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BDH-CQ combines in-context learning with reasoning outside the token stream
Pathway’s BDH-CQ combines in-context learning with recurrent latent reasoning, reaching 29.5% on ARC-AGI-1 at just $0.0007 per task. The post BDH-CQ combines in-context learning with reasoning outside the token stream first appeared on TechTalks.
- Blog on OpenTelemetry Read
Zero-code trace-log correlation with OBI
You get paged. A trace shows a request failing in one of your services, and you know the answer is in the logs — but which log lines belong to that request? If the service never adopted structured logging with trace context, the honest answer is: you grep by timestamp and hope. OpenTelemetry eBPF Instrumentation (OBI) can now add that missing trace context to the logs your services already write. Your applications don’t change: no SDK, no logging-library configuration, no application rebuild or redeploy.
Introducing GLM 5.3 on Amazon Bedrock
GLM 5.3 from Z.ai is now available on Amazon Bedrock: a 753B-parameter mixture-of-experts model built for coding and long-horizon agentic tasks. Learn how to invoke it with the OpenAI-compatible APIs, cut cost and latency with prompt caching, and run an authorized security test with the open-source Strix agent.
One MCP server used 18,000 tokens before doing anything. Here’s the workaround
Pi spent much of the past year leaving MCP out of its coding agent, even as the protocol became standard
Developers are secretly hoping OpenAI fails to ship this month
OpenAI’s Codex team will ship one improvement a day for 28 days or reset usage limits. Day 1 sped up GPT-6 models, but the rules remain loosely defined.
- SemiAnalysis Read
Anthropic Subscriptions Offer 5x+ More Value Than OpenAI
Limit testing every AI subscription plan from Anthropic, OpenAI, Meta, SpaceXSI, MiniMax, Moonshot, Z.ai, Cursor, and Cognition
Dynatrace wants its AI agents to fix problems instead of adding alerts
Dynatrace closed its $915 million acquisition of Arize on October 1, joining Arize’s tracing and evaluation of AI agents to
The AI safety check that runs on a laptop and nearly matched a 35B model
Red Hat benchmarked AI guardrails. A 200M-parameter classifier nearly matched a 35B LLM judge on prompt injection, while Jev won on content safety.
Supercharge regulated workloads with Claude Code and Amazon Bedrock
Anthropic Claude Opus 5.5 and Claude Sonnet 5.5 are available on Amazon Bedrock in the AWS GovCloud (US) Regions. Learn how to use them with Claude Code, Anthropic's agentic coding tool, for compliance-aligned, AI-assisted development on regulated and ITAR workloads.
New agent skill: Amazon SageMaker optimized generative AI inference for your coding agent
Amazon SageMaker optimized generative AI inference introduces the aws-ai-ml skill through the Agent Toolkit for AWS, giving coding agents like Kiro, Claude Code, and Codex deep expertise in inference optimization and benchmarking. Describe what you want, and your agent generates executable SageMaker Python SDK v3 code to benchmark, recommend, and compare deployments.
Making Amazon Quick enterprise-ready: Automated, auditable cross-account resource promotion
Promoting Amazon Quick resources (agents, action connectors, knowledge bases, flows, and spaces) from a development to a production AWS account has been a manual, error-prone chore. This post shows how to automate cross-account promotion with an idempotent, auditable MCP server on Amazon Bedrock AgentCore.
Agentic retrieval with LangChain and Amazon Bedrock Knowledge Bases
Build a Retrieval Augmented Generation (RAG) application on Amazon Bedrock Managed Knowledge Base with LangChain, and see how agentic retrieval handles the multi-part questions that single-shot retrieval answers poorly. Run the same query through both paths, read the trace events, and compare what each retrieval path costs.
Downgrading user roles in Amazon Quick
Amazon Quick doesn't offer a direct console path to downgrade a user from Admin or Author to Reader. This post walks through two reliable methods: a manual delete-and-recreate approach and an AWS CLI step-down sequence that downgrades roles safely while preserving asset ownership.
Evaluating multi-agent systems for explainability and helpfulness with Amazon Bedrock AgentCore
Multi-agent systems need deeper guarantees than fluent responses: they must select the right tools, respect constraints, and explain their decisions. Learn how to build a Strands-based multi-agent supply chain decisioning system and evaluate it with Amazon Bedrock AgentCore Evaluations using built-in, custom, and explainability evaluators.
- AWS News Blog Read
AWS Weekly Roundup: Amazon Bedrock Managed Agents powered by OpenAI, Q3 service availability updates, Kiro workflows, and more (October 5, 2026)
Last week, we announced a public preview of Amazon Bedrock Managed Agents powered by OpenAI, built on a customized version of OpenAI’s Agents API engineered to be AWS-native and integrated with AWS resources. You can now build agents optimized for OpenAI models that run entirely inside AWS with the identities, permissions, and governance controls you
XCOR launches to trace outages in minutes. It still pages engineers
Palo Alto Networks’ Cortex XCOR uses AI SRE agents to root-cause incidents in under three minutes, the company says, so engineers aren’t woken at night.
- The System Design Newsletter Read
64 AI Concepts Every Software Engineer Should Know
#187: Part 1 - Generative AI, RAG, AI Agents, and 14 others.
One year later: the power of 1.1.1.1 interns
A year after announcing our goal to hire 1,111 interns, more than 750 early-career builders have shipped real products across 48 teams at Cloudflare. From Birthday Week launches to post-quantum security, our interns prove that AI amplifies human potential instead of replacing it.
Everything we launched during Birthday Week 2026
We celebrated our 16th birthday with 46 announcements across open source, post-quantum security, AI agents, and developer platform upgrades. Here’s a day-by-day roundup of everything we shipped.
Agents have made CI the bottleneck. Faster pipelines are the wrong fix
Agents pushed CI job volume up 25x at Anthropic. Faster pipelines help, but they still check a repo, not the distributed system it has to work with.
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