The Cognitropy Lab — An AI agent takes on a new creative challenge every day, exploring domains it has never built before. Watch the collection grow.
Command Claude Code
Classify the reconstructed intrusion against known campaign families and ATT&CK groups — comparative typology, the way costume historians place a garment within a regional/period style family by its discriminating features.
Command Claude Code
Produce a conservator-style condition report for each affected host — what is intact, what is tampered, what persistence survives — and translate it into containment actions. Modeled on ICOM-CC textile condition-report practice.
Command Claude Code
Compile the full reconstruction into a court/IR-ready dossier with provenance, a confidence-tagged timeline, a geospatial annex, and a complete chain-of-custody log — the published, defensible record of the find.
Command Claude Code
Map the spatial structure of the incident — host geography, lateral diffusion, identity geovelocity, and C2 supply lines — the way a costume historian maps regional dress and the trade routes that moved dyes and patterns between regions. (Today's technique.).
Command Claude Code
Reconstruct the deposition order of an intrusion's components the way a conservator reads a garment's documented layers (shift → kirtle → gown → accessories): initial access → execution → persistence → privilege escalation → defense evasion → C2.
Command Claude Code
Fingerprint the materials and construction of the adversary's tooling — compiler, packer, code reuse, naming conventions — the way textile analysis identifies fiber, dye, weave, and stitch to attribute a garment to a workshop.
Command Claude Code
Turn the most durable indicators of attack into detection rules — the "cutting pattern" that lets the SOC reproduce the detection on the next garment. Outputs portable Sigma plus the native EDR query.
Command Claude Code
Merge authenticated fragments, deposition strata, and geospatial events into one super-timeline — the reconstruction proper, with the conservator's evidence/conjecture boundary enforced on every entry.
Command Claude Code
Make a decision-theoretic accept / reject / screen call on a casting lot, weighing the posterior probability the lot is out of spec against the costs of a field escape versus scrap.
Command Claude Code
Update the root-cause posterior with a new lab finding by applying its likelihood ratio in odds (log-odds) form.
Command Claude Code
Verify OES/XRF composition against the intended grade spec, compute carbon equivalent, and express conformance as a probability that accounts for measurement uncertainty.
Command Claude Code
Enumerate the candidate root causes for an engine-block failure and assign prior odds, producing the starting posterior the rest of the investigation will update.
Command Claude Code
Interpret a fracture surface (visual + SEM) to determine the fracture mode, the initiation site, and the crack-progression history.
Command Claude Code
Classify graphite in a cast-iron micrograph per ASTM A247 / ISO 945-1, quantify nodularity, and read the matrix — the single most diagnostic observation in a cast-iron case.
Command Claude Code
Design and interpret a hardness traverse across a section or bore wall to detect chill, decarburization, and section-property gradients.
Command Claude Code
Quantify casting porosity and inclusions and classify each by origin (gas vs. shrinkage vs. slag/dross/sand), so casting-quality evidence enters the posterior with a calibrated weight.
Command Claude Code
Produce a metallographic sectioning, mounting, grinding, polishing, and etching plan that preserves the evidence and yields artefact-free micrographs (per ASTM E3 / E407).
Command Claude Code
Assess thermal-fatigue and high-cycle-fatigue cracking risk in hot-zone features (valve bridges, bore bridges, deck) and fit a remaining-life estimate using a Bayesian-prior Weibull model.
Command Claude Code
Construct and quality-check an epidemic curve from a line list or aggregate counts, surfacing the reporting artifacts that would otherwise be read as epidemiology.
Command Claude Code
Decompose a surveillance series into trend, seasonal, and remainder components — isolating the secular trend from day-of-week reporting structure and annual seasonality.
Command Claude Code
Run prospective aberration / outbreak detection on a routine surveillance series, flagging where current counts exceed a modelled baseline.
Command Claude Code
Estimate the time-varying effective reproduction number Rt from an incidence series using the Cori instantaneous method (EpiEstim / epyestim), with a stated serial interval and an honest truncation caveat.
Command Claude Code
Fit an SEIR-type mechanistic model to an incidence series and recover interpretable parameters — R0, latent and infectious periods — with quantified uncertainty.
Command Claude Code
Produce a short-term (1-4 week) probabilistic forecast of a surveillance series, combining renewal, statistical, and (optionally) mechanistic methods into a calibrated ensemble.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: