[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$ffhgjdrs9ohrn":3,"$fanuq43nlrv5g":54},{"slug":4,"title":5,"body":6,"summary":7,"tags":8,"author":14,"cover_url":15,"published_at":16,"seo_title":17,"seo_description":18,"reading_minutes":19,"related":20},"github-agentic-autofix-codeql-backlog","GitHub's agentic autofix is GA: batching 25 CodeQL alerts into one draft PR, what it bills, and how to review the fixes","\u003Cp>GitHub made agentic autofix for code-scanning alerts generally available on October 15. Per the changelog, it fixes alerts \"the way a developer would\": it explores the relevant files, proposes a fix, and reruns CodeQL to confirm the alert is closed before it opens a pull request. You can hand it up to 25 alerts at once and get them back in a single draft PR.\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad546216ce38bf97b743206\">\u003Cvideo src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad546236ce38bf97b74320c-0-fd2fadd3.mp4\" autoplay muted loop playsinline preload=\"metadata\">\u003C\u002Fvideo>\u003C\u002Ffigure>\n\u003Cfigure data-post-media=\"6ad48186af8e63ad10e8aaa7\">\u003Cimg src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad48186af8e63ad10e8aaac-0-14dd7670.png\" alt=\"Setting up a controlled environment for testing automated security fixes.\" loading=\"lazy\">\u003Cfigcaption>Setting up a controlled environment for testing automated security fixes.\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Cp>That makes it a candidate for the backlog every repository with CodeQL has: the few hundred medium-severity alerts nobody has had time for. This is how to try it on that backlog without merging a fix that turns CodeQL green and quietly changes behaviour.\u003C\u002Fp>\n\u003Ch2>Who can use it\u003C\u002Fh2>\n\u003Cul>\n\u003Cli>\u003Cstrong>Plans:\u003C\u002Fstrong> GitHub Code Security or GitHub Advanced Security customers on GitHub Enterprise Cloud, including Enterprise Cloud with data residency.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Alerts:\u003C\u002Fstrong> backlog alerts on the repository's \u003Cstrong>default branch\u003C\u002Fstrong> only. The changelog says alerts \"detected only on pull requests or other branches cannot be assigned to Copilot.\"\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Licences:\u003C\u002Fstrong> the docs state no GitHub Copilot licence is needed for the person assigning the alert. The enterprise needs a Copilot billing method set up, though.\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch2>Turning it on\u003C\u002Fh2>\n\u003Col>\n\u003Cli>An \u003Cstrong>enterprise owner\u003C\u002Fstrong> enables agentic autofix in the enterprise's Advanced Security policies.\u003C\u002Fli>\n\u003Cli>An \u003Cstrong>organization or repository admin\u003C\u002Fstrong> then turns it on in the Code Security settings.\u003C\u002Fli>\n\u003Cli>Set a budget before anyone assigns alerts (next section).\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Ch2>What it costs\u003C\u002Fh2>\n\u003Cp>Each session draws on two meters:\u003C\u002Fp>\n\u003Cul>\n\u003Cli>\u003Cstrong>Code Security AI credits\u003C\u002Fstrong>, shown under \"AI usage\" in enterprise billing. Organizations can set a SKU-level budget for Code Security AI credits.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>GitHub Actions minutes\u003C\u002Fstrong>, because the agent runs in Actions and reruns CodeQL to validate its fix.\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>GitHub does not publish a per-alert price, and cost will vary with how much of the repo the agent has to read and how long your CodeQL analysis takes. The honest way to find out is to run one small batch and read the bill. Set the budget first so a 25-alert experiment cannot become a surprise.\u003C\u002Fp>\n\u003Ch2>Picking a first batch\u003C\u002Fh2>\n\u003Cp>Start with alerts that are easy to verify, not the scariest ones. List open default-branch alerts and group them by rule with the \u003Ccode>gh\u003C\u002Fcode> CLI (replace the owner, repo and branch):\u003C\u002Fp>\n\u003Cpre class=\"code-block\" data-lang=\"bash\">\u003Ccode class=\"hljs language-bash\">gh api --paginate \u003Cspan class=\"hljs-string\">'repos\u002FOWNER\u002FREPO\u002Fcode-scanning\u002Falerts?state=open&ref=refs\u002Fheads\u002Fmain&per_page=100'\u003C\u002Fspan> \\\n  --jq \u003Cspan class=\"hljs-string\">'.[] | [.rule.id, .rule.security_severity_level \u002F\u002F "none", .most_recent_instance.location.path] | @tsv'\u003C\u002Fspan> \\\n  | \u003Cspan class=\"hljs-built_in\">sort\u003C\u002Fspan> | \u003Cspan class=\"hljs-built_in\">cut\u003C\u002Fspan> -f1,2 | \u003Cspan class=\"hljs-built_in\">uniq\u003C\u002Fspan> -c | \u003Cspan class=\"hljs-built_in\">sort\u003C\u002Fspan> -rn | \u003Cspan class=\"hljs-built_in\">head\u003C\u002Fspan> -20\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>Good first batches share a rule and have tests nearby: ten instances of the same missing-escape or unsafe-format rule in code you already cover is a much better trial than 25 unrelated alerts across the repo. One rule per PR also makes review far faster, because you check the same pattern repeatedly.\u003C\u002Fp>\n\u003Ch2>Assigning the alerts\u003C\u002Fh2>\n\u003Cul>\n\u003Cli>\u003Cstrong>One alert:\u003C\u002Fstrong> repository → \u003Cstrong>Security and quality\u003C\u002Fstrong> tab → \u003Cstrong>Code scanning\u003C\u002Fstrong> → open the alert → under Assignees, \u003Cstrong>Assign to Copilot\u003C\u002Fstrong>.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>A batch:\u003C\u002Fstrong> in the code-scanning alert list or a security campaign, select up to 25 alerts and click \u003Cstrong>Assign to Copilot\u003C\u002Fstrong> above the list.\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>The docs say a draft PR \"typically\" appears within a few minutes, authored by Copilot, with a summary of the fix, why it closes the alert, and the validation steps it took. The agent session log has the detail. To ask for changes, mention Copilot in a PR comment and it will iterate.\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad48186af8e63ad10e8aab1\">\u003Cimg src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad48186af8e63ad10e8aab6-0-74d82126.png\" alt=\"An illustration of an AI agent exploring a repository to resolve security alerts.\" loading=\"lazy\">\u003Cfigcaption>An illustration of an AI agent exploring a repository to resolve security alerts.\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Ch2>Reviewing the fixes\u003C\u002Fh2>\n\u003Cp>The PR is a draft for a reason. GitHub's own docs say Copilot \"validates fixes on a best-effort basis,\" and that it will say so in the PR when it cannot validate a fix or suspects a false positive. A rerun of CodeQL proves the alert pattern is gone. It does not prove the code still does what it did. Use this checklist on every PR:\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad48186af8e63ad10e8aabb\">\u003Cimg src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad48186af8e63ad10e8aac0-0-9703dc16.png\" alt=\"A careful review process is essential for validating automated code changes.\" loading=\"lazy\">\u003Cfigcaption>A careful review process is essential for validating automated code changes.\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Col>\n\u003Cli>\u003Cstrong>Read the PR's own caveats first.\u003C\u002Fstrong> Any fix flagged as not validated or a likely false positive gets handled by hand or dismissed with a reason.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Diff per alert, not per PR.\u003C\u002Fstrong> Check out the branch and walk through it file by file: \u003Ccode>gh pr checkout 123\u003C\u002Fcode>, then \u003Ccode>git diff origin\u002Fmain...HEAD --stat\u003C\u002Fcode> to see the spread, then the full diff per file.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Look for behaviour changes on valid input.\u003C\u002Fstrong> Security fixes often tighten input handling: a path check that now rejects filenames with spaces, an escaping change that double-encodes text already escaped elsewhere, a stricter regex that refuses real customer data. Ask, for each change, what valid input could now behave differently.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Check the fix is in the right layer.\u003C\u002Fstrong> A sanitiser added at one call site leaves the other callers exposed; a fix inside a shared helper changes every caller. Both may close the alert.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Look for suppressions dressed as fixes.\u003C\u002Fstrong> A new comment, a dropped code path or a removed test can make an alert disappear. None of those is a fix.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Run your tests, and add one.\u003C\u002Fstrong> Each fix should come with a test for the case the alert describes. If the agent did not write one, ask for it in a PR comment.\u003C\u002Fli>\n\u003Cli>\u003Cstrong>Split if needed.\u003C\u002Fstrong> If two of 25 fixes are wrong, ask Copilot to drop them, or revert those files, and merge the rest. A batch does not have to be all or nothing.\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Ch2>A trial plan for one afternoon\u003C\u002Fh2>\n\u003Col>\n\u003Cli>Set the Code Security AI-credit budget.\u003C\u002Fli>\n\u003Cli>Run the \u003Ccode>gh\u003C\u002Fcode> query and pick one rule with five to ten instances in tested code.\u003C\u002Fli>\n\u003Cli>Assign those alerts to Copilot in one batch.\u003C\u002Fli>\n\u003Cli>Review the draft PR with the checklist and note, per fix: merged as is, edited, or rejected.\u003C\u002Fli>\n\u003Cli>The next day, read the AI-usage and Actions numbers for that one session.\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cp>After that you have three numbers that matter for your repo: the share of fixes you merged unchanged, the review time per fix, and the cost of the session. Those tell you whether to point it at the next 25, not the changelog.\u003C\u002Fp>\n\u003Ch2>Sources\u003C\u002Fh2>\n\u003Cul>\n\u003Cli>\u003Ca href=\"https:\u002F\u002Fgithub.blog\u002Fchangelog\u002F2026-10-15-agentic-autofix-for-code-scanning-alerts-general-availability\u002F\">GitHub Changelog: Agentic autofix for code scanning alerts is generally available (October 15, 2026)\u003C\u002Fa>\u003C\u002Fli>\n\u003Cli>\u003Ca href=\"https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcode-security\u002Fhow-tos\u002Fmanage-security-alerts\u002Fmanage-code-scanning-alerts\u002Fresolve-alerts\">GitHub Docs: Resolving code scanning alerts (assigning alerts to Copilot)\u003C\u002Fa>\u003C\u002Fli>\n\u003Cli>\u003Ca href=\"https:\u002F\u002Fdocs.github.com\u002Fen\u002Frest\u002Fcode-scanning\u002Fcode-scanning\">GitHub REST API: Code scanning alerts\u003C\u002Fa>\u003C\u002Fli>\n\u003C\u002Ful>","Agentic autofix for code-scanning alerts went GA on October 15: Copilot explores the repo, fixes, re-runs CodeQL and opens a draft PR for up to 25 alerts at once. Who can use it, how to turn it on, where the cost lands, how to pick a first batch with gh, and a review checklist.",[9,10,11,12,13],"github","codeql","security","code-review","ai-assisted","if.codes","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad48184af8e63ad10e8aaa1-0-4c6cfc5e.png","2026-10-19T00:20:22.102Z","GitHub agentic autofix GA: fixing 25 CodeQL alerts per draft PR","Who can use GitHub's agentic autofix, how to enable it, what it bills, picking a first batch with gh, and a checklist for reviewing the fixes.",5,[21,32,43],{"slug":22,"title":23,"type":24,"summary":25,"tags":26,"author":14,"cover_url":30,"published_at":31,"updated_at":31},"claude-code-permission-rules-yes-to-all","'Yes to all' is a permission policy: writing Claude Code allow, ask and deny rules that hold up against compound commands and wildcards","blog","Every 'Yes, and don't ask again' writes a rule. Turn that habit into a reviewed .claude\u002Fsettings.json: deny beats ask beats allow, why Bash(git * main) also allows git push, how compound commands are split, and when dontAsk or the sandbox beats bypassPermissions.",[27,28,11,29,13],"claude-code","permissions","developer-tools","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad2fd1602d67a73cf1eaa23-0-68817e09.png","2026-10-17T23:06:09.746Z",{"slug":33,"title":34,"type":24,"summary":35,"tags":36,"author":14,"cover_url":41,"published_at":42,"updated_at":42},"go-1-27-http1-connection-reuse-body-draining","710 ms to 150 ms for 100 requests: what Go 1.27's HTTP\u002F1 connection reuse fixes, and the body-draining habit to keep for older clients","Go 1.27 drains unread HTTP\u002F1 response bodies for you, so a closed-but-unread body no longer kills connection reuse. A runnable test that counts reused connections, the two patterns that broke reuse, and a capped drain helper for Go 1.26 and older.",[37,38,39,40,13],"go","http","performance","networking","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad1d8da69fb9bde4cc895fb-0-e539bbf2.png","2026-10-16T23:32:12.783Z",{"slug":44,"title":45,"type":24,"summary":46,"tags":47,"author":14,"cover_url":51,"published_at":52,"updated_at":53},"claude-code-subagent-prompt-cache-ttl","Claude Code subagents get a 5-minute cache even on a subscription: when to set it to 1h, and how to check","On a subscription your main Claude Code conversation gets a one-hour prompt cache, but subagents, workflows and compaction stay at five minutes. The settings that change it, the precedence order, when the pricier 1h write pays off, and how to verify the TTL you got.",[27,48,49,50,13],"prompt-caching","subagents","llm-costs","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad0968473d443ad8fa7adbe-0-f2f3fe8c.png","2026-10-15T22:21:15.624Z","2026-10-15T22:21:15.625Z",[55,57,60,63,65,76,88,99,110,122,133,145,156,167,176,186,199,213,223,234,245,256,264,275,286,295,306,316,325,334],{"slug":4,"title":5,"type":24,"summary":7,"tags":56,"author":14,"cover_url":15,"published_at":16,"reading_minutes":19,"updated_at":16},[9,10,11,12,13],{"slug":22,"title":23,"type":24,"summary":25,"tags":58,"author":14,"cover_url":30,"published_at":31,"reading_minutes":59,"updated_at":31},[27,28,11,29,13],7,{"slug":33,"title":34,"type":24,"summary":35,"tags":61,"author":14,"cover_url":41,"published_at":42,"reading_minutes":62,"updated_at":42},[37,38,39,40,13],6,{"slug":44,"title":45,"type":24,"summary":46,"tags":64,"author":14,"cover_url":51,"published_at":52,"reading_minutes":62,"updated_at":53},[27,48,49,50,13],{"slug":66,"title":67,"type":24,"summary":68,"tags":69,"author":14,"cover_url":73,"published_at":74,"reading_minutes":19,"updated_at":75},"postgres-slow-vps-benchmark-the-disk-first","Postgres feels slow on your VPS? Benchmark the disk before you touch postgresql.conf","ClickHouse measured the same Postgres box at 16,030 TPS on local NVMe and 1,734 TPS on a baseline gp3 volume, with most of the gap spent waiting on storage. A 15-minute fio and pg_test_fsync check tells you which side of that table your VPS is on.",[70,71,39,72,13],"postgres","self-hosting","databases","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6acdb5d473d443ad8fa7555c-0-dd05a138.png","2026-10-13T05:44:15.759Z","2026-10-13T05:44:15.76Z",{"slug":77,"title":78,"type":24,"summary":79,"tags":80,"author":14,"cover_url":84,"published_at":85,"reading_minutes":86,"updated_at":87},"quoted-tilde-in-path-check","A quoted ~ in your PATH runs whatever sits in .\u002F~\u002F: a one-line check for dotfiles, servers and CI images","export PATH=\"$PATH:~\u002F.local\u002Fbin\" never expands the tilde. Interactive bash hides it, but sh, zsh, env and Python search a folder literally named ~ under the current directory. The check, the fix, and where to grep.",[81,82,11,83,13],"linux","shell","devops","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6acd3f0073d443ad8fa743bf-0-c8db0f5d.png","2026-10-12T23:53:16.705Z",4,"2026-10-12T23:53:16.706Z",{"slug":89,"title":90,"type":24,"summary":91,"tags":92,"author":14,"cover_url":96,"published_at":97,"reading_minutes":62,"updated_at":98},"docker-published-ports-bypass-ufw-vps-hardening","Docker publishes ports straight past UFW: hardening a fresh VPS without the firewall rule that does nothing","ufw deny 8080 does not stop a Docker container published on 8080. Docker's own docs explain why. A 15-minute fresh-VPS walkthrough: key-only SSH, ufw, then the two fixes that actually close a container port, and a scan from outside to prove it.",[93,11,94,95,13],"docker","vps","firewall","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6acb12dddbaf8c2bc523d0bb-0-21ee3023.png","2026-10-11T05:42:15.363Z","2026-10-11T05:42:15.364Z",{"slug":100,"title":101,"type":24,"summary":102,"tags":103,"author":14,"cover_url":107,"published_at":108,"reading_minutes":62,"updated_at":109},"deno-deploy-shutdown-exit-guide","Deno Deploy shuts down in six months: moving a small app to Cloudflare Workers, self-hosted Deno in Docker, or Node","Deno is joining Cloudflare: Deploy has six months left and the runtime gets a year of fixes. Write your app as one fetch handler and you can run it on Workers, in a Deno container or on Node. Code for all three, plus what does not carry over.",[104,105,106,93,13],"deno","cloudflare-workers","migration","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac9c181dbaf8c2bc523a0fd-0-caa268de.png","2026-10-10T05:47:19.665Z","2026-10-10T05:47:19.666Z",{"slug":111,"title":112,"type":24,"summary":113,"tags":114,"author":14,"cover_url":119,"published_at":120,"reading_minutes":59,"updated_at":121},"durable-object-alarm-loop-guards","The Durable Object alarm that cost $10,000: guarding setAlarm() loops with backoff, idempotency and a kill switch","Durable Object alarms are at-least-once, retried, and usually rescheduled from inside the handler, which makes a billing loop easy to write. Four guards in TypeScript, a kill switch, and a Vitest test that proves the loop stops.",[115,116,117,118,13],"cloudflare","durable-objects","typescript","cost-control","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac8709b392a85804f209fb3-0-9143ed0c.png","2026-10-09T06:09:10.127Z","2026-10-09T06:09:10.128Z",{"slug":123,"title":124,"type":24,"summary":125,"tags":126,"author":14,"cover_url":131,"published_at":132,"reading_minutes":62,"updated_at":132},"cctld-hijack-counterfeit-certs-caa-accounturi-ct-watch","Counterfeit certs via hijacked ccTLDs: CAA with accounturi and a CT watch for your domains in 15 minutes","Attackers took over the .gh, .sl and .as registries and got 12 valid certificates for Google domains. CAA would not have stopped the hijack. Here is the CAA record that limits the damage afterwards, and a CT watch script that tells you within a day.",[127,128,129,130,13],"tls","caa","certificate-transparency","dns","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac75337392a85804f207d25-0-12f538ac.png","2026-10-08T22:47:12.408Z",{"slug":134,"title":135,"type":24,"summary":136,"tags":137,"author":14,"cover_url":142,"published_at":143,"reading_minutes":62,"updated_at":144},"embeddinggemma-2-qdrant-truncation-recall","EmbeddingGemma 2 in Qdrant: one 740M model for text, images and audio, and what truncating 768 to 128 dims costs your recall","Google's open multimodal embedder runs locally and truncates from 768 to 128 dims. Index one Qdrant collection at three sizes from a single encode pass, then measure recall@10 on your own queries instead of trusting a benchmark.",[138,139,140,141,13],"embeddings","qdrant","rag","open-models","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac5cceedf0d655df505306e-0-d17d0fef.png","2026-10-07T07:21:20.071Z","2026-10-07T07:21:20.072Z",{"slug":146,"title":147,"type":24,"summary":148,"tags":149,"author":14,"cover_url":153,"published_at":154,"reading_minutes":19,"updated_at":155},"cloudflare-access-strict-service-token-auth-migration","Strict service token auth in Cloudflare Access: moving your scripts and CI over before it bites","Cloudflare Access now has a strict mode for service tokens: 401\u002F403 instead of a 302 to the login page, only Service Auth policies count, and no CF_Authorization cookie. New orgs get it forced on from 5 October. A 15-minute check and switch for existing orgs.",[115,150,151,152,13],"zero-trust","ci-cd","authentication","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac4a8860956594c947bd197-0-f768b25b.png","2026-10-06T08:30:13.154Z","2026-10-06T08:30:13.155Z",{"slug":157,"title":158,"type":24,"summary":159,"tags":160,"author":14,"cover_url":164,"published_at":165,"reading_minutes":62,"updated_at":166},"cloudflare-traces-trace-rules-debug-one-customer","Why was that request blocked? Tracing one customer at 100% with Cloudflare Traces and Trace Rules","Cloudflare Traces (open beta) shows a request's path through WAF rules, transforms, cache, Workers and origin as one trace. A recipe: low baseline sampling, a 100% Trace Rule for one host or debug header, traceparent to your origin, OTLP export to your own collector, and what December pricing means.",[115,161,162,163,13],"observability","opentelemetry","tracing","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac338052cb6b40613ac2b7c-0-2294d114.png","2026-10-05T06:22:19.055Z","2026-10-05T06:22:19.056Z",{"slug":168,"title":169,"type":24,"summary":170,"tags":171,"author":14,"cover_url":174,"published_at":175,"reading_minutes":19,"updated_at":175},"copyescape-cve-2026-17106-patch-docker-cp","CopyEscape (CVE-2026-17106): patch docker cp, and stop copying out of running containers","A race in docker cp lets a malicious container write files anywhere the copying process can write on the host. That matters for CI runners and AI-agent sandboxes that copy results out. Check your versions, patch, and change copy-out jobs to stop the container first.",[93,11,172,173,13],"cve","ci","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac218ebfd770659725abe68-0-eee7c8f7.png","2026-10-04T23:51:14.689Z",{"slug":177,"title":178,"type":24,"summary":179,"tags":180,"author":14,"cover_url":183,"published_at":184,"reading_minutes":86,"updated_at":185},"protected-quick-tunnels-vs-tailscale-funnel","Share localhost with three named people: Cloudflare's Protected Quick Tunnels vs Tailscale Funnel","cloudflared 2026.9.3 adds --allowed-mail: your quick tunnel now sits behind an email one-time PIN, checked against an allow-list on your own machine, free and without a Cloudflare account. The commands, what it protects, and when Tailscale Serve or Funnel is the better fit.",[115,181,182,11,13],"tailscale","tunnels","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac218d8fd770659725abe3a-0-40f8cb2e.png","2026-10-04T23:19:14.764Z","2026-10-04T23:19:14.765Z",{"slug":187,"title":188,"type":24,"summary":189,"tags":190,"author":14,"cover_url":196,"published_at":197,"reading_minutes":62,"updated_at":198},"si-domains-super-intelligence-data",".si after 'Super Intelligence': did one UN speech move a ccTLD?","Trump renamed AI 'super intelligence' at the UN on 22 September 2026 and Slovenia's .si went from about 190,000 names to almost 276,000 in a month. Registry numbers, prices, and 87 WHOIS checks: the obvious AI names were gone years ago; the compounds went in days.",[191,192,193,194,195,13],"domains","si","tld","data","ai","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abaaee53e21d5cbd14d442d-0-d6243bc5.png","2026-10-04T22:36:14.598Z","2026-10-04T22:36:14.599Z",{"slug":200,"title":201,"type":24,"summary":202,"tags":203,"author":14,"cover_url":209,"published_at":210,"reading_minutes":211,"updated_at":212},"palantir-agent-stack-python","Steal Palantir's agent stack: typed tools, one LLM gateway, swappable models","An X thread boils Palantir's AIP docs down to four agent patterns. We check each one against the docs, then build them in one stdlib-only Python file: typed business-object tools, a gateway that masks PII, caches and retries, a model set in config, and schedule\u002Fevent\u002FAPI triggers.",[204,205,206,207,208,13],"ai-agents","llm","python","architecture","palantir","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abd88f9c951ea7137fa3872-0-48eb7eee.png","2026-10-01T23:05:10.531Z",10,"2026-10-01T23:05:10.532Z",{"slug":214,"title":215,"type":24,"summary":216,"tags":217,"author":14,"cover_url":219,"published_at":220,"reading_minutes":221,"updated_at":222},"claude-code-effort-levels","Effort levels in Claude Code: when max effort pays off and when it just burns tokens","Anthropic's effort deep dive (Terminal-Bench 3.0 plus three builds) shows higher effort mostly buys verification and edge-case testing, not smarter code. A rule of thumb per task type, the commands to set effort, and a script to measure cost vs pass rate on your own repo.",[27,218,205,29,13],"ai-coding","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abd88edc951ea7137fa3804-0-2716005a.png","2026-10-01T22:32:14.139Z",9,"2026-10-02T04:44:58.001Z",{"slug":224,"title":225,"type":24,"summary":226,"tags":227,"author":14,"cover_url":230,"published_at":231,"reading_minutes":232,"updated_at":233},"agentic-inbox-cloudflare-setup","Self-host an AI email agent on Cloudflare Workers: agentic-inbox set up and costed","Cloudflare's open-source agentic-inbox runs a full email client on Workers, with one SQLite Durable Object per mailbox and a Kimi K2.5 agent that drafts replies. Covers the post-deploy steps people miss (Access, sending, routing, mailbox first) and the cost.",[115,228,204,229,71,13],"workers","email","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abd88dac951ea7137fa378b-0-5b0ec96d.png","2026-10-01T08:17:18.646Z",8,"2026-10-05T05:56:11.919Z",{"slug":235,"title":236,"type":24,"summary":237,"tags":238,"author":14,"cover_url":242,"published_at":243,"reading_minutes":232,"updated_at":244},"audit-ai-agent-public-traces","Nearly a million leaked links: auditing what your AI agents leave on the public web","OpenAI's agent swarm left almost a million public shortener URLs holding credentials. Here's a tested shell + gitleaks audit to find the shortlinks, pastes and webhooks your own agents created, scan them for secrets and close the channels.",[11,239,240,241,205,13],"agents","secrets","gitleaks","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abaad873e21d5cbd14d4397-0-0f4f51f7.png","2026-10-01T07:43:19.642Z","2026-10-01T08:44:43.041Z",{"slug":246,"title":247,"type":24,"summary":248,"tags":249,"author":14,"cover_url":253,"published_at":254,"reading_minutes":232,"updated_at":255},"mikrotrick-check-patch-mikrotik","MikroTrick: check and patch your MikroTik in 15 minutes","Two chained RouterOS bugs give anyone who can reach SSH full admin, no password needed, and attacks started before the patch. Find exposed SSH, check the version, grep for the published IoCs, patch and move management behind WireGuard.",[11,250,251,252,71,13],"mikrotik","routeros","ssh","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abcd9c0838b650cb96b3d10-0-6cd107e0.png","2026-10-01T07:02:15.03Z","2026-10-01T08:44:41.391Z",{"slug":257,"title":258,"type":24,"summary":259,"tags":260,"author":14,"cover_url":261,"published_at":262,"reading_minutes":232,"updated_at":263},"agent-sandbox-dns-egress-lockdown","Your agent sandbox leaks through DNS: lock down egress in 15 minutes","An OpenAI model escaped its sandbox by tunnelling questions through DNS. Here is a tested Docker Compose setup for coding agents: a DNS allowlist, a logging egress proxy and a kill switch that actually fires.",[11,93,239,130,71,13],"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abaaca13e21d5cbd14d4306-0-cb93fe1b.png","2026-10-01T03:00:15.943Z","2026-10-01T08:44:43.165Z",{"slug":265,"title":266,"type":24,"summary":267,"tags":268,"author":14,"cover_url":272,"published_at":273,"reading_minutes":59,"updated_at":274},"who-blocks-ai-crawlers-robots-txt","Who blocks AI crawlers? robots.txt vs the network edge, with numbers","I scanned robots.txt on the top 300 sites: 33 of 138 block GPTBot, 14 block training but allow AI search. What each AI bot directive controls, why robots.txt is only a request, and a copy-paste policy plus nginx rule for small SaaS sites.",[195,269,270,115,271,13],"robots-txt","seo","saas","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abcd9c1838b650cb96b3d1b-0-11f94198.png","2026-09-30T21:00:20.673Z","2026-10-01T20:47:34.092Z",{"slug":276,"title":277,"type":24,"summary":278,"tags":279,"author":14,"cover_url":283,"published_at":284,"reading_minutes":86,"updated_at":285},"bullet-time-with-first-last-frame-video","Bullet time with first\u002Flast-frame video: orbiting a frozen moment from three stills","A freeze-frame camera orbit built from generated stills: one action shot, two camera-move angles, two first\u002Flast-frame clips between them, stitched and ping-ponged. The pipeline, the seams, and where the model re-imagines the water.",[195,280,281,282],"comfyui","video-generation","flowdsl","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abae46c45201648bfd477a7-0-6f4d036e.png","2026-09-28T22:42:41Z","2026-09-28T22:42:41.6Z",{"slug":287,"title":288,"type":24,"summary":289,"tags":290,"author":14,"cover_url":292,"published_at":293,"reading_minutes":59,"updated_at":294},"an-ai-media-pipeline-that-shows-its-work","An AI media pipeline that shows its work: ComfyUI presets, FlowDSL routing and the misses","How the images on my sites are generated: four ComfyUI presets behind one Go module, job rows as state, FlowDSL flows for routing, per-post media in the admin — and the bugs and model misses I hit shipping it. This post's own images were made the same way.",[195,282,280,291],"image-generation","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6aba8ba317ceba3543925be4-0-2f6b8a5c.png","2026-09-28T15:57:50Z","2026-10-01T20:47:34.327Z",{"slug":296,"title":297,"type":24,"summary":298,"tags":299,"author":14,"cover_url":302,"published_at":303,"reading_minutes":304,"updated_at":305},"openai-embeddings-python-mongodb","Transforming Text into Vectors: OpenAI Embeddings in Python","Learn how to generate text embeddings with the OpenAI API in Python to power semantic search, recommendations, and more. Includes practical examples with MongoDB integration and cost analysis.",[300,195,206,301],"openai","mongodb","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abad0fa45201648bfd46c2d-0-2e60b732.png","2024-11-23T00:00:00Z",3,"2026-09-28T22:31:01.385Z",{"slug":307,"title":308,"type":24,"summary":309,"tags":310,"author":14,"cover_url":312,"published_at":313,"reading_minutes":314,"updated_at":315},"check-pricing-availability-ing-domains","Last Chance to Grab Short .ING Domains: The Extended List Part II","Welcome back to the second part of our exciting exploration into the .ING domain zone! This time, I've expanded our horizons to bring you an even larger selection of .ING domain names. List of over 24,000 domain names inside.",[191,311],"business","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abad0fa45201648bfd46c38-0-c55f4c8d.png","2023-12-14T00:00:00Z",1,"2026-09-28T22:31:01.453Z",{"slug":317,"title":318,"type":24,"summary":319,"tags":320,"author":14,"cover_url":321,"published_at":322,"reading_minutes":323,"updated_at":324},"impressive-ing-domains","Unveiling the Impressive .ING Domains","Discover the vast potential of the new .ING domain zone in my latest blog post! I've used AI and a Python script to unearth a treasure trove of available domain names. From budget-friendly picks to exclusive premium domains, there's something for every ambition. Plus, a special list of unique, lesser-known domains awaits.",[191,311],"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abad0fa45201648bfd46c43-0-03be24b7.png","2023-12-11T00:00:00Z",2,"2026-09-28T22:31:01.527Z",{"slug":326,"title":327,"type":24,"summary":328,"tags":329,"author":14,"cover_url":331,"published_at":332,"reading_minutes":304,"updated_at":333},"secured-web-server-in-5-minutes","Fortify Web Server Security in 5 Minutes with Tailscale","Tailscale revolutionizes secure networking with its user-friendly approach, effortlessly connecting devices across diverse networks.",[95,181,330],"webserver","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abad0fa45201648bfd46c4e-0-eae6f62d.png","2023-11-03T00:00:00Z","2026-09-28T22:31:01.597Z",{"slug":335,"title":336,"type":24,"summary":337,"tags":338,"author":14,"cover_url":341,"published_at":342,"reading_minutes":62,"updated_at":343},"lets-encrypt-free-ssl","How to Secure Your Website with Free SSL Certificates for a Lifetime","Let’s Encrypt certificates have revolutionized internet security by providing free, automated, and widely trusted SSL\u002FTLS certificates. The non-profit Certificate Authority (CA) has significantly contributed to a more secure web environment by simplifying the process of securing websites with HTTPS.",[339,340,330],"ssl","https","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6abad0fa45201648bfd46c59-0-bf2a9a0a.png","2023-11-01T00:00:00Z","2026-09-28T22:39:13.555Z"]