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From prompts to policy: a practical agentic RL loop for SQL agents
Daily Dose of Data Science released a practical agentic RL training loop for tool-using LLM agents, with a hands-on SQL agent example. Part 12 of the...
Safari MCP brings agents into the browser; routing and cost tooling catch up
Safari’s new MCP server lets agents see and act in a real browser, shifting agent work from code-only to runtime debugging. WebKit’s Safari Technolog...
LLM agents: new exploit (“HalluSquatting”) and a simple defensive kill‑switch (“context bombing”)
Researchers showed AI coding agents can be steered to install malware via hallucinated package names—and that planted “context bombs” can make attacki...
Anthropic extends free Fable 5 access in Claude Code, with higher caps, through July 19
Anthropic extended free access to Fable 5 in Claude Code and kept higher weekly limits, giving teams room for a real trial. Anthropic pushed the Fabl...
GitHub’s PR Inbox is GA — and it now understands agent-authored work
GitHub made its redesigned PR dashboard generally available and added filters that treat agent-authored pull requests like first-class work. The new ...
Agent identity grows up: A2A v1.0 and the push from sandboxes to production
Agent identity for AI agents is moving from talk to something you can actually ship and audit. [A2A v1.0](https://hackernoon.com/the-identity-layer-f...
OpenAI rolls out GPT-5.6; early tool gaps, agent bugs, and cost shifts surface
OpenAI shipped GPT-5.6 broadly, but developers report IDE gaps, agent quirks, and higher run costs. OpenAI signaled GPT-5.6 availability across ChatG...
Claude Code 2.1.207 flips Auto mode on by default for Bedrock, Vertex AI, and Foundry
Anthropic’s Claude Code 2.1.207 enables Auto mode by default on Bedrock, Vertex AI, and Foundry, and ships a batch of reliability fixes. Per the [rel...
Claude Code gets a native Linux installer and official apt/dnf/apk repos
Claude Code now installs natively on Linux and ships official apt, dnf, and apk repositories. A new installer keeps the CLI updated in the background...
Microsoft’s $2.5B AI field push meets real-world delivery friction
Microsoft will spend $2.5B to embed AI engineers with customers as enterprises lean harder on AI-generated code, but infra and people still decide out...
Agents are distributed systems: ship idempotency, logs, and verifiable handoffs
A wave of posts argues multi-agent AI needs classic distributed-systems discipline with verifiable handoffs, not more prompt magic. In [Your Multi-Ag...
Mistral open-sources Leanstral 1.5, a Lean 4 proof agent that finds real bugs
Mistral released Leanstral 1.5, an Apache-licensed Lean 4 proof agent that’s already uncovered real defects in open-source code. Leanstral 1.5 is a M...
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 ...