mcp-handler 2.2.0 can expose selected MCP tools to in-browser agents through one script, proxying calls as the signed-in user without separate browser OAuth.FEED7 SUMMARY

Jev returns typed, probabilistic decisions for agent routing and guardrails; rapid first-day Gateway adoption is notable, but its speed and cost claims come from the vendor.FEED7 SUMMARY

GLM 5.3 FlashX brings roughly 200 tokens-per-second serving to Vercel AI Gateway, offering a lower-wait option for coding-agent output and repeated tool loops.FEED7 SUMMARY

Vercel CLI can return a live URL in under a second for small static artifacts, making agent-generated reports and prototypes easier to share without a build step.FEED7 SUMMARY

Harbor can run Terminal-Bench and related evals in isolated Vercel microVMs, enabling parallel model comparisons without putting injected credentials inside each sandbox.FEED7 SUMMARY

Vercel’s gateway data shows open-weight models reached 56% of August token volume while price per token fell, reinforcing workload routing over loyalty to one frontier model.FEED7 SUMMARY

GPT-Live 1 supports simultaneous listening and speaking plus delegation to a separate text model, enabling interruptible voice agents without coupling conversation and deep work.FEED7 SUMMARY

Jev gives agent loops typed decisions and probabilities without generating prose, offering a smaller control primitive for routing tools, retries, reviews, and guardrails.FEED7 SUMMARY

Two Gemini 3.8 Live models add real-time audio to AI Gateway; the extended variant can reason alongside speech while the base model keeps tool calls in the background.FEED7 SUMMARY

Vercel’s AI SDK harness can reuse host-side subscriptions for supported coding agents, reducing credential setup while keeping agent-switching behind one interface.FEED7 SUMMARY

A three-engineer team consolidated model routing, long-running agent jobs, and deployment on Vercel while serving 100,000+ users. The case study shows where managed abstractions can remove operational work.FEED7 SUMMARY

Tailscale tied model access and ephemeral agent sandboxes to network identity, without issuing keys to agents. It is a concrete pattern for combining gateways, access control, and isolated execution.FEED7 SUMMARY

A safety prompt did not stop robot coding agents from colliding with obstacles. SafeHarness instead makes route verification, replanning, and contact constraints explicit in the execution loop.FEED7 SUMMARY

Homa targets the small-message tail latency that can idle GPUs in distributed agentic inference, using message boundaries, short-message priority, and receiver-led congestion control.FEED7 SUMMARY

Hex uses GPT-6 Astra in its data agents to turn analytical answers into interactive visual reports, suggesting a path from agent output to shareable artifacts.FEED7 SUMMARY

Cursor Projects gives a coordinator persistent context, cloud and local subagents, and event-driven work for features, migrations, and maintenance that outlive one chat.FEED7 SUMMARY

Meta doubled GEM’s training efficiency by co-designing recommendation-specific kernels, precision, parallelism, networking, and memory. The takeaway is to profile workload shape before reusing an LLM training stack.FEED7 SUMMARY

Gemini Managed Agents now add model selection, sandbox hooks, token caps, schedules, and free-tier access, covering several controls needed for unattended coding work.FEED7 SUMMARY

Anthropic traces recent Claude Code degradation to three bugs — a reasoning-effort default, a thinking-cache bug, and a prompt change — all fixed in v2.1.116, with usage-limit resets as compensation.FEED7 SUMMARY

Anthropic's practical guide to agent evals: grader types, pass@k vs pass^k, and a start-small roadmap (20-50 tasks from real failures). Teams with evals adopt new models in days instead of weeks.FEED7 SUMMARY

Alibaba’s open-source review CLI combines deterministic diff handling with an LLM agent to improve line-level precision and reduce token use, while explicitly trading away recall.FEED7 SUMMARY

Hugging Face demos real-time speech-to-speech from open parts: Nvidia Parakeet ASR, Gemma 4 31B on Cerebras inference, Alibaba's Qwen3TTS — pipeline code is open and already runs on 9,000+ Reachy Mini robots.FEED7 SUMMARY

IBM's ScarfBench tests coding agents on 204 enterprise Java framework migrations (Spring, Jakarta EE, Quarkus). The strongest agents score under 10% behavioral success, and agents often claim builds that don't compile.FEED7 SUMMARY