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Local coding agents hit laptops: Poolside releases Laguna XS 2.1
Poolside launched Laguna XS 2.1, an open-weight coding agent model that runs locally and pushes agent workflows onto developer laptops. In the video ...
Claude Code moves to Manual permissions by default and stops auto-continue prompts; Sonnet 5 system-prompt tweak
Claude Code’s latest releases tighten user control by default and adjust Sonnet 5’s internal prompt handling. In v2.1.200, the default permission mod...
OmniRoute v3.8.44 brings per-request cost caps and safer upstream quota checks
OmniRoute just added per-request budget/mode headers and a global throttle on upstream quota fetches to cut token revokes and surprise spend. The [v3...
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....
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...
ChatGPT 5.5 turns prompts into state: persistent memory and project context arrive
ChatGPT 5.5 now keeps user and project context across chats, shifting LLM app design from stateless prompts to stateful systems. A deep dive shows pe...
Copilot SDK adds spend caps and MCP OAuth; CLI/App tighten reliability and cost controls
GitHub shipped governance and stability upgrades across Copilot SDK, CLI, and the desktop app that make agent workflows easier to secure, observe, and...
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 ...
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...
Copilot becomes a native JetBrains agent; Java SDK adds annotation-based tools
GitHub Copilot now runs natively inside JetBrains AI Assistant, and the Java SDK adds annotations for first-class tool wiring. GitHub says Copilot is...
AI coding assistants are getting pricier and stricter on usage — time to treat tokens like cloud spend
AI coding assistants are shifting to consumption pricing and tighter caps, forcing teams to manage token spend like real cloud costs. Gartner’s lates...
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...
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....
Do you still need RAG? CAG is viable now — and the 2026 vector DB default is shifting
Longer context windows make Cache‑Augmented Generation workable for many internal apps, changing when you actually need a vector database. CAG keeps ...
Copilot adds Gemini 2.5 Pro as a GA model option
GitHub Copilot now includes Google’s Gemini 2.5 Pro as a generally available model option. The [GitHub Changelog feed](https://x.com/GHchangelog?lang...
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...