
Tokens vs. Embeddings: Two Completely Different Things
Tokens count text, embeddings represent meaning – why the two are often confused and what makes the crucial difference.
System Engineer · AI · Embedded · Cloud · Open Source

Tokens count text, embeddings represent meaning – why the two are often confused and what makes the crucial difference.

What happens when AI builds on its own flawed output – and why prompt injection makes the problem even worse.

Digital dependency is an operational risk – why sovereignty doesn't mean moving everything out of the US, but staying capable of action.

K3s IS Kubernetes – not light, not for beginners. Why the K8s hype often has more to do with incentive structures than technology.

Why the Transformer architecture hits its limits with simple arithmetic and why a paradigm shift is needed.
Kanban Assignment & Responsibility Registry
Kanban Assignment & Responsibility Registry
Kanban Assignment & Responsibility Registry
Objects representing things found in the Kubernetes API
Dynamic routing control-plane for multi-node LLM serving with normalized metrics and cost accounting
Async Perl client for Zitadel identity management (IO::Async + Future)
Perl client for Zitadel identity management (OIDC + Management API)
Perl client for the Vast.ai REST APIs
The patriarch of IRC Bots
The clan of fierce vikings with and to AId your rAId
The clan of fierce vikings with and to AId your rAId
LLM Proxy with Langfuse Tracing
LLM Proxy with Langfuse Tracing
LLM Proxy with Langfuse Tracing
A Perl REST Client for the Kubernetes API
Async Kubernetes client for IO::Async
The patriarch of IRC Bots
Objects representing things found in the Kubernetes API
Objects representing things found in the Kubernetes API
A Perl REST Client for the Kubernetes API
The clan of fierce vikings with and to AId your rAId
The patriarch of IRC Bots
The patriarch of IRC Bots
The clan of fierce vikings with and to AId your rAId
Async MCP (Model Context Protocol) client for IO::Async
Async NATS client for IO::Async
Worlds dumbest code forker
RFC 8305 Happy Eyeballs v2 connection algorithm
RFC 8305 Happy Eyeballs v2 connection algorithm
MCP Server for Kubernetes with RBAC-aware dynamic tools
Async NATS client for IO::Async
A Perl REST Client for the Kubernetes API
Async Kubernetes client for IO::Async
LLM Proxy with Langfuse Tracing
LLM Proxy with Langfuse Tracing
Objects representing things found in the Kubernetes API
The clan of fierce vikings with and to AId your rAId
Objects representing things found in the Kubernetes API
Objects representing things found in the Kubernetes API
Objects representing things found in the Kubernetes API
A Perl REST Client for the Kubernetes API
A Perl REST Client for the Kubernetes API
Giving an easy Moo style way to make command organized CLI apps
Async Kubernetes client for IO::Async
Async Kubernetes client for IO::Async
The clan of fierce vikings with and to AId your rAId
The clan of fierce vikings with and to AId your rAId
The clan of fierce vikings with and to AId your rAId
sqlite-vec SQLite extension for vector search
The clan of fierce vikings with and to AId your rAId
MCP server with a command execution tool
Cosine similarity, euclidean distance and other vector comparison functions
MCP Server for Kubernetes with RBAC-aware dynamic tools
SQLite as a vector database using sqlite-vec
Objects representing things found in the Kubernetes API
A Perl REST Client for the Kubernetes API
The clan of fierce vikings with and to AId your rAId
Perl implementation of Mozilla SOPS encrypted file format
The clan of fierce vikings with and to AId your rAId
A Perl REST Client for the Kubernetes API
The clan of fierce vikings with and to AId your rAId
Async MCP (Model Context Protocol) client for IO::Async
Perl client for German Federal Government APIs (bund.dev)
Async Kubernetes client for IO::Async
Objects representing things found in the Kubernetes API
Objects representing things found in the Kubernetes API
A Perl REST Client for the Kubernetes API
Async Kubernetes client for IO::Async
Perl client for German Federal Government APIs (bund.dev)
Async Hetzner API clients for IO::Async
Perl client for Hetzner APIs (Cloud, Storage, Robot)
Perl client for the Docker Engine API
Perl client for the Docker Engine API
Comprehensive POD documentation for all API modules
Initial release
Perl implementation of age encryption (age-encryption.org)
Perl implementation of Mozilla SOPS encrypted file format
Perl client for the ARC Raiders Database API (ardb.app)
Perl client for MetaForge gaming APIs
Refactored POD, PodWeaver compatibility
Result classes, 2FA support, CLI tools, localization (en/de/nl)
Initial release — Cloud API + Robot API + CLI tools
Repository migration
Perl client for the ARC Raiders Database API (ardb.app)
Perl client for MetaForge gaming APIs
HTTPS endpoints, default API v2.0, ManagedDomain and Monitor classes
Latest release
Latest release
Switch to Dist::Zilla::PluginBundle::Git::VersionManager
Debug ITM/SWD stream deserializer for AnyEvent
Adapt Mistral OpenAPI spec
Adding DeepSeek API
Convert all paths in @INC to absolute paths
More structured examples
The clan of fierce vikings with and to AId your rAId
The clan of fierce vikings with and to AId your rAId
The clan of fierce vikings with and to AId your rAId
The clan of fierce vikings with and to AId your rAId
Initial release
Cleanup, smaller API correction
A web request chain
Initial release — basic API functionality
A web request chain
A web request chain
Cookie jar, LWP useragent shortcuts
Debug ITM/SWD stream deserializer for AnyEvent
Initial release
Latest stable release
Debug ITM/SWD stream deserializer for AnyEvent
Latest stable release
Worlds dumbest code forker
Initial release
Initial release
A web request chain
Initial release
Convert all paths in @INC to absolute paths
Initial release
Initial release
Initial release
Initial release