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Atlassian's AI-native ITSM helps every team deliver exceptional service experiences. And now, it's been named a Leader in the 2026 Gartner® Magic Quadrant™ for IT Service Management Platforms [5].
Gartner recognition follows a year of innovation and customer value delivery for Atlassian, with capabilities that help scale AI service management across the enterprise
Get a free copy of the MQ report [6] to discover:
* Gartner's analysis of the leaders, challengers, and niche players in the space * Which key ITSM capabilities matter as agentic IT goes mainstream * Why Atlassian was named a leader
AWS Lambda Web Functions is a new form factor that runs standard HTTP web applications without rewriting code into an event handler. Developers can deploy existing Node.js servers built with frameworks like Express or Next.js, and the service automatically handles scaling and multi-region distribution. Each execution environment handles up to 128 concurrent requests, and billing is based on active CPU time rather than total duration. It is available today in five regions.
Google has released a completely rewritten second edition of its Site Reliability Engineering book with O'Reilly Media. The update reflects a decade of changes to the reliability field, including the rise of AI, microservices, and platform engineering. The new text includes guidance on modern challenges like running large language models and using AI to enhance operational reliability.
New Relic argues observability must evolve for AI agents as well as humans, since agents need trusted operational intelligence rather than raw telemetry. Its Ground Truth layer combines telemetry, relationships, evidence, and context, separating intelligence from presentation so dashboards and APIs serve both audiences.
Per the 2026 State of Kubernetes Optimization Report, AKS CPU utilization fell to 8% and memory to 20%, with CPU overprovisioning at 69%. GPU utilization averages 5% overall and 2% on AKS, driven by conservative resource requests that are rarely revisited.
Cloudflare scaled D1's control plane to manage millions of SQLite-backed databases while keeping centralized components out of the query hot path. Distributed routing metadata, pooled Postgres connections, precomputed aggregations, and idempotent background processes reduce bottlenecks as database counts grow.
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Open source, unified observability platform with ~22.3k GitHub stars, 10k+ deployments, and migration in 30 minutes. No host fees. No custom metric fees. No overages. Store in your S3. OTel-native logs, metrics, traces and RUM. Start for free with Cloud [14] or self-host [13].
Xtool is a cross-platform tool that replicates Xcode functionality using open standards. It lets developers build and deploy iOS apps on Linux, Windows, and macOS. The tool can sign, install, and interact with Apple Developer Services programmatically.
VoiceStudio is an open-source alternative to ElevenLabs that runs fully locally on user hardware. The software supports voice cloning, video dubbing, transcription, and audiobook creation in 646 languages.
Instagram Live now uses the open standard Media over QUIC (MoQ) protocol for live video ingest on iOS and Android. This switch moves development from Meta's in-house RUSH protocol to a shared IETF standard developed with Google, Akamai, and others. Meta says the MoQ path matched RUSH on streaming quality and reliability measures during testing.
Postgres TOAST compresses oversized variable-length values and moves them into separate storage when necessary. SQL examples show why LZ4's faster compression does not always produce smaller values or faster reads: pglz can outperform it for short previews, while uncompressed external storage can improve reads from the middle of large binary values.
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Aikido built Altar, an open-weight model that maintains 92%
PagerDuty's AI-powered Incident Communications, now in rolling general availability, uses Scribe Agent to capture bridge audio and chat across Zoom, Teams, and Meet.
The CD Foundation launched an AI Special Interest Group on defining how AI fits into CI/CD, with its first meeting on October 7 and biweekly sessions after.
Cloudflare reduced data-pipeline traffic by moving replication downstream and applying sampling and aggregation earlier.
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Deploy a RAG pipeline to your AWS account with one fully provisioned Terraform template. Elastic Cloud handles retrieval and AWS Lambda handles orchestration.
* GET STARTED: SIGN UP FOR ELASTIC CLOUD FREE [5] in AWS Marketplace, download the template, and run Terraform * AUTOMATE INGESTION: Upload a document to S3 and Lambda vectorizes it into Elastic — no manual processing * QUERY WITH AN LLM: Send a question to the API Gateway endpoint and get responses grounded in your data via Amazon Bedrock
New Relic added AI Evaluation to its AI Observability platform, using an LLM as a judge to score live prompts and completions for safety and accuracy. It flags prompt injection, data leakage, and hallucinations with 0 to 1 scores attached to distributed traces.
flux9s, a Rust terminal UI for Flux inspired by K9s, reached 1.0. It adds dependency graphs, reconciliation history, a cluster health pulse dashboard, and opt-in discovery for Flagger and tofu-controller, and it is read-only by default.
DigitalOcean has released MicroVMs in public preview, offering isolated virtual machines that pause when idle and resume in milliseconds. The service costs $0.022 per vCPU-hour and $0.0085 per GiB-hour for compute, billed per second, while paused instances only incur storage fees. MicroVMs are built on the open-source Firecracker platform and are designed for workloads like coding agents, sandboxes, and CI/CD runners.
Safe PostgreSQL schema changes separate expansion, backfills, traffic switches, and cleanup so old and new application versions remain compatible during deployment. Short lock timeouts, concurrent index builds, separately validated constraints, and throttled backfills limit disruption, while monitoring replica lag and data consistency determines when each phase can proceed.
Anthropic has introduced a new concept called agentic evaluations, or agentevals, to verify that AI agents perform tasks correctly and safely. The tool grades agent traces based on specific criteria like performance, output quality, and safety. Developers can install agentevals via a Python package or clone the source repository from GitHub.
Leaky buckets provide inexpensive admission control by calculating available capacity from elapsed time rather than running a background timer. PlanetScale applies related token-bucket budgets to Postgres queries, estimating resource costs before execution and reconciling actual costs afterward to control bursts and protect database capacity.
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CodeAF [12] runs at up to 4.8x less per solved issue than frontier models, and it outperforms on complex software engineering tasks. It works with any provider and gives you 1 window where you hand work off, track progress, and step in when human judgment is needed. See
Context Mode is an MCP server that reduces context window usage by 98% for AI coding agents. It saves tool output to a sandbox so raw data never enters the conversation, shrinking a typical 315 KB output load to 5.4 KB. The tool also persists session memory in SQLite, allowing agents to recover their state after a conversation compacts. It works across 17 platforms, including Claude Code, Gemini CLI, VS Code Copilot, and Cursor.
AirLLM allows 70B large language models to run on a single 4GB GPU without quantization. The tool can run Kimi K3 (2.8T) on under 4GB of VRAM and DeepSeek-V3 (671B) on about 12GB. It works by keeping only one layer on the GPU at a time. AirLLM also supports training huge models on small VRAM, with Qwen3.8-Flash-Next (125B) training under 6GB.
Atlassian and OpenAI expanded their partnership, bringing GPT-6 Astra and the GPT-5.6 series into Atlassian's platform and Rovo alongside its Teamwork Graph. Over 3,000 Atlassian developers already use Codex, and future integrations will let teams assign work directly to AI agents.
2026.10.12·links.tldrnewsletter.com·4 min read·TLDR DevOps Cloudflare added on-demand production CPU and memory profiling for Workers and Durable Objects, with interactive flamegraphs and downloadable profiles. Internal profiling uncovered redundant JSON processing and partially disabled metrics code that still consumed memory. Memory profiles capture allocations during the recording window rather than the entire existing heap.
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Nylas's SRE agent triages P1/P2 bugs, checks logs, and opens fix PRs. Here's the one-screen approval packet that got security to sign off,
Codex Cloud's Tailscale integration connects cloud coding environments to private APIs and test services using tagged, ephemeral devices governed by tailnet access rules.
The Deno team is joining Cloudflare to simplify self-hosting for Workers and Durable Objects.
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Redis was designed for single-core machines. On a modern 64-core server you end up paying for compute you can't use.
Dragonfly [5] was built with a thread-per-core, shared-nothing architecture and a new hash table design that cuts memory overhead by around 40% vs. Redis's dict.
💪 You get about 6M ops/sec on a single node, so workloads fit comfortably on 1 machine.
👀 When Instacart migrated to Dragonfly it cut latency 50% [6] and now runs 70% fewer nodes.
🤝 Dragonfly speaks the Redis and Valkey wire protocol, so your existing clients and commands work unchanged.
CNCF executive director Jonathan Bryce says AI and open source feed each other, citing OpenAI's 2018 use of Kubernetes. Project graduations have accelerated over 18 months, partly with AI agents helping with due diligence, ahead of KubeCon Salt Lake City.
The DNS root is scheduled to switch to KSK-2024 on October 11, and DNSSEC-validating resolvers that lack the new trust anchor could fail to resolve otherwise healthy websites. RFC 8509 sentinel queries let operators check readiness, although an unsupported sentinel test produces an inconclusive result rather than proving the key is missing.
Interactive application security testing instruments running applications to find issues like SQL injection and XSS with fewer false positives. It suits QA and staging but needs runtime agents, adds overhead, and scales poorly across microservices, so mature programs pair it with SAST and SCA.
Kubelet's background image garbage collection only monitors disk bytes, so workloads heavy on small files receive no early intervention before kubelet evicts pods. On one node, unpacked layers from a single-stage build containing the @mui/icons-material package consumed millions of inodes. A multi-stage Dockerfile can reduce the deployed image from more than 40,000 files to a few dozen. Adding a Prometheus alert for inode usage above 80% can catch the problem well before the 95% eviction threshold.
Airbnb captures production SQL traffic at ProxySQL and reconstructs transaction order and timing for controlled replay against test databases. The system supports capacity planning and upgrade comparisons, uncovering MySQL 8.0 performance regressions and queries whose results depended on unspecified row ordering.
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Learning to run 10,000 agents can take 10,000 hours – Or three days this October 19-21 at Cloudflare Connect [13]: 100+ sessions across tracks including Network & Infrastructure, Agent Cloud, and more. Key speakers from Cloudflare, Stanford, Gilead, and Block. Register today with exclusive TLDR code CONNECTTLDR [13] to save $100 on your Connect pass.
Claude-Mem preserves context across sessions by capturing tool usage observations and generating semantic summaries for future use. The plugin works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, and OpenCode.
The RAD Debugger is a native, user-mode, multi-process graphical debugger currently in alpha. It supports local Windows x64 debugging with PDBs and plans to add Linux support later. The project also includes the RAD Linker, which creates x64 PE/COFF binaries and offers 50% faster link times for projects with gigabytes of debug info.
Pipeline success does not guarantee accurate warehouse data, so teams should add table, column, schema, and custom SQL checks with anomaly detection and thresholds. Lineage views trace issues upstream, and Datadog pairs Data Observability with Data Streams Monitoring for end-to-end coverage.
Shared worker hosts, power controllers, and USB hubs can turn one hardware failure into multiple broken CI jobs. Linaro's test-lab design gives each device a dedicated automation appliance and private network, with rollback-capable firmware to help keep the testing infrastructure reproducible and recoverable.
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When an alert fires on Amazon ECS, a tutorial in AWS Marketplace walks you through the trace to root cause, one path instead of five dashboards. Read the tutorial [18].
Atlassian rebuilt incident detection on OpenTelemetry, Kafka, and Flink, cutting latency from over 40 seconds to under 10 and running on 4 Kubernetes pods instead of 90 VMs.
Mirelo AI packaged its hosted MCP server as a Kiro power, letting developers generate production-ready sound effects from natural-language prompts inside the IDE.