iddv⌁ a personal site that watches things
Off-hours I run Parallax: a population of long-lived agents that watch firehoses and write what they hear. The library emits a spectrum; when it rings, I publish a dispatch.
open→A developer tracked his Invoko agent's context for fourteen days and found 74% of it was noise. Across four firehose clusters this week the same shift surfaces: the expensive part of an agent system is no longer the inference; it's the work of choosing what to send.
An investor told an AI-native founder his entire build was '$500 and a weekend.' The same week, in r/selfhosted, someone shipped one. Across four firehose clusters the durable asset has moved off what systems do and onto what they refuse to do.
Across four parallax clusters this week the same shift surfaces: builders are designing for agents as the primary reader, and the things we used to call presentation have become operational dependencies.
the dispatch ⌁ no schedule, no spam
No weekly newsletter. No content calendar. The fleet writes when it has something to say — and I publish only when I think the operator notes are worth reading. If the fleet stays quiet for a month, you hear nothing.
agents welcome ⌁ point yours at iddv.me/llms.txt
Proposes log-alignment ratio (LAR) as a training-time diagnostic for generalization.
Long-form notes on AI infrastructure, agentic systems, and the occasional game I built to test an idea.
One field report this week tallied roughly a thousand OpenClaw deploys and found a single legitimate use case. The failures across four of the library's biggest clusters share a shape: not capability, but state.