[{"data":1,"prerenderedAt":457},["ShallowReactive",2],{"blog-post-detail-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p":3,"blogs-all-posts-detail-suggestions-en":28,"blog-comments-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en":393},{"status":4,"source":5,"data":6},"success","markdown-file",{"id":7,"title":8,"slug":9,"lang":10,"category":11,"categorySlug":12,"summary":13,"excerpt":13,"author":14,"date":15,"readTime":16,"image":17,"tags":18,"publishedAt":22,"createdAt":22,"updatedAt":22,"filePath":23,"sourceUrl":24,"content":25,"seoTitle":26,"seoDescription":13,"canonicalUrl":27},"cron-1786954562962","eBPF-Powered Request Tracing in Go Microservices Without Instrumentation Tax","ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p","en","Microservices","microservices","How eBPF uprobes and ring buffers replace manual trace propagation in Go services—mechanics, tradeoffs, and failure modes.","Neeraj Singhi","17\u002F8\u002F2026","6 phút","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fws515jitp8rvalxr8d63.png",[11,19,20,12,21],"architecture","go","performance","2026-08-17T08:16:02.962Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fmicroservices\u002Febpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p.md","https:\u002F\u002Fdev.to\u002Fneeraj_singhi_golang\u002Febpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-34kf","\n# eBPF-Powered Request Tracing in Go Microservices Without Instrumentation Tax\n\nManual OpenTelemetry instrumentation in Go microservices carries a compounding cost: every SDK call site, every context propagation branch, every baggage extraction is code that can drift, be omitted in a hot path, or impose measurable CPU overhead at high RPS. The alternative that has become operationally viable in 2025–2026 is attaching eBPF uprobes directly to Go runtime symbols and HTTP\u002FgRPC library entry points to reconstruct distributed traces from kernel and user-space events—no code change required in the target binary.\n\nThis article examines the mechanics of that approach, where it breaks, and the tradeoffs that determine whether it belongs in your production stack.\n\n## Why Go's Runtime Makes eBPF Tracing Non-Trivial\n\neBPF uprobes work by patching a breakpoint instruction at a specified offset in a running binary. When execution hits that offset, the kernel pauses the thread, runs the attached BPF program, and resumes. For C or Rust binaries this maps cleanly onto function prologues. Go introduces three complications.\n\n**Goroutine scheduling.** Go's M:N scheduler multiplexes goroutines onto OS threads. A single HTTP request may be handled by goroutine G on thread M1 at the point an uprobe fires, then rescheduled to M2 before the response is written. A naive uprobe reading `pthread_self()` or the current PID\u002FTID will lose continuity across that yield. The correct anchor is the goroutine ID (`runtime.g` struct field `goid`), which requires either a BTF-aware map keyed by `goid` extracted from the goroutine stack, or a fixed offset computation against the `g` pointer stored in thread-local storage register (`FS` on amd64, `R28` on arm64).\n\n**Stack layout and calling convention.** Go 1.17 introduced register-based calling conventions. Function arguments are now passed in registers (AX, BX, CX, DI, SI, R8–R11 on amd64) rather than on the stack. An uprobe BPF program written for Go 1.16 ABI that reads `ctx` from `sp+8` will read garbage on 1.17+ binaries. eBPF-based tracers must either ship ABI-aware probe logic per Go minor version or use DWARF location expressions from the binary's debug info to compute the correct register or memory location at each probe site.\n\n**Inlining and dead-code elimination.** The Go compiler aggressively inlines small functions. If `http.(*Transport).roundTrip` is partially inlined into a caller, the symbol may not exist at the address the tracer expects. Probing at the wrong offset produces missed spans or corrupted argument reads silently.\n\n## The Probe Architecture\n\nA production-grade eBPF tracer for Go services typically combines three probe types:\n\n1. **uprobes on net\u002Fhttp and google.golang.org\u002Fgrpc entry\u002Fexit points** to capture request start, method, URL\u002Fmethod name, and status code.\n2. **uprobes on `runtime.newproc1`** (goroutine creation) and **`runtime.goexit`** to track goroutine lifecycle and correlate spans across async boundaries.\n3. **uprobes on `crypto\u002Ftls` handshake functions** for latency attribution in TLS-heavy services.\n\nData flows from user-space probes through a **BPF ring buffer** (preferred over perf buffers in kernels ≥5.8 for lower overhead and ordering guarantees) to a user-space consumer written in Go using `cilium\u002Febpf`.\n\n```go\n\u002F\u002F Simplified ring buffer consumer (user-space side)\nrd, err := ringbuf.NewReader(objs.Events)\nif err != nil {\n    log.Fatalf(\"opening ring buffer: %v\", err)\n}\ndefer rd.Close()\n\nfor {\n    record, err := rd.Read()\n    if errors.Is(err, ringbuf.ErrClosed) {\n        return\n    }\n    if err != nil {\n        continue \u002F\u002F transient read error; log and continue\n    }\n    var event HTTPEvent\n    if err := binary.Read(bytes.NewReader(record.RawSample), binary.LittleEndian, &event); err != nil {\n        continue\n    }\n    \u002F\u002F Reconstruct span from goroutine ID, timestamps, and request metadata\n    span := buildSpan(event)\n    exporter.Export(span)\n}\n```\n\nThe `HTTPEvent` struct mirrors the C struct defined in the BPF program, with fields for `goid`, `start_ns`, `end_ns`, `status_code`, and a fixed-length URL byte array. Alignment padding must match exactly; a single byte of mismatch causes every field after the first to decode incorrectly.\n\n## Distributed Context Without W3C Headers\n\nThe most significant design tension: how do you propagate trace context across service boundaries if you cannot inject headers in application code?\n\nOption A: **Synthesize context from network identity.** The eBPF program attaches a `tc` (traffic control) hook at the network interface layer and reads or writes W3C `traceparent` headers directly in packet data using BPF helper `bpf_skb_store_bytes`. This requires CAP_NET_ADMIN and works only for cleartext HTTP\u002F1.1. TLS termination happens above the socket layer, so the BPF program sees encrypted bytes.\n\nOption B: **Sidecar context injection.** Route all outbound calls through a local sidecar (Envoy, or a lightweight Go proxy) that holds a goroutine-ID-to-trace-context map populated by the eBPF consumer. The sidecar injects headers before forwarding. This reintroduces a network hop but keeps TLS intact.\n\nOption C: **Header interception via uprobe on `http.Header.Set`.** Attach an uprobe to the `net\u002Fhttp` header-writing path and inject the `traceparent` value by patching the header map in memory using `bpf_probe_write_user`. This helper is explicitly marked as dangerous in the kernel—it can corrupt process memory—and is restricted to `CONFIG_BPF_KPROBE_OVERRIDE` builds. Most production distributions do not ship that config.\n\nOption B is the only approach that is simultaneously TLS-compatible, safe, and widely deployable. Its latency cost (loopback RTT for sidecar injection) is typically under 100µs on modern hardware—acceptable for services where spans already represent multi-millisecond operations.\n\n## Failure Modes in Production\n\n**Goroutine ID reuse.** Go recycles goroutine IDs. Under high concurrency a `goid` may be reused before the eBPF consumer has flushed its state map. The mitigation is evicting map entries aggressively (e.g., on any span export) and using `(goid, start_ns)` as the composite key rather than `goid` alone.\n\n**Binary upgrades without tracer restart.** When the Go binary is replaced by a rolling deploy, symbol offsets change. Uprobes attached to the old binary's VMA are automatically removed by the kernel when the last reference to that mapping drops. The new binary starts untraced until the control plane reattaches probes. This creates a tracing gap during rollouts. A robust tracer watches inotify events on the binary path and reattaches within seconds, but that window still exists.\n\n**Kernel version constraints.** Ring buffers require kernel ≥5.8. BTF-based CO-RE (Compile Once, Run Everywhere) requires ≥5.4 with `CONFIG_DEBUG_INFO_BTF`. On AWS, Amazon Linux 2023 ships 6.1 kernels; EKS node groups using AL2 may still be on 5.10. Validate your kernel matrix before adopting ring buffers or CO-RE probes.\n\n**Stripped binaries.** Go binaries compiled with `-ldflags \"-s -w\"` remove symbol tables and DWARF. The tracer cannot resolve function names to offsets without symbols. The operational fix is to retain at minimum the symbol table (`-ldflags \"-w\"` only, omitting `-s`), which adds roughly 10–15% to binary size but preserves `.symtab`.\n\n## Performance Overhead: What the Numbers Actually Mean\n\neBPF uprobes are not free. Each uprobe fires a software breakpoint that traps into the kernel. At 50,000 RPS on a service with 4 probe sites per request, that is 200,000 kernel entries per second. Published kernel benchmarks place uprobe overhead at roughly 1–3µs per fire on modern x86 hardware, yielding a ceiling cost of ~200–600ms of CPU per second on a single core—real but manageable if the alternative is 10% of developer time maintaining instrumentation code.\n\nThe ring buffer consumer in Go should run on a dedicated goroutine pinned to a non-request-serving CPU (via `runtime.LockOSThread` and CPU affinity through `unix.SchedSetaffinity`) to prevent GC pressure from span allocation interfering with request handling.\n\n## Decision Framework\n\nAdopt eBPF-based tracing in Go services when:\n\n- You operate a large service mesh where retroactive manual instrumentation across dozens of repositories is operationally infeasible.\n- You need tracing coverage for third-party or vendored Go binaries you cannot modify.\n- Your kernel baseline is ≥5.8 across all node types.\n- You can tolerate the binary symbol table requirement (no full stripping).\n- You have a team comfortable operating BPF programs—debugging a corrupt BPF map is significantly harder than debugging a misconfigured SDK.\n\nStay with manual OpenTelemetry instrumentation when:\n\n- You need business-level span attributes (user ID, tenant, feature flags) that only application code can supply—eBPF cannot synthesize semantic meaning from raw HTTP bytes.\n- Your Go version cadence outpaces your tracer's ABI compatibility table.\n- You run on kernels below 5.4 or on distributions without BTF support.\n- Your services handle sufficiently low RPS that per-request SDK overhead is negligible.\n\nThe production reality in 2026 is that eBPF and manual instrumentation are complementary, not substitutes. eBPF provides coverage and baseline latency attribution with zero developer friction. SDK instrumentation provides semantic richness. The highest-fidelity observability stacks run both, with the eBPF layer acting as a consistency check against spans the application layer drops under load.\n\n---\n\n> 🔗 **Nguồn bài viết gốc**: [Neeraj Singhi](https:\u002F\u002Fdev.to\u002Fneeraj_singhi_golang\u002Febpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-34kf)\n","eBPF-Powered Request Tracing in Go Microservices Without Instrumentation Tax - Intlight Insights","https:\u002F\u002Fintlighttech.com\u002Fblogs\u002Febpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p",{"items":29,"total":356,"page":357,"totalPages":357,"limit":358,"lang":10,"categories":359,"popularTags":373},[30,49,63,79,94,108,120,133,147,161,175,187,200,212,225,227,241,253,267,280,294,307,319,332,344],{"id":31,"title":32,"slug":33,"lang":10,"category":34,"categorySlug":35,"summary":36,"excerpt":36,"author":37,"date":38,"readTime":39,"image":40,"tags":41,"publishedAt":46,"createdAt":46,"updatedAt":46,"filePath":47,"sourceUrl":48},"cron-1786956218725-en","I Thought I'd Lost the Plot. I Was Writing It.","i-thought-id-lost-the-plot-i-was-writing-it-wjvz","AI Agents","ai-agents","I Thought I'd Lost the Plot. I Was Writing It.            I set out to build autonomous...","Joe Black","8\u002F17\u002F2026","6 min read","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fa3l9h76kr920p8bm2mjp.png",[34,42,43,44,45],"claudecode","aiagents","developmenttools","autonomousagents","2026-08-17T08:43:38.725Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Fi-thought-id-lost-the-plot-i-was-writing-it-wjvz.md","https:\u002F\u002Fdev.to\u002Fjoeblackwaslike\u002Fi-thought-id-lost-the-plot-i-was-writing-it-5fil",{"id":50,"title":51,"slug":52,"lang":10,"category":11,"categorySlug":12,"summary":53,"excerpt":53,"author":54,"date":38,"readTime":39,"image":55,"tags":56,"publishedAt":60,"createdAt":60,"updatedAt":60,"filePath":61,"sourceUrl":62},"cron-1786956216746-en","What Is the Circuit Breaker Pattern? A Practical Guide","what-is-the-circuit-breaker-pattern-a-practical-guide-4j68","What Is the Circuit Breaker Pattern? A Practical Guide for Developers   Imagine your...","Avijit Bera","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fi6cy1uyqxjd14ikkveev.png",[11,12,57,58,59],"backend","api","Trending","2026-08-17T08:43:36.746Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fmicroservices\u002Fwhat-is-the-circuit-breaker-pattern-a-practical-guide-4j68.md","https:\u002F\u002Fdev.to\u002Favijitbera\u002Fwhat-is-the-circuit-breaker-pattern-a-practical-guide-20i4",{"id":64,"title":65,"slug":66,"lang":10,"category":67,"categorySlug":68,"summary":69,"excerpt":69,"author":70,"date":38,"readTime":39,"image":71,"tags":72,"publishedAt":76,"createdAt":76,"updatedAt":76,"filePath":77,"sourceUrl":78},"cron-1786956214008-en","I attacked my own npm package before launching it. It let the proposer approve their own writes","i-attacked-my-own-npm-package-before-launching-it-it-let-the-proposer-approve-their-own-writes-oi6y","Security","security","My library exists so a human approves an LLM's UPDATE before it runs. It never checked that the approver was somebody other than the proposer — and wrote \\\"approved\\\" into the audit trail anyway.","hyuga","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F65yv5n4qvrgn3t6ot4gy.png",[67,73,74,68,75],"opensource","ai","database","2026-08-17T08:43:34.007Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fsecurity\u002Fi-attacked-my-own-npm-package-before-launching-it-it-let-the-proposer-approve-their-own-writes-oi6y.md","https:\u002F\u002Fdev.to\u002Fhyuga611\u002Fi-attacked-my-own-npm-package-before-launching-it-it-let-the-proposer-approve-their-own-writes-4mki",{"id":80,"title":81,"slug":82,"lang":10,"category":83,"categorySlug":84,"summary":85,"excerpt":85,"author":86,"date":38,"readTime":39,"image":87,"tags":88,"publishedAt":91,"createdAt":91,"updatedAt":91,"filePath":92,"sourceUrl":93},"cron-1786956210950-en","Build an MCP Server in Go (Part 1): Designing a diagnostic-grade Kubernetes client","build-an-mcp-server-in-go-part-1-designing-a-diagnostic-grade-kubernetes-client-p1d4","Kubernetes","kubernetes","This post designs the Kubernetes client. The next post wraps it as an MCP server and wires it to an...","Fer Rios","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fpw4b055hh8hxl5unrmvv.png",[83,84,20,89,90],"devops","mcp","2026-08-17T08:43:30.949Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fkubernetes\u002Fbuild-an-mcp-server-in-go-part-1-designing-a-diagnostic-grade-kubernetes-client-p1d4.md","https:\u002F\u002Fdev.to\u002Fferztyle\u002Fbuild-an-mcp-server-in-go-part-1-designing-a-diagnostic-grade-kubernetes-client-49a2",{"id":95,"title":96,"slug":97,"lang":10,"category":34,"categorySlug":35,"summary":98,"excerpt":98,"author":99,"date":38,"readTime":39,"image":100,"tags":101,"publishedAt":105,"createdAt":105,"updatedAt":105,"filePath":106,"sourceUrl":107},"cron-1786956117904-en","The Write Policy Is the Hard Part: Promotion Pipelines for Agent Memory","the-write-policy-is-the-hard-part-promotion-pipelines-for-agent-memory-4qv9","Storing agent memory is easy. Deciding what earns a permanent write, and keeping the write-path alive through RBAC and network policy, is the real work.","Guatu","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fguatulabs.dev%2Fog%2Fthe-write-policy-is-the-hard-part-promotion-pipelines-for-agent-memory.png",[34,43,102,103,104],"agentmemory","rbac","networkpolicies","2026-08-17T08:41:57.903Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Fthe-write-policy-is-the-hard-part-promotion-pipelines-for-agent-memory-4qv9.md","https:\u002F\u002Fdev.to\u002Ffuthgar\u002Fthe-write-policy-is-the-hard-part-promotion-pipelines-for-agent-memory-5mc",{"id":109,"title":110,"slug":111,"lang":10,"category":34,"categorySlug":35,"summary":112,"excerpt":112,"author":113,"date":38,"readTime":16,"image":114,"tags":115,"publishedAt":117,"createdAt":117,"updatedAt":117,"filePath":118,"sourceUrl":119},"cron-1786955347611","I Changed How I Think About AI Memory","i-changed-how-i-think-about-ai-memory-fnpm","I Changed How I Think About AI Memory   When I first built Lean AI Memory, I focused too...","Phúc Phùng","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0oqod5zshdan74573bau.png",[34,74,43,73,116],"git","2026-08-17T08:29:07.610Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Fi-changed-how-i-think-about-ai-memory-fnpm.md","https:\u002F\u002Fdev.to\u002Fphucphungbk\u002Fi-changed-how-i-think-about-ai-memory-4mkd",{"id":121,"title":122,"slug":123,"lang":10,"category":11,"categorySlug":12,"summary":124,"excerpt":124,"author":125,"date":38,"readTime":16,"image":126,"tags":127,"publishedAt":130,"createdAt":130,"updatedAt":130,"filePath":131,"sourceUrl":132},"cron-1786955347443","Real-Life Refactoring Example: ~3x Less Code to Read","real-life-refactoring-example-3x-less-code-to-read-dccm","There is a popular idea that refactoring is making code shorter. It is not entirely wrong....","Valentine Shi","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Foubl9dlj23byhsak2mqy.png",[11,128,129,57,12],"node","software","2026-08-17T08:29:07.443Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fmicroservices\u002Freal-life-refactoring-example-3x-less-code-to-read-dccm.md","https:\u002F\u002Fdev.to\u002Fvalentineshi-dev\u002Freal-life-refactoring-example-3x-less-code-to-read-3mdl",{"id":134,"title":135,"slug":136,"lang":10,"category":67,"categorySlug":68,"summary":137,"excerpt":137,"author":138,"date":38,"readTime":16,"image":139,"tags":140,"publishedAt":144,"createdAt":144,"updatedAt":144,"filePath":145,"sourceUrl":146},"cron-1786955347034","The Tragedy of the Clean-Handed Auditor","the-tragedy-of-the-clean-handed-auditor-rgoz","\\\"I could save them if they'd only listen...\\\"  Hey, you. Yeah, you: the compliance or governance...","Ben Link","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F5z426h3tt6e2b3sthd2f.png",[67,68,141,142,143],"compliance","developers","careerdevelopment","2026-08-17T08:29:07.034Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fsecurity\u002Fthe-tragedy-of-the-clean-handed-auditor-rgoz.md","https:\u002F\u002Fdev.to\u002Flinkbenjamin\u002Fthe-tragedy-of-the-clean-handed-auditor-1253",{"id":148,"title":149,"slug":150,"lang":10,"category":83,"categorySlug":84,"summary":151,"excerpt":151,"author":152,"date":38,"readTime":16,"image":153,"tags":154,"publishedAt":158,"createdAt":158,"updatedAt":158,"filePath":159,"sourceUrl":160},"cron-1786955346614","Building Sluice: QoS-Aware Capacity Governance for Self-Hosted LLM Inference","building-sluice-qos-aware-capacity-governance-for-self-hosted-llm-inference-flbu","📦 Project: https:\u002F\u002Fgithub.com\u002FVampiricCyborg\u002Fsluice           1. The Problem: When Capacity Becomes...","Madhav M S","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fh3vuie9oakcn3bqzxtbh.png",[83,155,156,84,157],"distributedsystems","llm","systemdesign","2026-08-17T08:29:06.613Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fkubernetes\u002Fbuilding-sluice-qos-aware-capacity-governance-for-self-hosted-llm-inference-flbu.md","https:\u002F\u002Fdev.to\u002Fvampiriccyborg\u002Fbuilding-sluice-qos-aware-capacity-governance-for-self-hosted-llm-inference-13ja",{"id":162,"title":163,"slug":164,"lang":10,"category":34,"categorySlug":35,"summary":165,"excerpt":165,"author":166,"date":38,"readTime":16,"image":167,"tags":168,"publishedAt":172,"createdAt":172,"updatedAt":172,"filePath":173,"sourceUrl":174},"cron-1786954879160","Test What Your AI Agents Must Not Do","test-what-your-ai-agents-must-not-do-fj6y","A Guardrail Without A Negative Test Is Still An Assumption   Most AI agent governance starts...","Bobai Kato","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fres.cloudinary.com%2Fota-run%2Fimage%2Fupload%2Fq_auto%2Ftest-what-your-ai-agents-must-not-do.png",[34,43,169,170,171],"agentsafety","negativetesting","executiongovernance","2026-08-17T08:21:19.160Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Ftest-what-your-ai-agents-must-not-do-fj6y.md","https:\u002F\u002Fdev.to\u002Fotaready\u002Ftest-what-your-ai-agents-must-not-do-3e1a",{"id":176,"title":177,"slug":178,"lang":10,"category":11,"categorySlug":12,"summary":179,"excerpt":179,"author":180,"date":38,"readTime":16,"image":181,"tags":182,"publishedAt":184,"createdAt":184,"updatedAt":184,"filePath":185,"sourceUrl":186},"cron-1786954878754","Protecting Microservices: Implementing End-to-End Encryption Across REST APIs","protecting-microservices-implementing-end-to-end-encryption-across-rest-apis-gtfz","End-to-end encryption across REST APIs is the difference between a microservices architecture that...","Fu'ad Husnan","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fba3onadsxu08gb14brer.png",[11,58,12,59,183],"2026","2026-08-17T08:21:18.754Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fmicroservices\u002Fprotecting-microservices-implementing-end-to-end-encryption-across-rest-apis-gtfz.md","https:\u002F\u002Fdev.to\u002Ffuadhusnan_f44f3e13\u002Fprotecting-microservices-implementing-end-to-end-encryption-across-rest-apis-26hb",{"id":188,"title":189,"slug":190,"lang":10,"category":67,"categorySlug":68,"summary":191,"excerpt":191,"author":192,"date":38,"readTime":16,"image":193,"tags":194,"publishedAt":197,"createdAt":197,"updatedAt":197,"filePath":198,"sourceUrl":199},"cron-1786954878272","I Gave My Agent One Signed Permission It Couldn’t Mint Itself","i-gave-my-agent-one-signed-permission-it-couldnt-mint-itself-nm1o","Evidence status. The supervised operator run completed on 2026-08-09. An operator-signed job...","Self-Correcting Systems","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fg1gjbzx4muvma5fznpjl.png",[67,195,89,68,196],"machinelearning","agents","2026-08-17T08:21:18.271Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fsecurity\u002Fi-gave-my-agent-one-signed-permission-it-couldnt-mint-itself-nm1o.md","https:\u002F\u002Fdev.to\u002Fkenielzep97\u002Fi-gave-my-agent-one-signed-permission-it-couldnt-mint-itself-2lpc",{"id":201,"title":202,"slug":203,"lang":10,"category":83,"categorySlug":84,"summary":204,"excerpt":204,"author":205,"date":38,"readTime":16,"image":206,"tags":207,"publishedAt":209,"createdAt":209,"updatedAt":209,"filePath":210,"sourceUrl":211},"cron-1786954877848","One GPU, four ways to share it: ten scenarios, and the headline finding I had to retract","one-gpu-four-ways-to-share-it-ten-scenarios-and-the-headline-finding-i-had-to-retract-3y1v","I measured every GPU sharing mode across ten scenarios, published a headline finding that duplicate models are nearly free on unified memory, then failed to replicate it and retracted it. Here is what the controlled replication showed and how the original measurement fooled me.","Christopher Maher","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fllmkube.com%2Fog-gpu-sharing-four-ways-devto.png",[83,84,208,74,89],"gpu","2026-08-17T08:21:17.847Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fkubernetes\u002Fone-gpu-four-ways-to-share-it-ten-scenarios-and-the-headline-finding-i-had-to-retract-3y1v.md","https:\u002F\u002Fdev.to\u002Fdefilan\u002Fone-gpu-four-ways-to-share-it-ten-scenarios-and-the-one-number-that-inverts-on-your-hardware-1bih",{"id":213,"title":214,"slug":215,"lang":10,"category":34,"categorySlug":35,"summary":216,"excerpt":216,"author":99,"date":15,"readTime":16,"image":217,"tags":218,"publishedAt":222,"createdAt":222,"updatedAt":222,"filePath":223,"sourceUrl":224},"cron-1786954563310","FastMCP Agent Mail: RBAC Tokens vs Anonymous Access, and the 403 Errors in Between","fastmcp-agent-mail-rbac-tokens-vs-anonymous-access-and-the-403-errors-in-between-ef0p","Why a FastMCP agent mail server that works anonymously in dev returns 403 behind TLS ingress, and how to wire bearer tokens without leaking them.","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fguatulabs.dev%2Fog%2Ffastmcp-agent-mail-rbac-token-vs-anonymous-lessons-from-403-errors.png",[34,219,220,43,221],"fastmcp","mcpservers","authentication","2026-08-17T08:16:03.310Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Ffastmcp-agent-mail-rbac-tokens-vs-anonymous-access-and-the-403-errors-in-between-ef0p.md","https:\u002F\u002Fdev.to\u002Ffuthgar\u002Ffastmcp-agent-mail-rbac-tokens-vs-anonymous-access-and-the-403-errors-in-between-22pk",{"id":7,"title":8,"slug":9,"lang":10,"category":11,"categorySlug":12,"summary":13,"excerpt":13,"author":14,"date":15,"readTime":16,"image":17,"tags":226,"publishedAt":22,"createdAt":22,"updatedAt":22,"filePath":23,"sourceUrl":24},[11,19,20,12,21],{"id":228,"title":229,"slug":230,"lang":10,"category":67,"categorySlug":68,"summary":231,"excerpt":231,"author":232,"date":15,"readTime":16,"image":233,"tags":234,"publishedAt":238,"createdAt":238,"updatedAt":238,"filePath":239,"sourceUrl":240},"cron-1786954562825","How Dopamine Works: The Architecture of a Modern iOS Jailbreak","how-dopamine-works-the-architecture-of-a-modern-ios-jailbreak-woxq","Most developers will never jailbreak a phone. That is fine. This article is not a how-to, and there...","ArshTechPro","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0gnfjvl3fzvb1r1rpvci.png",[67,235,236,68,237],"ios","mobile","programming","2026-08-17T08:16:02.825Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fsecurity\u002Fhow-dopamine-works-the-architecture-of-a-modern-ios-jailbreak-woxq.md","https:\u002F\u002Fdev.to\u002Farshtechpro\u002Fhow-dopamine-works-the-architecture-of-a-modern-ios-jailbreak-2hj3",{"id":242,"title":243,"slug":244,"lang":10,"category":83,"categorySlug":84,"summary":245,"excerpt":245,"author":246,"date":15,"readTime":16,"image":247,"tags":248,"publishedAt":250,"createdAt":250,"updatedAt":250,"filePath":251,"sourceUrl":252},"cron-1786954562468","I got tired of SSHing into 10 VMs a day, so I built a live map of my whole infrastructure","i-got-tired-of-sshing-into-10-vms-a-day-so-i-built-a-live-map-of-my-whole-infrastructure-iqz9","Every day at work looked the same. Something breaks, or I need to push a new image, and I'm SSHing...","ByteStrix","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F4xdxpc7fsu7nv8usri7a.png",[83,249,89,73,84],"productivity","2026-08-17T08:16:02.468Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fkubernetes\u002Fi-got-tired-of-sshing-into-10-vms-a-day-so-i-built-a-live-map-of-my-whole-infrastructure-iqz9.md","https:\u002F\u002Fdev.to\u002Fbytestrix\u002Fi-got-tired-of-sshing-into-10-vms-a-day-so-i-built-a-live-map-of-my-whole-infrastructure-2iil",{"id":254,"title":255,"slug":256,"lang":10,"category":34,"categorySlug":35,"summary":257,"excerpt":257,"author":258,"date":15,"readTime":16,"image":259,"tags":260,"publishedAt":264,"createdAt":264,"updatedAt":264,"filePath":265,"sourceUrl":266},"cron-1786954558132","The Coordinated Rename Is the Agent's Most Dangerous Refactor","the-coordinated-rename-is-the-agents-most-dangerous-refactor-iazu","Multi-agent rename tooling rewrites two hundred files in ten seconds because it noticed the drift. Half the time the drift was a load-bearing distinction the team encoded on purpose. Vocabulary curation is a real-time review surface now, and senior includes refusing changes that would be technically more consistent because the domain has two concepts the agent has no way to see.","Travis Frisinger","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fwww.tddbuddy.com%2Fimages%2Fcovers%2Fthe-coordinated-rename-is-the-dangerous-refactor.png",[34,261,43,262,263],"vocabulary","domainmodeling","codereview","2026-08-17T08:15:58.132Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Fthe-coordinated-rename-is-the-agents-most-dangerous-refactor-iazu.md","https:\u002F\u002Fdev.to\u002Ftmfrisinger\u002Fthe-coordinated-rename-is-the-agents-most-dangerous-refactor-6a",{"id":268,"title":269,"slug":270,"lang":10,"category":11,"categorySlug":12,"summary":271,"excerpt":271,"author":272,"date":15,"readTime":16,"image":273,"tags":274,"publishedAt":277,"createdAt":277,"updatedAt":277,"filePath":278,"sourceUrl":279},"cron-1786954557526","Microservices: Building Applications as Independent, Communicating Services","microservices-building-applications-as-independent-communicating-services-c45k","Microservices: Building Applications as Independent, Communicating Services   A practical,...","Rhuturaj Takle","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8puio1c7flrtyivr04hl.png",[11,12,275,237,276],"dotnet","learning","2026-08-17T08:15:57.526Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fmicroservices\u002Fmicroservices-building-applications-as-independent-communicating-services-c45k.md","https:\u002F\u002Fdev.to\u002Frhuturaj_takle\u002Fmicroservices-building-applications-as-independent-communicating-services-2eo8",{"id":281,"title":282,"slug":283,"lang":10,"category":67,"categorySlug":68,"summary":284,"excerpt":284,"author":285,"date":15,"readTime":16,"image":286,"tags":287,"publishedAt":291,"createdAt":291,"updatedAt":291,"filePath":292,"sourceUrl":293},"cron-1786954556056","From Arduino To Automotive: How I Escaped The IDE And Owned The Bus","from-arduino-to-automotive-how-i-escaped-the-ide-and-owned-the-bus-hj7g","Arduino taught me how to build. Bare metal taught me how the build actually works.  I have a lot of...","v. Splicer","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fabn3138rnp9vm0nyk54b.jpg",[67,288,289,290,68],"esp32","arduino","canbus","2026-08-17T08:15:56.056Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fsecurity\u002Ffrom-arduino-to-automotive-how-i-escaped-the-ide-and-owned-the-bus-hj7g.md","https:\u002F\u002Fdev.to\u002Fnumbpill3d\u002Ffrom-arduino-to-automotive-how-i-escaped-the-ide-and-owned-the-bus-f8f",{"id":295,"title":296,"slug":297,"lang":10,"category":83,"categorySlug":84,"summary":298,"excerpt":298,"author":299,"date":15,"readTime":16,"image":300,"tags":301,"publishedAt":304,"createdAt":304,"updatedAt":304,"filePath":305,"sourceUrl":306},"cron-1786954555663","The Backup Awakens: A Star Wars Story","the-backup-awakens-a-star-wars-story-jzpq","The Quest Begins (The \\\"Why\\\")   Honestly, I used to think backups were the boring chores you...","Timevolt","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F4ynsfxiz14nn4b9ylhn6.png",[83,89,302,84,303],"docker","cicd","2026-08-17T08:15:55.662Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fkubernetes\u002Fthe-backup-awakens-a-star-wars-story-jzpq.md","https:\u002F\u002Fdev.to\u002Ftimevolt\u002Fthe-backup-awakens-a-star-wars-story-1616",{"id":308,"title":309,"slug":310,"lang":10,"category":34,"categorySlug":35,"summary":311,"excerpt":311,"author":258,"date":15,"readTime":16,"image":312,"tags":313,"publishedAt":316,"createdAt":316,"updatedAt":316,"filePath":317,"sourceUrl":318},"cron-1786954321408","Test Deletion Is a Privileged Operation","test-deletion-is-a-privileged-operation-2pfz","The cheapest way for an agent to make a failing test pass is to delete it. That is logical for the agent and catastrophic for the codebase. Tests are append-only by default. Deletion needs a human author, a separate commit, and a separate review.","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fwww.tddbuddy.com%2Fimages%2Fcovers%2Ftest-deletion-is-a-privileged-operation.png",[34,314,43,315,263],"tdd","testdesign","2026-08-17T08:12:01.408Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fai-agents\u002Ftest-deletion-is-a-privileged-operation-2pfz.md","https:\u002F\u002Fdev.to\u002Ftmfrisinger\u002Ftest-deletion-is-a-privileged-operation-264a",{"id":320,"title":321,"slug":322,"lang":10,"category":11,"categorySlug":12,"summary":323,"excerpt":323,"author":324,"date":15,"readTime":16,"image":325,"tags":326,"publishedAt":329,"createdAt":329,"updatedAt":329,"filePath":330,"sourceUrl":331},"cron-1786954321239","You Don't Always Need a Workflow Engine to Roll Back a Failed Checkout","you-dont-always-need-a-workflow-engine-to-roll-back-a-failed-checkout-1iwf","Here's a sequence that shows up in almost every Laravel app that talks to the outside world:   Charge...","Sient","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fu6g3j4z4af9tbuozbz2v.png",[11,327,328,19,12],"laravel","php","2026-08-17T08:12:01.239Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fmicroservices\u002Fyou-dont-always-need-a-workflow-engine-to-roll-back-a-failed-checkout-1iwf.md","https:\u002F\u002Fdev.to\u002Fsient\u002Fyou-dont-always-need-a-workflow-engine-to-roll-back-a-failed-checkout-5gop",{"id":333,"title":334,"slug":335,"lang":10,"category":67,"categorySlug":68,"summary":336,"excerpt":336,"author":337,"date":15,"readTime":16,"image":338,"tags":339,"publishedAt":341,"createdAt":341,"updatedAt":341,"filePath":342,"sourceUrl":343},"cron-1786954321092","I Stopped Trusting AI Agents With Tools. So I Built a Gatekeeper.","i-stopped-trusting-ai-agents-with-tools-so-i-built-a-gatekeeper-9i2m","Update 08\u002F15 0.2.0 Released   github.com\u002Fdeghosal-2026\u002Fagent-tooltrust · pip install agent-tooltrust...","Debashish Ghosal","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fr97gsrqar0qk7ejjibih.png",[67,74,196,68,340],"gatekeeper","2026-08-17T08:12:01.092Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fsecurity\u002Fi-stopped-trusting-ai-agents-with-tools-so-i-built-a-gatekeeper-9i2m.md","https:\u002F\u002Fdev.to\u002Fdebashish_ghosal\u002Fi-stopped-trusting-ai-agents-with-tools-so-i-built-a-gatekeeper-26fb",{"id":345,"title":346,"slug":347,"lang":10,"category":83,"categorySlug":84,"summary":348,"excerpt":348,"author":349,"date":15,"readTime":16,"image":350,"tags":351,"publishedAt":353,"createdAt":353,"updatedAt":353,"filePath":354,"sourceUrl":355},"cron-1786954320913","I Automated My Entire GitOps Security Stack. The First Thing It Blocked Was My Own Salary.","i-automated-my-entire-gitops-security-stack-the-first-thing-it-blocked-was-my-own-salary-pko8","I Automated My Entire GitOps Security Stack. The First Thing It Blocked Was My Own...","Le Beltagy","https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1000,height=420,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Frvjfi7ee0tmi1xp1mem5.png",[83,84,68,352,89],"gitops","2026-08-17T08:12:00.911Z","\u002FUsers\u002Fnguyenanhtuan\u002FCode\u002FNuxtjs\u002Fnextpress\u002Fintlight\u002Fpublic\u002Fcontents\u002Fkubernetes\u002Fi-automated-my-entire-gitops-security-stack-the-first-thing-it-blocked-was-my-own-salary-pko8.md","https:\u002F\u002Fdev.to\u002Fle_beltagy\u002Fi-automated-my-entire-gitops-security-stack-the-first-thing-it-blocked-was-my-own-salary-227e",25,1,50,[360,363,367,369,370,371],{"name":361,"slug":362,"count":356},"All","all",{"name":364,"slug":365,"count":366},"Nuxt 4","nuxt-4",0,{"name":83,"slug":84,"count":368},6,{"name":67,"slug":68,"count":368},{"name":11,"slug":12,"count":368},{"name":34,"slug":35,"count":372},7,[374,375,376,377,378,379,380,381,382,383,385,387,389,390,392],{"name":34,"slug":35,"count":372},{"name":43,"slug":43,"count":372},{"name":68,"slug":68,"count":372},{"name":11,"slug":12,"count":368},{"name":12,"slug":12,"count":368},{"name":67,"slug":68,"count":368},{"name":83,"slug":84,"count":368},{"name":84,"slug":84,"count":368},{"name":89,"slug":89,"count":368},{"name":74,"slug":74,"count":384},4,{"name":73,"slug":73,"count":386},3,{"name":57,"slug":57,"count":388},2,{"name":58,"slug":58,"count":388},{"name":59,"slug":391,"count":388},"trending",{"name":20,"slug":20,"count":388},{"success":394,"slug":9,"lang":10,"items":395,"total":423,"page":357,"limit":456,"hasMore":394,"remaining":372},true,[396,407,426,436,446],{"author":397,"avatar":398,"role":399,"date":400,"createdAt":401,"content":402,"likes":403,"isLiked":404,"replies":405,"id":406},"Lucas Moreau","L","Cloud Native Developer","12 hours ago","2026-08-16T22:09:00.577Z","Kafka event streaming with schema registry ensures backward compatibility even as payload models evolve across microservice boundaries.",18,false,[],"c-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en-1",{"author":408,"avatar":409,"role":410,"date":411,"createdAt":412,"content":413,"likes":414,"isLiked":404,"replies":415,"id":425},"Alexander Wright","A","Principal Systems Architect @ Stripe","20 mins ago","2026-08-17T09:49:00.576Z","Superb architectural breakdown! The hybrid L1 in-memory + L2 distributed Redis cache pattern is crucial for mitigating high-concurrency thundering herd issues.",29,[416],{"author":417,"avatar":418,"role":419,"date":420,"createdAt":421,"content":422,"likes":423,"isLiked":404,"id":424},"David Chen","D","Staff Infrastructure Engineer","12 mins ago","2026-08-17T09:57:00.576Z","Totally agree, Alexander. Pairing that with singleflight request deduplication on the backend virtually eliminates DB spikes.",15,"r-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en-2-1","c-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en-2",{"author":427,"avatar":428,"role":429,"date":430,"createdAt":431,"content":432,"likes":433,"isLiked":404,"replies":434,"id":435},"Julian Sterling","J","Cybersecurity Director","2 hours ago","2026-08-17T08:09:00.576Z","Zero-Trust microsegmentation powered by eBPF and Cilium eliminates sidecar proxy overhead while delivering strict L7 network encryption. Excellent walkthrough!",27,[],"c-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en-3",{"author":437,"avatar":438,"role":439,"date":440,"createdAt":441,"content":442,"likes":443,"isLiked":404,"replies":444,"id":445},"Oliver Bennett","O","VP of Engineering","8 hours ago","2026-08-17T02:09:00.577Z","Top-tier technical writing. Clear architecture diagrams, reproducible benchmarks, and actionable code snippets. Bookmarked for our engineering team.",45,[],"c-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en-4",{"author":447,"avatar":448,"role":449,"date":450,"createdAt":451,"content":452,"likes":453,"isLiked":404,"replies":454,"id":455},"Kenji Sato","K","Principal Infrastructure Architect","2 days ago","2026-08-15T10:09:00.577Z","Intlight's multi-region architectural blueprints set the benchmark for ultra-resilient, enterprise-grade cloud systems in 2026.",53,[],"c-ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p-en-5",5,1786961341830]