonomous Worker Agents with governance, context, and a forkable marketplace
Harness introduced Autonomous Worker Agents for CI/CD with built-in governance, context, and an agent marketplace. Per [DevOps.com](https://devops.co...
Claude Code 2.1.197 makes Sonnet 5 the default with a native 1M-token context and promo pricing
Claude Code now defaults to Sonnet 5, bringing a native 1M-token context window and lower temporary pricing. The latest release of the CLI sets Sonne...
Agents Need a Governance Layer Before They Scale
Agentic AI is stalling on governance, not models or UI, and that changes where backend teams need to invest. An industry brief argues the real bottle...
Chrome DevTools opens runtime telemetry to AI agents, paired with Modern Web Guidance
Google Chrome now exposes DevTools runtime data for AI agents, paired with official guidance on how to fix what they find. Chrome’s new “DevTools for...
Okta brings AI agent governance inside FedRAMP; identity-first agents meet enterprise reality
Okta moved AI agent governance inside FedRAMP boundaries, signaling identity-first agents are getting enterprise-grade controls. Okta says it’s the f...
Agentic-QE ships runtime “oracle” evals, durable-first tests, and a stability layer
Agentic-QE now grades generated tests by running them against real and deliberately-broken code, and locks down its CLI/API behavior. The new release...
Open Qwen 3.5 narrows the SWE-bench gap with closed models
Open Qwen 3.5 is closing the SWE-bench gap with top closed models, which could change your code-agent cost math. Per a public benchmark note, Qwen 3....
Claude Code tightens MCP tool matching; ecosystem patches auth and metrics edges
Anthropic’s Claude Code changed how hooks match hyphenated MCP tool names and shipped a raft of reliability fixes. The latest Claude Code release [v2...
Claude Opus 4.8 leans into long‑context analysis, with coding gains to watch
Anthropic’s Claude Opus 4.8 is shifting from summaries to decision‑grade long‑context analysis, with early signs of stronger coding performance. A de...
AWS Labs open-sources an agentic LLM evaluation system with multi-judge scoring
AWS Labs released an open-source, agent-guided LLM evaluation system that automates dataset creation, multi-judge scoring, and reporting. The new [AW...
Azure Migrate adds Copilot-powered code insights (preview) for AKS/App Service modernization
Azure Migrate now uses GitHub Copilot Modernize to generate code insights that map repo-level findings to web apps at scale. Microsoft rolled out a p...
SonarQube’s MCP server lands for Claude Code; 2.1.195 fixes risky tool matching
SonarQube now publishes an MCP server and generator for Claude Code, and Claude Code 2.1.195 tightens tool matching and agent stability. Sonar publis...