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<description>Software Engineer and more</description>
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<url>https://ciprian.51k.eu/upld/2019/02/cropped-terminal-icon-32x32.png</url><title>ai Archives | Ciprian Mandache</title><link></link>
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<item><title>codexbox: Four Environment Variables and a mkdir Standing Between You and OpenAI&#8217;s CLI</title><link>https://ciprian.51k.eu/codexbox-four-environment-variables-and-a-mkdir-standing-between-you-and-openais-cli/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Thu, 23 Jul 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Bash]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[adapter]]></category>
<category><![CDATA[agentic coding]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[ai agent]]></category>
<category><![CDATA[aicodebox]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[codex]]></category>
<category><![CDATA[codex cli]]></category>
<category><![CDATA[codexbox]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[cron]]></category>
<category><![CDATA[developer tools]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[llm]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[openai]]></category>
<category><![CDATA[openai compatible]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[telegram]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/codexbox-four-environment-variables-and-a-mkdir-standing-between-you-and-openais-cli/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/07/codexbox-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" fetchpriority="high" srcset="https://ciprian.51k.eu/upld/2026/07/codexbox-300x300.png 300w, https://ciprian.51k.eu/upld/2026/07/codexbox-150x150.png 150w, https://ciprian.51k.eu/upld/2026/07/codexbox-768x768.png 768w, https://ciprian.51k.eu/upld/2026/07/codexbox.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />I already wrote the &#8220;why I ripped the plumbing out of my own repos and built a base image&#8221; rant in the aicodebox post, so I&#8217;m not doing it again ...]]></description>
</item>
<item><title>flickies: A Video Toolbox That Happens to Do Lipsync</title><link>https://ciprian.51k.eu/flickies-a-video-toolbox-that-happens-to-do-lipsync/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Tue, 23 Jun 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[Python]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[async jobs]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[cuda]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[face restore]]></category>
<category><![CDATA[ffmpeg]]></category>
<category><![CDATA[flickies]]></category>
<category><![CDATA[gfpgan]]></category>
<category><![CDATA[gpu]]></category>
<category><![CDATA[latentsync]]></category>
<category><![CDATA[lipsync]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[openapi]]></category>
<category><![CDATA[python]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[video processing]]></category>
<category><![CDATA[webhooks]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/flickies-four-engines-to-make-anyone-say-whatever-the-fuck-i-want/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/06/flickies2-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/06/flickies2-300x300.png 300w, https://ciprian.51k.eu/upld/2026/06/flickies2-150x150.png 150w, https://ciprian.51k.eu/upld/2026/06/flickies2-768x768.png 768w, https://ciprian.51k.eu/upld/2026/06/flickies2.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />I was neck-deep in an avatar pipeline and needed two unglamorous things at once: a lipsync pass, and a fistful of ffmpeg operations around it — trim the source, mux ...]]></description>
</item>
<item><title>audiolla: Thirty-Five Audio Engines Behind One Docker Port</title><link>https://ciprian.51k.eu/audiolla-thirty-five-audio-engines-behind-one-docker-port/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Tue, 02 Jun 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[Python]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[async jobs]]></category>
<category><![CDATA[audio processing]]></category>
<category><![CDATA[audiolla]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[cuda]]></category>
<category><![CDATA[demucs]]></category>
<category><![CDATA[diarization]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[ffmpeg]]></category>
<category><![CDATA[gpu]]></category>
<category><![CDATA[mastering]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[midi]]></category>
<category><![CDATA[music information retrieval]]></category>
<category><![CDATA[python]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[stem separation]]></category>
<category><![CDATA[webhooks]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/audiolla-thirty-five-audio-engines-behind-one-docker-port/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/06/audiolla-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/06/audiolla-300x300.png 300w, https://ciprian.51k.eu/upld/2026/06/audiolla-150x150.png 150w, https://ciprian.51k.eu/upld/2026/06/audiolla-768x768.png 768w, https://ciprian.51k.eu/upld/2026/06/audiolla.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />A while back I needed a box that could rip vocals out of a track, tell me the BPM and key, transcribe a melody to MIDI, and clean up a ...]]></description>
</item>
<item><title>talkies: Tell OpenAI&#8217;s Speech API to Go Fuck Itself</title><link>https://ciprian.51k.eu/talkies-tell-openais-speech-api-to-go-fuck-itself/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Sat, 30 May 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[Python]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[asr]]></category>
<category><![CDATA[audio processing]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[cuda]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[gpu]]></category>
<category><![CDATA[kokoro]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[openai compatible]]></category>
<category><![CDATA[parakeet]]></category>
<category><![CDATA[python]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[Speech Recognition]]></category>
<category><![CDATA[talkies]]></category>
<category><![CDATA[text to speech]]></category>
<category><![CDATA[tts]]></category>
<category><![CDATA[voice cloning]]></category>
<category><![CDATA[whisper]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/talkies-tell-openais-speech-api-to-go-fuck-itself/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/05/talkies-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/05/talkies-300x300.png 300w, https://ciprian.51k.eu/upld/2026/05/talkies-150x150.png 150w, https://ciprian.51k.eu/upld/2026/05/talkies-768x768.png 768w, https://ciprian.51k.eu/upld/2026/05/talkies.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />I got the OpenAI Whisper API bill for a month of hooking my own tooling up to it and just sat there staring at the number like it had personally ...]]></description>
</item>
<item><title>predictalot: Five Zero-Shot Forecasters and Zero Trading Advice</title><link>https://ciprian.51k.eu/predictalot-five-zero-shot-forecasters-and-zero-trading-advice/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Sat, 23 May 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[Python]]></category>
<category><![CDATA[Trading]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[cuda]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[Forecasting]]></category>
<category><![CDATA[gpu]]></category>
<category><![CDATA[lightgbm]]></category>
<category><![CDATA[Machine learning]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[predictalot]]></category>
<category><![CDATA[python]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[tabular ml]]></category>
<category><![CDATA[time series]]></category>
<category><![CDATA[trading]]></category>
<category><![CDATA[xgboost]]></category>
<category><![CDATA[zero-shot]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/predictalot-five-zero-shot-forecasters-and-zero-trading-advice/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/05/predictalot-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/05/predictalot-300x300.png 300w, https://ciprian.51k.eu/upld/2026/05/predictalot-150x150.png 150w, https://ciprian.51k.eu/upld/2026/05/predictalot-768x768.png 768w, https://ciprian.51k.eu/upld/2026/05/predictalot.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />I was hand-rolling ARIMA fits at 2am, again, for the fourth different side project, because every time I need &#8220;give me a forecast of this series&#8221; I end up re-solving ...]]></description>
</item>
<item><title>pibox: Two Env Vars Is All It Took to Wire pi-coding-agent Into aicodebox</title><link>https://ciprian.51k.eu/pibox-two-env-vars-is-all-it-took-to-wire-pi-coding-agent-into-aicodebox/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Thu, 21 May 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Bash]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[adapter]]></category>
<category><![CDATA[agentic coding]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[ai agent]]></category>
<category><![CDATA[aicodebox]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[cron]]></category>
<category><![CDATA[developer tools]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[llm]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[openai compatible]]></category>
<category><![CDATA[pi-coding-agent]]></category>
<category><![CDATA[pibox]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[telegram]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/pibox-two-env-vars-is-all-it-took-to-wire-pi-coding-agent-into-aicodebox/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/05/pibox-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/05/pibox-300x300.png 300w, https://ciprian.51k.eu/upld/2026/05/pibox-150x150.png 150w, https://ciprian.51k.eu/upld/2026/05/pibox-768x768.png 768w, https://ciprian.51k.eu/upld/2026/05/pibox.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />I built aicodebox as an abstraction — one base image, an AgentAdapter contract, plug any coding agent&#8217;s CLI into it and get the API/MCP/Telegram/cron surface for free. That&#8217;s a nice ...]]></description>
</item>
<item><title>mailbox: Your Inboxes as an HTTP API and MCP Server That Stores Zero Bytes</title><link>https://ciprian.51k.eu/mailbox-your-inboxes-as-an-http-api-and-mcp-server-that-stores-zero-bytes/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Wed, 20 May 2026 09:00:00 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[Python]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[ai agent]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[email]]></category>
<category><![CDATA[fastapi]]></category>
<category><![CDATA[imap]]></category>
<category><![CDATA[mailbox]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[privacy]]></category>
<category><![CDATA[python]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[security]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[smtp]]></category>
<category><![CDATA[unified inbox]]></category>
<category><![CDATA[yaml]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/mailbox-your-inboxes-as-an-http-api-and-mcp-server-that-stores-zero-bytes/</guid><description><![CDATA[<img
width="300" height="300" src="https://ciprian.51k.eu/upld/2026/05/mailbox2-300x300.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/05/mailbox2-300x300.png 300w, https://ciprian.51k.eu/upld/2026/05/mailbox2-150x150.png 150w, https://ciprian.51k.eu/upld/2026/05/mailbox2-768x768.png 768w, https://ciprian.51k.eu/upld/2026/05/mailbox2.png 1024w" sizes="(max-width: 300px) 100vw, 300px" />I have five email accounts. A personal Gmail I&#8217;ve had since I was a teenager, a work address, a &#8220;burner&#8221; I use for signups I don&#8217;t trust, a domain address ...]]></description>
</item>
<item><title>telethon-plus: Your Telegram Account as an HTTP API and MCP Server</title><link>https://ciprian.51k.eu/docker-telethon-plus-your-telegram-as-an-http-api-and-mcp-server/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Wed, 29 Apr 2026 22:13:19 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[Containers]]></category>
<category><![CDATA[Python]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[ai agent]]></category>
<category><![CDATA[ai skill]]></category>
<category><![CDATA[api]]></category>
<category><![CDATA[Automation]]></category>
<category><![CDATA[clawhub]]></category>
<category><![CDATA[container]]></category>
<category><![CDATA[docker]]></category>
<category><![CDATA[llm]]></category>
<category><![CDATA[mcp]]></category>
<category><![CDATA[mtproto]]></category>
<category><![CDATA[openai compatible]]></category>
<category><![CDATA[openclaw]]></category>
<category><![CDATA[prometheus]]></category>
<category><![CDATA[rate limiting]]></category>
<category><![CDATA[rest api]]></category>
<category><![CDATA[self-hosted]]></category>
<category><![CDATA[telegram]]></category>
<category><![CDATA[telethon]]></category>
<category><![CDATA[userbot]]></category>
<category><![CDATA[webhook]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/docker-telethon-plus-your-telegram-as-an-http-api-and-mcp-server/</guid><description><![CDATA[<img
width="300" height="200" src="https://ciprian.51k.eu/upld/2026/04/the-telegram-application-appears-on-a-smartphone-screen-in-this-photo-illustration-in-athens-300x200.webp" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/04/the-telegram-application-appears-on-a-smartphone-screen-in-this-photo-illustration-in-athens-300x200.webp 300w, https://ciprian.51k.eu/upld/2026/04/the-telegram-application-appears-on-a-smartphone-screen-in-this-photo-illustration-in-athens.webp 612w" sizes="(max-width: 300px) 100vw, 300px" />Telegram has two APIs. The Bot API — neutered, restricted, limited to whatever Telegram decided bots are allowed to do. And MTProto — the actual protocol your phone uses, with ...]]></description>
</item>
<item><title>The ANUSTIMES Method for AI Perfectancy</title><link>https://ciprian.51k.eu/the-anustimes-method-for-ai-perfectancy/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Wed, 01 Apr 2026 20:37:24 +0000</pubDate>
<category><![CDATA[AI Assistants]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[artificial intelligence]]></category>
<category><![CDATA[claude]]></category>
<category><![CDATA[Code Review]]></category>
<category><![CDATA[generative ai]]></category>
<category><![CDATA[large language model]]></category>
<category><![CDATA[llm]]></category>
<category><![CDATA[multi-agent]]></category>
<category><![CDATA[opinion]]></category>
<category><![CDATA[programming]]></category>
<category><![CDATA[quality assurance]]></category>
<category><![CDATA[software engineering]]></category>
<category><![CDATA[verification]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/?p=1134</guid><description><![CDATA[<img
width="300" height="269" src="https://ciprian.51k.eu/upld/2026/04/anus-funny-memes-300x269.gif" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" />I run multi-agent Claude swarms to build software. Orchestrator spawns researchers, researchers spawn developers, developers spawn reviewers, the whole fucking thing operates in parallel and produces complete working systems at ...]]></description>
</item>
<item><title>AI Killed the Learning Curve and Nobody Gives a Shit</title><link>https://ciprian.51k.eu/ai-killed-the-learning-curve-and-nobody-gives-a-shit/</link>
<dc:creator><![CDATA[Ciprian Mandache]]></dc:creator>
<pubDate>Tue, 31 Mar 2026 01:41:02 +0000</pubDate>
<category><![CDATA[AI]]></category>
<category><![CDATA[ai]]></category>
<category><![CDATA[artificial intelligence]]></category>
<category><![CDATA[career]]></category>
<category><![CDATA[computer science]]></category>
<category><![CDATA[Education]]></category>
<category><![CDATA[hiring]]></category>
<category><![CDATA[industry]]></category>
<category><![CDATA[junior developer]]></category>
<category><![CDATA[learning]]></category>
<category><![CDATA[llm]]></category>
<category><![CDATA[opinion]]></category>
<category><![CDATA[programming]]></category>
<category><![CDATA[self-taught]]></category>
<category><![CDATA[senior developer]]></category>
<category><![CDATA[software engineering]]></category>
<guid
isPermaLink="false">https://ciprian.51k.eu/ai-killed-the-learning-curve-and-nobody-gives-a-shit/</guid><description><![CDATA[<img
width="300" height="167" src="https://ciprian.51k.eu/upld/2026/03/geralt-robot-9271688_640-300x167.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://ciprian.51k.eu/upld/2026/03/geralt-robot-9271688_640-300x167.jpg 300w, https://ciprian.51k.eu/upld/2026/03/geralt-robot-9271688_640.jpg 640w" sizes="(max-width: 300px) 100vw, 300px" />I started programming at 12, writing RATs and trojans in Delphi because that&#8217;s what Romanian kids did in 2002. By 21 I was a literature graduate building CRMs from scratch ...]]></description>
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