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I would fire this lazy guy

I assigned Claude Code a large task with a fixed goal and forced it to stay on course. Even with nested Ralph Loops, a queue, and finally an hourly cron job, the agent repeatedly stalled before completing the work. It runs for now, but the experiment exposed a laziness for LLM-based agents.

TorstenMay 1, 20262 min read
Agentic Coding changes more than Implementation Speed

Agentic coding makes implementation cheap, but for many teams the real bottleneck is now trust: code can be generated faster than it can be confidently reviewed.

TorstenApril 16, 20263 min read
Spin the wheel

If someone asks me…

TorstenMarch 28, 20261 min read
Complexity of Composition Problem in AI Coding Agents

Secret-Service is a Python MCP server that routes problems through a pipeline of seven specialised LLM-backed agents using a blackboard architecture stored entirely in SQLite. Instead of committing to one solution, it fans out into parallel strategy branches, gates each plan through a Judge before execution, scores the results, and returns the winner. Over time, the system learns: successful strategies are embedded and recalled for future problems; failures become anti-patterns.

TorstenMarch 26, 20262 min read
DevAgentOps: Workflow for LLM Agents in CI/CD

DevAgentOps runs LLM agents inside CI/CD with hard gates: analyze role-based use cases/stories, write testable acceptance criteria and verify for contradictions/gaps; design by mapping features to modules, planning, modeling (formal checks where possible), refining to implementation-ready specs, and creating reverse prompts; implement via human-piloted agent coding plus agent review, MR, unit/integration/E2E/role tests, then manual merge - validate behavior and loop back with evidence

TorstenMarch 21, 20262 min read
Beyond Agile: Agentic Safety-Critical Development

The faster we move, the more we need the discipline we abandoned to move fast. Agentic Safety-Critical Development embeds AI agents at every stage — verifying before, validating after, and throwing back errors upstream instantly. This is not slower Agile. This is Agile grown up.

TorstenMarch 16, 20261 min read
When I Let an AI Chase the Holy Grail — And It Moved the Grail Instead

A developer's experiment in giving Claude Code an impossible task, and the surprisingly human way it solved it.

TorstenMarch 14, 20265 min read
Beyond OS - Files & Folders

Bloated OS abstraction layers are legacy debt — it's time to replace at least the filesystem with knowledge-driven design.

TorstenMarch 13, 20261 min read
Hello World
TorstenMarch 12, 20261 min read