[{"data":1,"prerenderedAt":457},["ShallowReactive",2],{"blog-post-detail-the-backup-awakens-a-star-wars-story-jzpq":3,"blogs-all-posts-detail-suggestions-en":28,"blog-comments-the-backup-awakens-a-star-wars-story-jzpq-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-1786954555663","The Backup Awakens: A Star Wars Story","the-backup-awakens-a-star-wars-story-jzpq","en","Kubernetes","kubernetes","The Quest Begins (The \\\"Why\\\")   Honestly, I used to think backups were the boring chores you...","Timevolt","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%2F4ynsfxiz14nn4b9ylhn6.png",[11,19,20,12,21],"devops","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","\n## The Quest Begins (The \"Why\")  \nHonestly, I used to think backups were the boring chores you did after a long day of coding—like wiping your desk before you left the office. I’d fire off a `pg_dump` whenever I remembered, zip it up, and call it a day. Then one Friday night, after deploying a hotfix that somehow turned our user‑profile table into a pumpkin, I realized we had **no recent backup**. The panic was real: I felt like Luke staring down the Death Star trench, wondering if the Force (or in this case, a backup) would show up in time. We managed to recover from a stale snapshot, but we lost hours of data and a lot of trust. That night I swore I’d never let the backup dragon catch me off‑guard again.  \n\n## The Revelation (The Insight)  \nThe treasure I uncovered wasn’t a new tool—it was a mindset shift. Backups aren’t a “set‑and‑forget” checkbox; they’re a **continuous quest** that needs three things: automation, verification, and a clear recovery plan. Think of it like the Rebel Alliance’s defense strategy: you don’t just build one shield generator and hope it holds; you layer defenses, test them regularly, and know exactly how to reroute power when the shields drop.  \n\nOnce I embraced that, the pieces fell into place:  \n1. **Automated, scheduled snapshots** that run whether I’m awake or not.  \n2. **Integrity checks** that prove the backup can actually be restored.  \n3. **Documented, rehearsed restore drills** so the team isn’t guessing when disaster strikes.  \n\n## Wielding the Power (Code & Examples)  \n### The Struggle – Manual, Ad‑Hoc Dumps  \n```bash\n# The old way: remember to run this, hope the disk isn't full, and pray\nPGPASSWORD=$DB_PASS pg_dump -U $DB_USER -h $DB_HOST myapp_db > \u002Ftmp\u002Fdb_$(date +%F).sql\ngzip \u002Ftmp\u002Fdb_$(date +%F).sql\n# … then manually copy to an S3 bucket or a NAS, if you remember\n```\n*Traps:*  \n- **Forgotten runs** → gaps in coverage.  \n- **No verification** → you might be backing up corrupted data.  \n- **Manual copy** → human error, inconsistent retention.  \n\n### The Victory – Automated, Verified Pipeline  \nI moved to a simple, reliable system using `cron`, `awscli`, and a restore‑test script. Here’s the core of it (feel free to swap `aws s3` for GCS, Azure Blob, or an on‑prem NFS mount).  \n\n**1. Schedule the dump and upload** (`\u002Fetc\u002Fcron.d\u002Fdb-backup`):  \n```cron\n0 2 * * *  root  \u002Fusr\u002Flocal\u002Fbin\u002Fdb-backup.sh >> \u002Fvar\u002Flog\u002Fdb-backup.log 2>&1\n```\n**2. The backup script** (`\u002Fusr\u002Flocal\u002Fbin\u002Fdb-backup.sh`):  \n```bash\n#!\u002Fusr\u002Fbin\u002Fenv bash\nset -euo pipefail\n\nDB_NAME=\"myapp_db\"\nDB_USER=\"backup_user\"\nDB_HOST=\"db-cluster.example.com\"\nBACKUP_DIR=\"\u002Fvar\u002Fbackups\u002Fdb\"\nS3_BUCKET=\"s3:\u002F\u002Fmycompany-db-backups\"\n\nTIMESTAMP=$(date +%Y%m%d%H%M)\nDUMP_FILE=\"${DB_NAME}_${TIMESTAMP}.sql\"\nGZ_FILE=\"${DUMP_FILE}.gz\"\nLOCAL_PATH=\"${BACKUP_DIR}\u002F${GZ_FILE}\"\nS3_PATH=\"${S3_BUCKET}\u002F${GZ_FILE}\"\n\n# Create directory if missing\nmkdir -p \"$BACKUP_DIR\"\n\n# Dump + compress\necho \"[$(date)] Starting dump of ${DB_NAME}...\"\nPGPASSWORD=\"${DB_PASS}\" pg_dump -U \"${DB_USER}\" -h \"${DB_HOST}\" \"${DB_NAME}\" |\n    gzip > \"${LOCAL_PATH}\"\necho \"[$(date)] Dump completed: ${LOCAL_PATH}\"\n\n# Upload to S3 (with server‑side encryption)\necho \"[$(date)] Uploading to ${S3_PATH}...\"\naws s3 cp \"${LOCAL_PATH}\" \"${S3_PATH}\" --sse AES256\necho \"[$(date)] Upload successful.\"\n\n# Optional: keep local copies for 7 days, then purge\nfind \"${BACKUP_DIR}\" -type f -mtime +7 -delete\n```\n**3. Verify the backup can be restored** (`\u002Fusr\u002Flocal\u002Fbin\u002Fdb-verify.sh`):  \n```bash\n#!\u002Fusr\u002Fbin\u002Fenv bash\nset -euo pipefail\n\n# Grab the most recent backup from S3\nLATEST=$(aws s3 ls s3:\u002F\u002Fmycompany-db-backups\u002F | sort | tail -n1 | awk '{print $4}')\naws s3 cp \"s3:\u002F\u002Fmycompany-db-backups\u002F${LATEST}\" \u002Ftmp\u002Flatest.sql.gz\ngunzip -c \u002Ftmp\u002Flatest.sql.gz > \u002Ftmp\u002Flatest.sql\n\n# Spin up a temporary container (using Docker) to test restore\ndocker run --rm \\\n    -e POSTGRES_PASSWORD=testpass \\\n    -e POSTGRES_USER=testuser \\\n    -e POSTGRES_DB=testdb \\\n    -p 5432:5432 \\\n    -d postgres:15\n\n# Wait for DB to be ready (simple sleep; in prod use healthchecks)\nsleep 5\n\n# Restore\nPGPASSWORD=testpass psql -h localhost -U testuser -d testdb \u003C \u002Ftmp\u002Flatest.sql\n\n# Run a quick sanity check\nROW_COUNT=$(PGPASSWORD=testpass psql -h localhost -U testuser -t -c \"SELECT COUNT(*) FROM users;\" testdb)\necho \"Verification: ${ROW_COUNT} rows in users table.\"\n\n# Cleanup\ndocker stop $(docker ps -q --filter ancestor=postgres:15)\n```\n**Why this works:**  \n- **Automation** → the cron job runs at 02:00 AM every day, no memory required.  \n- **Off‑site storage** → S3 gives us durability (≥ 99.999999999%).  \n- **Integrity test** → the verify script actually restores to a temporary DB and checks data. If the restore fails, the alert fires before you need it.  \n- **Retention policy** → old locals are pruned, saving disk space.  \n\n### Common Traps to Avoid (The “Boss Fight” Tips)  \n1. **Skipping the restore test** – It’s like buying a shiny lightsaber and never turning it on. If you can’t restore, you don’t have a backup.  \n2. **Storing backups on the same volume as the source** – One hardware failure, and you lose both. Always use a separate storage tier (object storage, separate NAS, or a different AZ).  \n\n## Why This New Power Matters  \nWith this pipeline in place, I sleep better knowing our data has a safety net that’s **always fresh, always verified, and always ready**. The team can now deploy bold features, experiment with risky migrations, or even run chaos‑engineering tests without the constant dread of “what if we lose everything?”  \n\nMore than that, we’ve turned backup from a chore into a **confidence booster**. When a junior engineer asked, “How do we recover if the prod DB goes sideways?” I could point to the runbook, show the verification logs, and say, “We’ve done this twice this month—let’s do it again.” That feeling? It’s like hearing the Rebel fleet jump into hyperspace knowing the shield generators are online.  \n\n## Your Turn – Embark on Your Own Quest  \nTake a look at your current backup strategy. If it’s still a manual dump you run when you remember, try automating just one piece today: schedule a `pg_dump` (or `mysqldump`, `mongodump`, etc.) to run nightly and copy the result to an object store. Then, write a tiny verification script that restores to a test container and checks a row count.  \n\n**Challenge:** In the next week, get that automated backup‑verify loop running on a non‑critical database, and share your results (or a screenshot of the successful restore log) in the comments. Let’s see who can get their backup “force” strongest!  \n\nMay your backups be ever resilient, and may your restores be swift. 🚀\n\n---\n\n> 🔗 **Nguồn bài viết gốc**: [Timevolt](https:\u002F\u002Fdev.to\u002Ftimevolt\u002Fthe-backup-awakens-a-star-wars-story-1616)\n","The Backup Awakens: A Star Wars Story - Intlight Insights","https:\u002F\u002Fintlighttech.com\u002Fblogs\u002Fthe-backup-awakens-a-star-wars-story-jzpq",{"items":29,"total":356,"page":357,"totalPages":357,"limit":358,"lang":10,"categories":359,"popularTags":373},[30,49,65,81,94,108,120,133,147,161,175,187,200,212,225,238,252,264,278,291,305,307,319,332,344],{"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":53,"categorySlug":54,"summary":55,"excerpt":55,"author":56,"date":38,"readTime":39,"image":57,"tags":58,"publishedAt":62,"createdAt":62,"updatedAt":62,"filePath":63,"sourceUrl":64},"cron-1786956216746-en","What Is the Circuit Breaker Pattern? A Practical Guide","what-is-the-circuit-breaker-pattern-a-practical-guide-4j68","Microservices","microservices","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",[53,54,59,60,61],"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":66,"title":67,"slug":68,"lang":10,"category":69,"categorySlug":70,"summary":71,"excerpt":71,"author":72,"date":38,"readTime":39,"image":73,"tags":74,"publishedAt":78,"createdAt":78,"updatedAt":78,"filePath":79,"sourceUrl":80},"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",[69,75,76,70,77],"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":82,"title":83,"slug":84,"lang":10,"category":11,"categorySlug":12,"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","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",[11,12,89,19,90],"go","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",[34,76,43,75,116],"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":53,"categorySlug":54,"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",[53,128,129,59,54],"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":69,"categorySlug":70,"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",[69,70,141,142,143],"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":11,"categorySlug":12,"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",[11,155,156,12,157],"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":53,"categorySlug":54,"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",[53,60,54,61,183],"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":69,"categorySlug":70,"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",[69,195,19,70,196],"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":11,"categorySlug":12,"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",[11,12,208,76,19],"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":226,"title":227,"slug":228,"lang":10,"category":53,"categorySlug":54,"summary":229,"excerpt":229,"author":230,"date":15,"readTime":16,"image":231,"tags":232,"publishedAt":235,"createdAt":235,"updatedAt":235,"filePath":236,"sourceUrl":237},"cron-1786954562962","eBPF-Powered Request Tracing in Go Microservices Without Instrumentation Tax","ebpf-powered-request-tracing-in-go-microservices-without-instrumentation-tax-k53p","How eBPF uprobes and ring buffers replace manual trace propagation in Go services—mechanics, tradeoffs, and failure modes.","Neeraj Singhi","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",[53,233,89,54,234],"architecture","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",{"id":239,"title":240,"slug":241,"lang":10,"category":69,"categorySlug":70,"summary":242,"excerpt":242,"author":243,"date":15,"readTime":16,"image":244,"tags":245,"publishedAt":249,"createdAt":249,"updatedAt":249,"filePath":250,"sourceUrl":251},"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",[69,246,247,70,248],"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":253,"title":254,"slug":255,"lang":10,"category":11,"categorySlug":12,"summary":256,"excerpt":256,"author":257,"date":15,"readTime":16,"image":258,"tags":259,"publishedAt":261,"createdAt":261,"updatedAt":261,"filePath":262,"sourceUrl":263},"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",[11,260,19,75,12],"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":265,"title":266,"slug":267,"lang":10,"category":34,"categorySlug":35,"summary":268,"excerpt":268,"author":269,"date":15,"readTime":16,"image":270,"tags":271,"publishedAt":275,"createdAt":275,"updatedAt":275,"filePath":276,"sourceUrl":277},"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",[34,272,43,273,274],"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":279,"title":280,"slug":281,"lang":10,"category":53,"categorySlug":54,"summary":282,"excerpt":282,"author":283,"date":15,"readTime":16,"image":284,"tags":285,"publishedAt":288,"createdAt":288,"updatedAt":288,"filePath":289,"sourceUrl":290},"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",[53,54,286,248,287],"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":292,"title":293,"slug":294,"lang":10,"category":69,"categorySlug":70,"summary":295,"excerpt":295,"author":296,"date":15,"readTime":16,"image":297,"tags":298,"publishedAt":302,"createdAt":302,"updatedAt":302,"filePath":303,"sourceUrl":304},"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",[69,299,300,301,70],"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":7,"title":8,"slug":9,"lang":10,"category":11,"categorySlug":12,"summary":13,"excerpt":13,"author":14,"date":15,"readTime":16,"image":17,"tags":306,"publishedAt":22,"createdAt":22,"updatedAt":22,"filePath":23,"sourceUrl":24},[11,19,20,12,21],{"id":308,"title":309,"slug":310,"lang":10,"category":34,"categorySlug":35,"summary":311,"excerpt":311,"author":269,"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",[34,314,43,315,274],"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":53,"categorySlug":54,"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",[53,327,328,233,54],"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":69,"categorySlug":70,"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",[69,76,196,70,340],"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":11,"categorySlug":12,"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",[11,12,70,352,19],"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":11,"slug":12,"count":368},6,{"name":69,"slug":70,"count":368},{"name":53,"slug":54,"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":70,"slug":70,"count":372},{"name":53,"slug":54,"count":368},{"name":54,"slug":54,"count":368},{"name":69,"slug":70,"count":368},{"name":11,"slug":12,"count":368},{"name":12,"slug":12,"count":368},{"name":19,"slug":19,"count":368},{"name":76,"slug":76,"count":384},4,{"name":75,"slug":75,"count":386},3,{"name":59,"slug":59,"count":388},2,{"name":60,"slug":60,"count":388},{"name":61,"slug":391,"count":388},"trending",{"name":89,"slug":89,"count":388},{"success":394,"slug":9,"lang":10,"items":395,"total":455,"page":357,"limit":456,"hasMore":394,"remaining":456},true,[396,407,416,435,445],{"author":397,"avatar":398,"role":399,"date":400,"createdAt":401,"content":402,"likes":403,"isLiked":404,"replies":405,"id":406},"Liam O'Connor","L","Frontend Performance Specialist","3 hours ago","2026-08-17T07:09:00.576Z","Nuxt 4 with selective hydration and zero-JS interactive islands delivers mind-blowing speed. Sub-100ms INP and 99+ Core Web Vitals out of the box.",21,false,[],"c-the-backup-awakens-a-star-wars-story-jzpq-en-1",{"author":408,"avatar":398,"role":409,"date":410,"createdAt":411,"content":412,"likes":413,"isLiked":404,"replies":414,"id":415},"Lucas Moreau","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,[],"c-the-backup-awakens-a-star-wars-story-jzpq-en-2",{"author":417,"avatar":418,"role":419,"date":420,"createdAt":421,"content":422,"likes":423,"isLiked":404,"replies":424,"id":434},"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,[425],{"author":426,"avatar":427,"role":428,"date":429,"createdAt":430,"content":431,"likes":432,"isLiked":404,"id":433},"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-the-backup-awakens-a-star-wars-story-jzpq-en-3-1","c-the-backup-awakens-a-star-wars-story-jzpq-en-3",{"author":436,"avatar":437,"role":438,"date":439,"createdAt":440,"content":441,"likes":442,"isLiked":404,"replies":443,"id":444},"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-the-backup-awakens-a-star-wars-story-jzpq-en-4",{"author":446,"avatar":447,"role":448,"date":449,"createdAt":450,"content":451,"likes":452,"isLiked":404,"replies":453,"id":454},"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-the-backup-awakens-a-star-wars-story-jzpq-en-5",12,5,1786961341966]