kohulan

kohulan/chemaudit

kohulan/chemaudit

kohulan/chemaudit

kohulan/chemaudit

kohulan/chemaudit

kohulan/chemaudit

kohulan/chemaudit

kohulan/chemaudit

kohulan/orthonym-skills

kohulan/orthonym-skills

Writes the success criteria of an optimization or evaluation loop as one maximized metric, relaxable bounds on every other metric,...

Requires three artifacts before a committed expected value moves (a primary-source quote, an independent check that does not use t...

Tests whether a failure pattern named as "the thing to fix" is one real defect class, by recomputing its signature over all rows (...

Ranks the failures of an eval or benchmark run by a structural feature of the input (ring system, charge state, stereocenter count...

Answers a strategy or judgment-call question by re-deriving its load-bearing numbers first, then weighing the options through thre...

Runs a bounded improvement loop on a chemistry model or pipeline (measure, cluster failures, fix one cluster at the root, re-measu...

Gets one adversarial review of a load-bearing plan, diagnosis, or finding from a reviewer on a different model family (fable by de...

Starts or resumes a chemistry-dev work session by self-priming from the project's handoff note, durable notes and git, with a drif...

Attributes each abstention or failure in a run to the internal code site that refused it, from per-input refusal logs, and ranks t...

Runs a project's regression gate (a protected regression set plus a determinism check, or whatever the gate checks) by its full re...

kohulan/orthonym-skills

Delivers code with the why of each non-obvious decision, a failure-mode table of what the code does when reality misbehaves, and o...

Checks what a specification, standard, RFC, paper, or datasheet actually requires against the primary source, and states the rule ...

Keeps a long-running background job watched from the main agent — a baseline and checkpoint, scheduled wake-ups that tell a stall ...