[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$fmupoempdprnb":3,"$fanuq43nlrv5g":55},{"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},"gpt-4o-gpt-4-1-shutdown-migrate-to-gpt-6-luna","GPT-4o and GPT-4.1 leave the API on January 14: moving to gpt-6-luna without breaking your function calls","\u003Cp>On October 14, 2026 OpenAI posted a deprecation notice that gives four GPT-4 series models three months to live. On \u003Cstrong>January 14, 2027\u003C\u002Fstrong> these snapshots stop answering API calls:\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad6f1296ce38bf97b746935\">\u003Cvideo src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad6f1296ce38bf97b74693b-0-218a1766.mp4\" autoplay muted loop playsinline preload=\"metadata\">\u003C\u002Fvideo>\u003C\u002Ffigure>\n\u003Cul>\n\u003Cli>\u003Ccode>gpt-4o-2024-08-06\u003C\u002Fcode> and \u003Ccode>gpt-4o-2024-11-20\u003C\u002Fcode>\u003C\u002Fli>\n\u003Cli>\u003Ccode>gpt-4o-mini-2024-07-18\u003C\u002Fcode>\u003C\u002Fli>\n\u003Cli>\u003Ccode>gpt-4.1-2025-04-14\u003C\u002Fcode>\u003C\u002Fli>\n\u003Cli>\u003Ccode>gpt-4.1-mini-2025-04-14\u003C\u002Fcode>\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>Fine-tunes built on them follow the same schedule as their base models, so a fine-tuned 4o-mini classifier dies on the same day. The recommended replacement for all four is \u003Ccode>gpt-6-luna\u003C\u002Fcode>. That is not a drop-in swap. Luna is a reasoning model. Its default reasoning effort is medium, and the model page states one limit that will break existing code: \u003Cem>Chat Completions supports function calling only with \u003Ccode>reasoning_effort\u003C\u002Fcode> set to \u003Ccode>none\u003C\u002Fcode>\u003C\u002Fem>.\u003C\u002Fp>\n\u003Cp>This post covers how to find every call that needs to move, the two ways to move it, a replay test over your own logged prompts, and how to check the bill afterwards.\u003C\u002Fp>\n\n\u003Ch2>The price change, and what it hides\u003C\u002Fh2>\n\u003Cp>On the per-token list price Luna is cheaper than every model it replaces, including GPT-4o mini. The chart shows the standard-tier prices per million tokens.\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad6f08a6ce38bf97b74688d\">\u003Cimg src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad6f08a6ce38bf97b746892-0-d02805c3.png\" alt=\"The lower list price of a model can be offset by the volume of reasoning tokens generated.\" loading=\"lazy\">\u003Cfigcaption>The lower list price of a model can be offset by the volume of reasoning tokens generated.\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Cfigure data-chart='{\"type\":\"bar\",\"title\":\"API price per 1M tokens: retiring models vs gpt-6-luna\",\"unit\":\"$\",\"labels\":[\"GPT-4o\",\"GPT-4o mini\",\"GPT-4.1\",\"GPT-4.1 mini\",\"gpt-6-luna\"],\"series\":[{\"name\":\"Input\",\"values\":[2.5,0.15,2,0.4,0.1]},{\"name\":\"Output\",\"values\":[10,0.6,8,1.6,0.5]}],\"note\":\"Standard tier. gpt-6-luna input over 272K tokens costs 2x on input and 1.5x on output.\",\"source\":{\"label\":\"Digital Applied pricing table, Oct 2026\",\"url\":\"https:\u002F\u002Fwww.digitalapplied.com\u002Fblog\u002Fgpt-4o-gpt-4-1-api-shutdown-january-2027\"}}'>\u003Cfigcaption>API price per 1M tokens, GPT-4o, GPT-4o mini, GPT-4.1 and GPT-4.1 mini against gpt-6-luna (source: Digital Applied pricing table)\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Cp>The catch is that reasoning tokens are billed as output tokens, and medium effort produces them on every call you do not turn them off for. Plain arithmetic on the list prices: a 300-token GPT-4o reply costs $0.003 in output. The same reply from Luna with 2,000 reasoning tokens on top is 2,300 output tokens, or $0.00115. That is still cheaper, but against GPT-4o mini ($0.00018 for the same 300 tokens) Luna at medium effort costs about six times more. If you moved off 4o mini for price, measure before you celebrate.\u003C\u002Fp>\n\n\u003Ch2>Step 1: find every call\u003C\u002Fh2>\n\u003Cp>Model names hide in three places: your code, your config, and third-party tools that hold their own key. Start with the code:\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad6f08a6ce38bf97b746897\">\u003Cimg src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad6f08a6ce38bf97b74689c-0-cbf1144c.png\" alt=\"Searching through codebase and configurations to identify deprecated model strings.\" loading=\"lazy\">\u003Cfigcaption>Searching through codebase and configurations to identify deprecated model strings.\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Cpre class=\"code-block\" data-lang=\"bash\">\u003Ccode class=\"hljs language-bash\">grep -rnE \u003Cspan class=\"hljs-string\">'gpt-4o|gpt-4\\.1'\u003C\u002Fspan> --include=\u003Cspan class=\"hljs-string\">'*.py'\u003C\u002Fspan> --include=\u003Cspan class=\"hljs-string\">'*.ts'\u003C\u002Fspan> --include=\u003Cspan class=\"hljs-string\">'*.js'\u003C\u002Fspan> --include=\u003Cspan class=\"hljs-string\">'*.go'\u003C\u002Fspan> --include=\u003Cspan class=\"hljs-string\">'*.yaml'\u003C\u002Fspan> --include=\u003Cspan class=\"hljs-string\">'*.env*'\u003C\u002Fspan> .\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>Then ask the API. The List models endpoint returns a \u003Ccode>shutdown_date\u003C\u002Fcode> field for models that have one. This script prints every model your key can see that has a date set:\u003C\u002Fp>\n\u003Cpre class=\"code-block\" data-lang=\"python\">\u003Ccode class=\"hljs language-python\">\u003Cspan class=\"hljs-keyword\">from\u003C\u002Fspan> openai \u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> OpenAI\n\nclient = OpenAI()\n\n\u003Cspan class=\"hljs-keyword\">for\u003C\u002Fspan> m \u003Cspan class=\"hljs-keyword\">in\u003C\u002Fspan> client.models.\u003Cspan class=\"hljs-built_in\">list\u003C\u002Fspan>():\n    shutdown = \u003Cspan class=\"hljs-built_in\">getattr\u003C\u002Fspan>(m, \u003Cspan class=\"hljs-string\">'shutdown_date'\u003C\u002Fspan>, \u003Cspan class=\"hljs-literal\">None\u003C\u002Fspan>)\n    \u003Cspan class=\"hljs-keyword\">if\u003C\u002Fspan> shutdown:\n        \u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(m.\u003Cspan class=\"hljs-built_in\">id\u003C\u002Fspan>, shutdown)\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>Fine-tuned models appear in that list as \u003Ccode>ft:gpt-4o-mini-2024-07-18:...\u003C\u002Fcode>. Also check the usage dashboard, grouped by model, for traffic you did not find in code. That traffic is usually a tool or a forgotten cron job. For vendor tools that use your key, ask the vendor which model they will move to, and get the date in writing.\u003C\u002Fp>\n\n\u003Ch2>Step 2: pick a path per integration\u003C\u002Fh2>\n\u003Ch3>Path A: stay on Chat Completions, reasoning off\u003C\u002Fh3>\n\u003Cp>This is the smallest diff, and it is the only option on Chat Completions if the call uses tools. Change the model name and add \u003Ccode>reasoning_effort='none'\u003C\u002Fcode>:\u003C\u002Fp>\n\u003Cfigure data-post-media=\"6ad6f08a6ce38bf97b7468a1\">\u003Cimg src=\"https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad6f08a6ce38bf97b7468a6-0-ee80b857.png\" alt=\"Choosing between a simple drop-in replacement or a more complex architectural migration.\" loading=\"lazy\">\u003Cfigcaption>Choosing between a simple drop-in replacement or a more complex architectural migration.\u003C\u002Ffigcaption>\u003C\u002Ffigure>\n\u003Cpre class=\"code-block\" data-lang=\"python\">\u003Ccode class=\"hljs language-python\">\u003Cspan class=\"hljs-keyword\">from\u003C\u002Fspan> openai \u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> OpenAI\n\nclient = OpenAI()\n\ntools = [{\n    \u003Cspan class=\"hljs-string\">'type'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'function'\u003C\u002Fspan>,\n    \u003Cspan class=\"hljs-string\">'function'\u003C\u002Fspan>: {\n        \u003Cspan class=\"hljs-string\">'name'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'get_order_status'\u003C\u002Fspan>,\n        \u003Cspan class=\"hljs-string\">'description'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'Look up an order by its number'\u003C\u002Fspan>,\n        \u003Cspan class=\"hljs-string\">'parameters'\u003C\u002Fspan>: {\n            \u003Cspan class=\"hljs-string\">'type'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'object'\u003C\u002Fspan>,\n            \u003Cspan class=\"hljs-string\">'properties'\u003C\u002Fspan>: {\u003Cspan class=\"hljs-string\">'order_id'\u003C\u002Fspan>: {\u003Cspan class=\"hljs-string\">'type'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'string'\u003C\u002Fspan>}},\n            \u003Cspan class=\"hljs-string\">'required'\u003C\u002Fspan>: [\u003Cspan class=\"hljs-string\">'order_id'\u003C\u002Fspan>],\n        },\n    },\n}]\n\nresp = client.chat.completions.create(\n    model=\u003Cspan class=\"hljs-string\">'gpt-6-luna'\u003C\u002Fspan>,\n    reasoning_effort=\u003Cspan class=\"hljs-string\">'none'\u003C\u002Fspan>,\n    messages=[{\u003Cspan class=\"hljs-string\">'role'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'user'\u003C\u002Fspan>, \u003Cspan class=\"hljs-string\">'content'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'Where is order 10432?'\u003C\u002Fspan>}],\n    tools=tools,\n)\n\nmsg = resp.choices[\u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>].message\n\u003Cspan class=\"hljs-keyword\">for\u003C\u002Fspan> call \u003Cspan class=\"hljs-keyword\">in\u003C\u002Fspan> msg.tool_calls \u003Cspan class=\"hljs-keyword\">or\u003C\u002Fspan> []:\n    \u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(call.function.name, call.function.arguments)\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>If you leave out \u003Ccode>reasoning_effort\u003C\u002Fcode>, the default is medium, and a tool-using Chat Completions call is outside what the model page says is supported. Pin the value explicitly in every call site, not only in a shared helper that some code paths skip.\u003C\u002Fp>\n\n\u003Ch3>Path B: move to the Responses API, keep reasoning\u003C\u002Fh3>\n\u003Cp>Tools with reasoning on need the Responses API. The tool schema is flatter: \u003Ccode>name\u003C\u002Fcode>, \u003Ccode>description\u003C\u002Fcode> and \u003Ccode>parameters\u003C\u002Fcode> sit at the top level, not under a \u003Ccode>function\u003C\u002Fcode> key. Tool calls come back as output items of type \u003Ccode>function_call\u003C\u002Fcode>:\u003C\u002Fp>\n\u003Cpre class=\"code-block\" data-lang=\"python\">\u003Ccode class=\"hljs language-python\">\u003Cspan class=\"hljs-keyword\">from\u003C\u002Fspan> openai \u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> OpenAI\n\nclient = OpenAI()\n\ntools = [{\n    \u003Cspan class=\"hljs-string\">'type'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'function'\u003C\u002Fspan>,\n    \u003Cspan class=\"hljs-string\">'name'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'get_order_status'\u003C\u002Fspan>,\n    \u003Cspan class=\"hljs-string\">'description'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'Look up an order by its number'\u003C\u002Fspan>,\n    \u003Cspan class=\"hljs-string\">'parameters'\u003C\u002Fspan>: {\n        \u003Cspan class=\"hljs-string\">'type'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'object'\u003C\u002Fspan>,\n        \u003Cspan class=\"hljs-string\">'properties'\u003C\u002Fspan>: {\u003Cspan class=\"hljs-string\">'order_id'\u003C\u002Fspan>: {\u003Cspan class=\"hljs-string\">'type'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'string'\u003C\u002Fspan>}},\n        \u003Cspan class=\"hljs-string\">'required'\u003C\u002Fspan>: [\u003Cspan class=\"hljs-string\">'order_id'\u003C\u002Fspan>],\n    },\n}]\n\nresp = client.responses.create(\n    model=\u003Cspan class=\"hljs-string\">'gpt-6-luna'\u003C\u002Fspan>,\n    reasoning={\u003Cspan class=\"hljs-string\">'effort'\u003C\u002Fspan>: \u003Cspan class=\"hljs-string\">'low'\u003C\u002Fspan>},\n    \u003Cspan class=\"hljs-built_in\">input\u003C\u002Fspan>=\u003Cspan class=\"hljs-string\">'Where is order 10432?'\u003C\u002Fspan>,\n    tools=tools,\n)\n\n\u003Cspan class=\"hljs-keyword\">for\u003C\u002Fspan> item \u003Cspan class=\"hljs-keyword\">in\u003C\u002Fspan> resp.output:\n    \u003Cspan class=\"hljs-keyword\">if\u003C\u002Fspan> item.\u003Cspan class=\"hljs-built_in\">type\u003C\u002Fspan> == \u003Cspan class=\"hljs-string\">'function_call'\u003C\u002Fspan>:\n        \u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(item.name, item.arguments, item.call_id)\n\n\u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(\u003Cspan class=\"hljs-string\">'reasoning tokens:'\u003C\u002Fspan>, resp.usage.output_tokens_details.reasoning_tokens)\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>To return a tool result you send an input item of type \u003Ccode>function_call_output\u003C\u002Fcode> with the same \u003Ccode>call_id\u003C\u002Fcode>. That is a bigger change to your agent loop than Path A. It is worth doing where the task benefits from reasoning, such as multi-step tool use or ambiguous requests. For a classifier or an extractor, Path A is usually the better fit.\u003C\u002Fp>\n\n\u003Ch2>Step 3: replay your own prompts\u003C\u002Fh2>\n\u003Cp>Do not judge the switch on a demo prompt. Take about 50 real requests from your logs, run them through the old and new model, and compare what your code actually consumes: which tool was called, with which arguments, and how long it took. This script reads a JSONL file with one \u003Ccode>{\"messages\": [...]}\u003C\u002Fcode> object per line:\u003C\u002Fp>\n\u003Cpre class=\"code-block\" data-lang=\"python\">\u003Ccode class=\"hljs language-python\">\u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> json\n\u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> sys\n\u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> time\n\n\u003Cspan class=\"hljs-keyword\">from\u003C\u002Fspan> openai \u003Cspan class=\"hljs-keyword\">import\u003C\u002Fspan> OpenAI\n\nclient = OpenAI()\nTOOLS = json.load(\u003Cspan class=\"hljs-built_in\">open\u003C\u002Fspan>(\u003Cspan class=\"hljs-string\">'tools.json'\u003C\u002Fspan>))  \u003Cspan class=\"hljs-comment\"># your Chat Completions tool list\u003C\u002Fspan>\n\n\n\u003Cspan class=\"hljs-keyword\">def\u003C\u002Fspan> \u003Cspan class=\"hljs-title function_\">run\u003C\u002Fspan>(\u003Cspan class=\"hljs-params\">model, messages, **extra\u003C\u002Fspan>):\n    t0 = time.time()\n    r = client.chat.completions.create(model=model, messages=messages, tools=TOOLS, **extra)\n    ms = \u003Cspan class=\"hljs-built_in\">int\u003C\u002Fspan>((time.time() - t0) * \u003Cspan class=\"hljs-number\">1000\u003C\u002Fspan>)\n    m = r.choices[\u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>].message\n    calls = [(c.function.name, json.loads(c.function.arguments)) \u003Cspan class=\"hljs-keyword\">for\u003C\u002Fspan> c \u003Cspan class=\"hljs-keyword\">in\u003C\u002Fspan> (m.tool_calls \u003Cspan class=\"hljs-keyword\">or\u003C\u002Fspan> [])]\n    \u003Cspan class=\"hljs-keyword\">return\u003C\u002Fspan> calls, m.content, ms, r.usage.completion_tokens\n\n\nsame = total = \u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>\n\u003Cspan class=\"hljs-keyword\">for\u003C\u002Fspan> line \u003Cspan class=\"hljs-keyword\">in\u003C\u002Fspan> \u003Cspan class=\"hljs-built_in\">open\u003C\u002Fspan>(sys.argv[\u003Cspan class=\"hljs-number\">1\u003C\u002Fspan>]):\n    msgs = json.loads(line)[\u003Cspan class=\"hljs-string\">'messages'\u003C\u002Fspan>]\n    old = run(\u003Cspan class=\"hljs-string\">'gpt-4o-2024-08-06'\u003C\u002Fspan>, msgs)\n    new = run(\u003Cspan class=\"hljs-string\">'gpt-6-luna'\u003C\u002Fspan>, msgs, reasoning_effort=\u003Cspan class=\"hljs-string\">'none'\u003C\u002Fspan>)\n    total += \u003Cspan class=\"hljs-number\">1\u003C\u002Fspan>\n    \u003Cspan class=\"hljs-keyword\">if\u003C\u002Fspan> old[\u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>] == new[\u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>]:\n        same += \u003Cspan class=\"hljs-number\">1\u003C\u002Fspan>\n    \u003Cspan class=\"hljs-keyword\">else\u003C\u002Fspan>:\n        \u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(\u003Cspan class=\"hljs-string\">'DIFF'\u003C\u002Fspan>, json.dumps(msgs[-\u003Cspan class=\"hljs-number\">1\u003C\u002Fspan>])[:\u003Cspan class=\"hljs-number\">120\u003C\u002Fspan>])\n        \u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(\u003Cspan class=\"hljs-string\">'  old:'\u003C\u002Fspan>, old[\u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>], old[\u003Cspan class=\"hljs-number\">2\u003C\u002Fspan>], \u003Cspan class=\"hljs-string\">'ms'\u003C\u002Fspan>)\n        \u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(\u003Cspan class=\"hljs-string\">'  new:'\u003C\u002Fspan>, new[\u003Cspan class=\"hljs-number\">0\u003C\u002Fspan>], new[\u003Cspan class=\"hljs-number\">2\u003C\u002Fspan>], \u003Cspan class=\"hljs-string\">'ms'\u003C\u002Fspan>)\n\n\u003Cspan class=\"hljs-built_in\">print\u003C\u002Fspan>(\u003Cspan class=\"hljs-string\">f'\u003Cspan class=\"hljs-subst\">{same}\u003C\u002Fspan>\u002F\u003Cspan class=\"hljs-subst\">{total}\u003C\u002Fspan> identical tool calls'\u003C\u002Fspan>)\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cpre class=\"code-block\" data-lang=\"bash\">\u003Ccode class=\"hljs language-bash\">python replay.py logged_prompts.jsonl\u003C\u002Fcode>\u003C\u002Fpre>\n\u003Cp>An identical tool call is the bar for structured paths. For free-text replies, read the diffs yourself. Luna's knowledge cutoff is May 18, 2026, against October 2023 for GPT-4o, so answers about recent products, prices or APIs will change, and sometimes improve. A system prompt that tells the model \"it is 2023\" will now be wrong in a new way.\u003C\u002Fp>\n\u003Cp>Run Path B integrations through the same loop with \u003Ccode>client.responses.create\u003C\u002Fcode>, and record \u003Ccode>output_tokens_details.reasoning_tokens\u003C\u002Fcode> per request. That number is the bill question.\u003C\u002Fp>\n\n\u003Ch2>Step 4: move the alerts from tokens to dollars\u003C\u002Fh2>\n\u003Cp>If your spend alerts count tokens, Luna will trip them, because each request produces more output tokens, while the dollar cost may go down. Set the alerts in dollars, per project, before the switch. Then compare a week of real spend against the week before.\u003C\u002Fp>\n\n\u003Ch2>Step 5: keep a rollback until the 13th\u003C\u002Fh2>\n\u003Cp>Ship the new model behind a config value, not a code change, and keep the old model ID available as a fallback until January 13. After January 14 the fallback is a 404, so remove it then, along with any retry logic that would fall back to it.\u003C\u002Fp>\n\n\u003Ch2>What to tell people\u003C\u002Fh2>\n\u003Cul>\n\u003Cli>Teams with fine-tunes: there is no fine-tuning on Luna, according to the model page. Plan to replace the fine-tune with prompting and evals, and start now.\u003C\u002Fli>\n\u003Cli>Anyone using Realtime or Assistants with these models: the Luna model page lists those endpoints as unsupported. That migration is a separate project.\u003C\u002Fli>\n\u003Cli>ChatGPT users are not affected by this notice. It covers the developer API only.\u003C\u002Fli>\n\u003C\u002Ful>\n\n\u003Ch2>Sources\u003C\u002Fh2>\n\u003Cul>\n\u003Cli>\u003Ca href=\"https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fdeprecations\">OpenAI API deprecations (notice of October 14, 2026)\u003C\u002Fa>\u003C\u002Fli>\n\u003Cli>\u003Ca href=\"https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fmodels\u002Fgpt-6-luna\">OpenAI model page: gpt-6-luna\u003C\u002Fa>\u003C\u002Fli>\n\u003Cli>\u003Ca href=\"https:\u002F\u002Fwww.digitalapplied.com\u002Fblog\u002Fgpt-4o-gpt-4-1-api-shutdown-january-2027\">Digital Applied: GPT-4o and GPT-4.1 API shutdown, January 2027\u003C\u002Fa>\u003C\u002Fli>\n\u003C\u002Ful>","OpenAI shuts down four GPT-4o and GPT-4.1 snapshots, and their fine-tunes, on January 14, 2027. Its named replacement, gpt-6-luna, is a reasoning model with one function-calling catch in Chat Completions. Here are two migration paths, a replay test and a token-bill check.",[9,10,11,12,13],"openai","migration","llm-api","function-calling","ai-assisted","if.codes","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad6f0886ce38bf97b746887-0-cad17c1e.png","2026-10-20T05:42:12.599Z","GPT-4o and GPT-4.1 API shutdown: migrating to gpt-6-luna","Four GPT-4o\u002F4.1 snapshots shut down Jan 14, 2027. Two migration paths to gpt-6-luna, a replay test, and the reasoning-token bill check.",6,[21,34,45],{"slug":22,"title":23,"type":24,"summary":25,"tags":26,"author":14,"cover_url":31,"published_at":32,"updated_at":33},"swapping-docker-desktop-for-apple-container","Swapping Docker Desktop for Apple's container: one VM per container on your Mac, what runs unchanged from Docker Hub, and where you still need Docker","blog","Apple's container CLI has been stable since 1.0 in June and is at 1.5.0. A hands-on swap: install, build, run Postgres from Docker Hub, reach it by name, and the gaps (no Compose, slower cold starts, memory that is not handed back) that decide whether Docker stays.",[27,28,29,30,13],"docker","macos","containers","devtools","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad59fc06ce38bf97b743ea2-0-d7ac665e.png","2026-10-19T06:50:15.817Z","2026-10-19T06:50:15.818Z",{"slug":35,"title":36,"type":24,"summary":37,"tags":38,"author":14,"cover_url":43,"published_at":44,"updated_at":44},"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","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.",[39,40,41,42,13],"github","codeql","security","code-review","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad48184af8e63ad10e8aaa1-0-4c6cfc5e.png","2026-10-19T00:20:22.102Z",{"slug":46,"title":47,"type":24,"summary":48,"tags":49,"author":14,"cover_url":53,"published_at":54,"updated_at":54},"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","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.",[50,51,41,52,13],"claude-code","permissions","developer-tools","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad2fd1602d67a73cf1eaa23-0-68817e09.png","2026-10-17T23:06:09.746Z",[56,58,61,63,66,77,88,99,111,121,131,143,154,166,177,188,197,207,220,234,244,255,266,277,285,296,307,316,326,336,345,354],{"slug":4,"title":5,"type":24,"summary":7,"tags":57,"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":59,"author":14,"cover_url":31,"published_at":32,"reading_minutes":60,"updated_at":33},[27,28,29,30,13],5,{"slug":35,"title":36,"type":24,"summary":37,"tags":62,"author":14,"cover_url":43,"published_at":44,"reading_minutes":60,"updated_at":44},[39,40,41,42,13],{"slug":46,"title":47,"type":24,"summary":48,"tags":64,"author":14,"cover_url":53,"published_at":54,"reading_minutes":65,"updated_at":54},[50,51,41,52,13],7,{"slug":67,"title":68,"type":24,"summary":69,"tags":70,"author":14,"cover_url":75,"published_at":76,"reading_minutes":19,"updated_at":76},"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.",[71,72,73,74,13],"go","http","performance","networking","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ad1d8da69fb9bde4cc895fb-0-e539bbf2.png","2026-10-16T23:32:12.783Z",{"slug":78,"title":79,"type":24,"summary":80,"tags":81,"author":14,"cover_url":85,"published_at":86,"reading_minutes":19,"updated_at":87},"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.",[50,82,83,84,13],"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",{"slug":89,"title":90,"type":24,"summary":91,"tags":92,"author":14,"cover_url":96,"published_at":97,"reading_minutes":60,"updated_at":98},"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.",[93,94,73,95,13],"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":100,"title":101,"type":24,"summary":102,"tags":103,"author":14,"cover_url":107,"published_at":108,"reading_minutes":109,"updated_at":110},"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.",[104,105,41,106,13],"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":112,"title":113,"type":24,"summary":114,"tags":115,"author":14,"cover_url":118,"published_at":119,"reading_minutes":19,"updated_at":120},"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.",[27,41,116,117,13],"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":122,"title":123,"type":24,"summary":124,"tags":125,"author":14,"cover_url":128,"published_at":129,"reading_minutes":19,"updated_at":130},"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.",[126,127,10,27,13],"deno","cloudflare-workers","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":132,"title":133,"type":24,"summary":134,"tags":135,"author":14,"cover_url":140,"published_at":141,"reading_minutes":65,"updated_at":142},"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.",[136,137,138,139,13],"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":144,"title":145,"type":24,"summary":146,"tags":147,"author":14,"cover_url":152,"published_at":153,"reading_minutes":19,"updated_at":153},"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.",[148,149,150,151,13],"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":155,"title":156,"type":24,"summary":157,"tags":158,"author":14,"cover_url":163,"published_at":164,"reading_minutes":19,"updated_at":165},"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.",[159,160,161,162,13],"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":167,"title":168,"type":24,"summary":169,"tags":170,"author":14,"cover_url":174,"published_at":175,"reading_minutes":60,"updated_at":176},"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.",[136,171,172,173,13],"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":178,"title":179,"type":24,"summary":180,"tags":181,"author":14,"cover_url":185,"published_at":186,"reading_minutes":19,"updated_at":187},"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.",[136,182,183,184,13],"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":189,"title":190,"type":24,"summary":191,"tags":192,"author":14,"cover_url":195,"published_at":196,"reading_minutes":60,"updated_at":196},"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.",[27,41,193,194,13],"cve","ci","https:\u002F\u002Fmedia.stufio.com\u002Fmedia\u002Fifcodes\u002Fmediagen\u002F6a\u002F6ac218ebfd770659725abe68-0-eee7c8f7.png","2026-10-04T23:51:14.689Z",{"slug":198,"title":199,"type":24,"summary":200,"tags":201,"author":14,"cover_url":204,"published_at":205,"reading_minutes":109,"updated_at":206},"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.",[136,202,203,41,13],"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":208,"title":209,"type":24,"summary":210,"tags":211,"author":14,"cover_url":217,"published_at":218,"reading_minutes":19,"updated_at":219},"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.",[212,213,214,215,216,13],"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":221,"title":222,"type":24,"summary":223,"tags":224,"author":14,"cover_url":230,"published_at":231,"reading_minutes":232,"updated_at":233},"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.",[225,226,227,228,229,13],"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":235,"title":236,"type":24,"summary":237,"tags":238,"author":14,"cover_url":240,"published_at":241,"reading_minutes":242,"updated_at":243},"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.",[50,239,226,52,13],"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":245,"title":246,"type":24,"summary":247,"tags":248,"author":14,"cover_url":251,"published_at":252,"reading_minutes":253,"updated_at":254},"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.",[136,249,225,250,94,13],"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":256,"title":257,"type":24,"summary":258,"tags":259,"author":14,"cover_url":263,"published_at":264,"reading_minutes":253,"updated_at":265},"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.",[41,260,261,262,226,13],"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":267,"title":268,"type":24,"summary":269,"tags":270,"author":14,"cover_url":274,"published_at":275,"reading_minutes":253,"updated_at":276},"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.",[41,271,272,273,94,13],"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":278,"title":279,"type":24,"summary":280,"tags":281,"author":14,"cover_url":282,"published_at":283,"reading_minutes":253,"updated_at":284},"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.",[41,27,260,151,94,13],"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":286,"title":287,"type":24,"summary":288,"tags":289,"author":14,"cover_url":293,"published_at":294,"reading_minutes":65,"updated_at":295},"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.",[216,290,291,136,292,13],"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":297,"title":298,"type":24,"summary":299,"tags":300,"author":14,"cover_url":304,"published_at":305,"reading_minutes":109,"updated_at":306},"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.",[216,301,302,303],"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":308,"title":309,"type":24,"summary":310,"tags":311,"author":14,"cover_url":313,"published_at":314,"reading_minutes":65,"updated_at":315},"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.",[216,303,301,312],"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":317,"title":318,"type":24,"summary":319,"tags":320,"author":14,"cover_url":322,"published_at":323,"reading_minutes":324,"updated_at":325},"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.",[9,216,227,321],"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":327,"title":328,"type":24,"summary":329,"tags":330,"author":14,"cover_url":332,"published_at":333,"reading_minutes":334,"updated_at":335},"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.",[212,331],"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":337,"title":338,"type":24,"summary":339,"tags":340,"author":14,"cover_url":341,"published_at":342,"reading_minutes":343,"updated_at":344},"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.",[212,331],"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":346,"title":347,"type":24,"summary":348,"tags":349,"author":14,"cover_url":351,"published_at":352,"reading_minutes":324,"updated_at":353},"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.",[117,202,350],"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":355,"title":356,"type":24,"summary":357,"tags":358,"author":14,"cover_url":361,"published_at":362,"reading_minutes":19,"updated_at":363},"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.",[359,360,350],"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"]