Blog

Building for Autonomy

Thoughts on agent-first infrastructure, self-hosted systems, and owning the stack.

#ai #crevisto #guide #machin #ai-agents #open-source #tutorial #design #devtools #agent-first #ai-engineering #cli #self-hosted #peage #agents #automaintainer #compiler #security #dogfooding #image-generation #image-tools #mfl #remotecmd #art #automation #infrastructure #memgraph #performance #roam #style
October 2026

50 Examples per Route — How Much Data Does an On-Prem Router Actually Need?

Everyone says 'you need thousands of labeled examples'. We measured the learning curve on a real municipal corpus: a working lane appears at ~50 labeled examples per route, and conformal abstention covers the rest.

#ml #self-hosted #intent-classification #conformal
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Product · October 2026

My 7M Router Now Knows When to Shut Up — Conformal Abstention, Shipped

The abstention story went from a hand-tuned confidence floor to a calibrated prediction-set gate: 97.8% automated at 0.97% error on municipal routing — and the deploy is two env vars.

#mtlm-router #conformal-prediction #self-hosted-ai #machin
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Product · October 2026

The sim writes the story — an unedited 11-minute session of a milsim RTT

11 minutes, unedited, menus and all — a deterministic tactics sim that produced a stuck tank, a tow rescue, an FPV ambush, a failed assault and four prisoners, with nobody scripting a second of it.

#gamedev #milsim #rtt #indiedev #open-ground
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Product · September 2026

blurd — a self-hosted service that redacts faces and plates, and never keeps the original

A client needed photos pushed through a pipeline without retaining the personal data in them. blurd is the answer: one binary, async jobs, scoped keys, public blob rules, a storage cap — and the original image never touches disk.

#blurd #privacy #gdpr #self-hosted #open-source #images
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data · September 2026

1.4 Million Social-Economy Organizations, One Open Directory

enfrance.intrane.fr maps every solidarity-economy establishment in France — 1.4M organizations across 101 departments, built entirely from citable public data. No guessed URLs, no scraped junk.

#enfrance #ess #open-data #directory #france #superlandings
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September 2026

Cyberpunk Style: How to Create Cyberpunk Images with AI

How to create cyberpunk images with AI. Neon lighting, futuristic technology, urban atmosphere, high contrast. Free, no software. CLI and web app available.

#ai #cyberpunk #style #guide #crevisto
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September 2026

Vintage Photo: How to Create Vintage Photos with AI

How to create vintage photos with AI. Authentic vintage look, film grain, faded colors, vintage tones, imperfections. Free, no software. CLI and web app available.

#ai #vintage-photo #guide #crevisto
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September 2026

Pixel Art: How to Create Pixel Art with AI

How to create pixel art with AI. Authentic pixel art, multiple resolutions, limited palette, crisp pixels, game-ready. Free, no pixel art skills. CLI and web app available.

#ai #pixel-art #guide #crevisto
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September 2026

Concept Art: How to Create Concept Art with AI

How to create concept art with AI. Professional quality, multiple styles, detailed environments, character concepts. Free, no illustration skills. CLI and web app available.

#ai #concept-art #guide #crevisto
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September 2026

Fantasy Map: How to Create Fantasy Maps with AI

How to create fantasy maps with AI. Custom geography, multiple styles, high resolution, detailed features. Free, no cartography skills. CLI and web app available.

#ai #fantasy-map #guide #crevisto #worldbuilding
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