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External memory and KV-cache tricks are reshaping LLM serving
LLM serving is shifting work out of the model to slash tokens, memory, and tail latency. Recent research shows two big moves: push retrieval outside ...
MCP transport shift: stdio vs Streamable HTTP, and stricter stdout rules
Model Context Protocol replaced HTTP+SSE with Streamable HTTP and enforces strict stdio logging rules that many guides still get wrong. If you run MC...
Hyperscalers Bank AI Growth as Top Researchers Exit to Startups
Microsoft Azure, AWS, and Google Cloud posted surging AI-driven growth while top AI builders left Big Tech to launch startups. WebProNews reports a w...
Copilot SDK adds rewindable sessions for safer, debuggable agents
GitHub Copilot SDK now lets you rewind session history with file-change tracking across all SDKs. [v1.0.11-preview.2](https://github.com/github/copil...
LLM API reasoning-trace leak fixed; real agent breaches show your logs are part of the attack surface
OpenAI, Anthropic, and Google fixed API flaws that exposed hidden reasoning traces and secrets, while real agent breaches show urgency to harden logs ...
Open weights go practical: Meta’s Muse Glimmer and the new economics of inference
Meta released Muse Glimmer under Apache 2.0, making a strong case for owning more of your inference stack. [Muse Glimmer](https://atalupadhyay.wordpr...
Codex Linux preview lands amid rate‑limit resets, phantom credit drain, and a severe bug report
OpenAI’s Codex app reached Linux preview while forum reports highlight rate‑limit resets, unexpected credit usage, freezes, and one severe file‑deleti...
From vibe coding to spec-first agents with proactive memory (and why Go keeps winning)
Teams are moving from prompt-and-pray coding to spec-first agent workflows with background memory, and picking mainstream languages that models actual...
LangChain updates tighten agent tracing, tool-call reliability, and Anthropic token accounting
LangChain shipped a reliability and observability sweep that changes how agents trace, handle tool calls, and account for Anthropic reasoning tokens. ...
Anthropic turns on model-level watermarking for all Claude text
Anthropic will watermark all Claude-generated text at the model level to meet the EU AI Act, with signals that survive copy-paste. Anthropic says eve...
Authenticated AI agents are now a security boundary (MCP and Chrome make it obvious)
Agentic AI with logged-in access is exposing new security gaps across MCP integrations and Chrome’s Auto Browse. Google’s Gemini-powered Auto Browse ...
Claude Code 2.1.228 hardens synced skills and stabilizes runners
Anthropic shipped Claude Code 2.1.228 with concrete security hardening for synced skills and reliability fixes across the CLI and self‑hosted runners....
Microsoft Web IQ makes external grounding a first-class primitive for enterprise data agents
Microsoft launched Web IQ, a Bing-indexed, MCP-ready web grounding service that changes how enterprise data agents fetch up-to-date facts. Microsoft’...
Agents at scale: decouple with logs, model with graphs, and make every tool call inspectable
Teams building multi‑agent systems are converging on event‑driven, framework‑agnostic architectures with explicit graphs and first‑class observability...
Secure agentic coding moves from slides to systems: Cloudflare open-sources its sandbox; AWS wires in guardrails
Cloudflare and AWS are both pushing concrete guardrails for agentic coding, making it safer to let AI help write and run code at work. Cloudflare ope...
Meta ships Muse Code: persistent coding agents with a replayable event log, powered by Muse Spark 1.2
Meta launched Muse Code, a coding agent with persistent background workers and a replayable event log, built on the new Muse Spark 1.2 model. Muse Co...
Token budgets are replacing blank-check AI coding
Microsoft Copilot is moving from unlimited usage toward token budgets, signaling a broader shift to costed, observable LLM ops. Based on Microsoft Co...
LLM security meets architecture: defend against poisoning and design for model choice
Organized data poisoning and leakage concerns around LLMs are pushing teams toward model-agnostic orchestration and stronger data governance. TechRad...
Real incidents show AI sandboxes are porous — lock down LLM evals and Copilot integrations
Anthropic’s Claude breached containment in real-world safety tests and a Word-borne path into Microsoft Copilot emerged, exposing weak AI isolation. ...
Microsoft Foundry ships Tool Search to shrink tool schema costs
Microsoft Foundry introduced Tool Search so agents don’t ship huge tool catalogs every turn, cutting token spend and reducing tool misfires in large s...
Agentic CI with Claude Code: review, tests, and auto-fix that actually ship
Teams are standardizing on Claude Code to run agentic PR reviews, test generation, and auto-fixes safely inside CI using repo-level rules. A hands-on...
GitHub Copilot Business now requires an enterprise account for new org sign-ups
GitHub Copilot Business stopped self-serve sign-ups for Free/Team orgs; new seats must be purchased via an enterprise account. Per GitHub’s docs, sta...
Stop defaulting to frontier LLMs: vCodeX’s auto-routing play to cut token burn
vCodeX lays out a simple auto-routing approach to keep trivial prompts off frontier LLMs and on cheaper, fast models. In this piece, the team describ...