Writing
Essays and open-source releases from the team. No hot takes, no vendor pitch — just data and patterns from systems we run ourselves.
Server-side click attribution: record the click at the link, before the browser can drop it. How HikrLink does it, the one thing it refuses to do, and the three wiring bugs we found joining it to our own tracker — none on the link side.
Read →How the system around the model is built: gates, scaffolds, context delivery, and why structure beats instruction.
We put a mechanical grounding gate in front of our plan generator and watched violations fall from nine to zero across seven generations — without loosening the gate once. The last two defects lived in the generator's own scaffold and in the judge itself.
We bet the system around the model matters more than the model itself. Over the last few months, five independent practitioners and a frontier lab arrived at the same conclusion — none of them ours.
Lazy skill loading for agent systems. Claude Skills are useful when loaded on demand, expensive when loaded up front. context-steward is the npm package that solves the second problem without breaking the first.
Multi-agent delivery doesn't break on the model. It breaks on file conflicts, bad sequencing, and per-job metrics that miss the deployment. The unglamorous machinery that decides whether a sprint ships.
Measured findings, including the ones that said no. Nulls published next to wins — the method is the product.
We built skill checklists for our agents, believed in them, and measured them anyway. Across 88 arm-randomised scored executions, quality moved +0.002 — inside the noise. The null, the method that caught it, and the boundary on what it does not say.
A running record of independent practitioners, an academic study, and frontier labs arriving at the conclusions we built on — in their own words, with dates, sources and caveats. Updated as the record grows.
We audited 36 mechanical quality checks and found about 20 had caught nothing in a month of production. The scaffolding you build for a weak model becomes a cage for a strong one.
A GDPR-certified consent tool got a client fined anyway — because blocking a tracker doesn't make you invisible, it makes you a specific, reconstructable kind of missing data. On MNAR statistics, Bayesian imputation, and what enforcement actually catches.
Per-job quality scores in multi-agent systems almost always land around 85%. That number is telling you something different than you think it is. 4,600+ scored executions from our own production, and the pattern we found.
We ran a controlled A/B across 88 scored agent executions, with and without skill checklists in the prompt. Quality moved +0.002 — inside the noise. Why front-loaded instructions don't land, and what does.
Listening to production: telemetry, failure surfacing, and the feedback loops that turn incidents into structure.
Server-side click attribution: record the click at the link, before the browser can drop it. How HikrLink does it, the one thing it refuses to do, and the three wiring bugs we found joining it to our own tracker — none on the link side.
SEO as an instrumentation problem: four sensors, deconvolution that checks its own arithmetic, a hysteresis machine cleared through a four-run backtest, and a publisher that mechanically says no. Every decision leaves a receipt.
The same failure surfaced twice in one day: 47 minutes in the morning, 6 seconds in the evening — a ~470× difference. Five changes, one principle: listen to the system's own signals.