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Observability is going agent‑native: from human dashboards to data‑centric, actionable telemetry
Observability is shifting from human dashboards to AI‑native, data‑centric systems that track and govern agent behavior and business impact. Several ...
AI is skewing your DORA signals — fix visibility before you “optimize” the wrong thing
AI coding tools are distorting DORA signals unless teams make AI work visible and instrument quality, not just speed. A thoughtful piece argues that ...
Budget and model choice for coding LLMs: usage data and Grok’s layered pricing reset assumptions
Choosing and budgeting coding LLMs is shifting with fresh usage rankings and xAI’s layered Grok pricing. OpenRouter refreshed its coding-model leader...
LangChain adds in-flight PII redaction for streaming (plus a Perplexity API toggle)
LangChain 1.3.2 quietly adds streaming-time PII redaction and a few middleware tweaks, with a small Perplexity API toggle landing separately. The [la...
Copilot CLI/SDK pre-releases make per-session plugins and run visibility first-class
GitHub Copilot CLI pre-releases add per-session plugin mounts and better session visibility, pushing Copilot toward a real programmable agent runtime....
AI bug-hunters are real: Anthropic’s Mythos Preview shows scale, ops must adapt
Anthropic’s Mythos Preview is surfacing hundreds of critical vulnerabilities, showing security-grade AI agents are ready—but ops and remediation workf...
DeepSeek cuts V4‑Pro inference pricing 75%, resetting long‑context economics
DeepSeek slashed V4‑Pro inference prices by 75%, making long‑context reasoning far cheaper and putting pressure on premium model pricing. Per [InfoWo...
Cut RAG costs and latency with a two‑step LLM gate (plus SSE streaming for UX)
A simple two-step LLM gate can skip retrieval on easy queries, cutting RAG cost and latency without retraining. A proposed pattern routes each reques...
Google open-sources Agent Executor for durable, production-grade AI agents
Google open-sourced Agent Executor, a runtime focused on durable, resumable agent execution at production scale. Google’s new open source Agent Execu...
Cursor 3’s parallel agents change how you run long refactors
Cursor 3 adds an Agents Window that runs multiple local and cloud agents in parallel, changing how you plan and supervise code changes. The new sideb...
Google’s Gemini 3.5 Flash beats its own Pro tier at 4× speed and ~40% lower cost
Google launched Gemini 3.5 Flash, a “budget” model that outperforms Gemini 3.1 Pro on coding/agent benchmarks while running faster and cheaper. Per [...
Stop over-prompting: build a control layer for reliable, cheaper LLM backends
LLM teams are moving reliability and cost out of prompts and into a production control layer. A hands-on build shows an 8-part safety layer (validato...
Informatica cracks IDMC into MCP-addressable services as enterprises line up behind agent-ready data ops
Informatica is exposing IDMC data management services through MCP so agents and IDEs can invoke governed data ops directly. Per an [InfoWorld report]...
Antigravity hardens skill boundaries and adds a subagent orchestrator; IDE 2.0 workspace bug surfaces
Antigravity’s skill pack tightened security and shipped a subagent orchestrator, while an Antigravity 2.0 IDE regression broke the workspace view for ...
WindsurfAPI v2.0.97 turns into a more capable multi‑model gateway
WindsurfAPI v2.0.97 adds an OpenAI‑compatible multi‑model provider and new gateway controls that make multi‑region LLM routing more practical. The re...
VS Code brings Auto Mode and remote agent sessions to Claude; Claude Code revamps /code-review
Visual Studio Code now lets the Claude Agent run remotely and, in preview, act without constant prompts, while Claude Code changes how reviews work. ...
Blueprint: Multistage Multimodal Recsys on Amazon EKS with Triton and in‑memory feature caching
A practitioner walks through building and shipping a multistage multimodal recommender on Amazon EKS using Triton, Kubeflow, Bloom filters, and in‑mem...
Agent orchestration is leaving the lab: Gas Town hits the cloud, Pulumi bets infra on agents, ops rules change
AI agent orchestration is moving from demos to cloud-grade operations. Steve Yegge’s agent project [Gas Town comes to the cloud](https://thenewstack....
GitHub Copilot app brings Agent Merge to automate CI fixes and PR merges
GitHub launched a desktop Copilot app that runs outside the IDE and now automates CI and merges with Agent Merge. The new [GitHub Copilot app](https:...
New benchmark shows AI coding agents lag on real refactors — orchestration and guardrails are now the work
BlueOptima’s BARE benchmark found top AI coding models succeed under 23% on real refactoring tasks, exposing a gap with headline coding scores. New d...
Cursor turns its IDE agent into headless infra with a public Agents SDK; Composer 2.5 steadies the hands
Cursor turned its IDE agent into headless infrastructure with a public Agents SDK, while Composer 2.5 made the agent steadier on long tasks. Cursor’s...
Anthropic tightens the MCP stack: buys Stainless, adds tunnels/sandboxes, and runtime trust becomes table stakes
Anthropic is pulling agent plumbing closer to Claude with a Stainless acquisition and new MCP security features, while MCP runtime trust takes center ...
Claude Code v2.1.145: cleaner OTEL traces and a JSON CLI for live agents
Claude Code v2.1.145 changed how agent work shows up in traces and made live sessions scriptable. The release adds a claude agents --json command for...