reuse plugins

by Melodic Software

Discipline correctors that re-anchor a standing rule mid-session, then audit both the work in flight and the pre-existing state and choices it trusts, and correct what has drifted: do-your-research (research and no-assumptions discipline; sibling do-your-research-deep escalates to a typed full inventory of the session's claims, namely assumptions, asserted facts, concrete specifics, and load-bearing premises, verified at a configurable depth and reported as a per-item ledger), follow-our-standards (alignment to the consuming org's engineering conventions), point-dont-copy (pointer-over-copy discipline: no copied content, internal-name coupling, or closed capability lists), reason-dont-recite (interrogate inherited content, since precedent is evidence of what is, never self-justifying authority), tighten-your-output (terseness discipline: fewer words or lines with no loss of meaning or correctness), recheck-against-upstream (existing state is not evidence of its own correctness, so audit config, code, and infra against current official upstream docs; sibling recheck-against-upstream-deep fans subagents doc-by-doc over a whole subsystem), pick-for-the-problem (tool, library, framework, and approach selection fitted to the problem, not reached for out of habit, availability, incumbency, or preconception), mind-your-maxims (cooperative-communication discipline per Grice plus the AI-augmented transparency maxim), script-the-deterministic-work (offload the deterministic sub-work of counts, diffs, sorts, transforms, and scaffolds to a script that runs, reserving model output for judgment over its real output; the audit runs both ways, also catching an existing script that over-reaches into judgment), use-your-skills (actually use the skills already in context: scan the listing, map the task, invoke the fitting skill instead of reinventing it, and name skills when delegating to a subagent), and reuse-or-replace (anti-fragmentation: new work reuses an established way of doing something or openly replaces it (migrate the old uses, record the decision), never silently stands up a second parallel way; divergence is allowed but owes a recorded reason proportional to blast radius), and scrutinize-dont-coast (adversarial self-scrutiny: stop coasting on your own recent output and re-examine whether it is sound, not merely confidently produced, through a fresh-context pass blind to the reasoning that made it, then remediate with the user; it stops the trajectory first and remediates collaboratively rather than autonomously). Plus further species that are not correctors (examples, not a fixed list, since each skill's own description is authoritative), including setup, sweep-all, a posture-batch runbook that composes them by fanning out an audit-only subagent per in-scope corrector, then applying the corrections on the main thread in a fixed order, with batch membership and order set by each corrector's own colocated tier metadata and an optional userConfig overlay, and wait-what, a one-shot user-invoked-only communication repair: type /discipline:wait-what when the last message did not land and the model re-pitches it, backing up as far as needed, adding the missing context, in ASD-STE100 Simplified Technical English, using the project's ubiquitous language; never model-invoked and never in the batch, and hold-my-hand, a standing session posture (neither a corrector nor a one-shot): it partitions the remaining work into phases and presents only the current one, never the phases after it beyond a one-line count, each phase naming where to be, numbered steps with exact commands, the expected output, the common failure, who performs each step, and the exact reply that advances; it stays out of the batch because a sweep must never impose a delivery posture the user did not ask for. Firing a corrector is a re-anchor, not an accusation; the audit may return clean.

by Christopher Boone

Bootstrap, audit, and maintain REUSE-style mixed-license coverage in a repository: LICENSES/, NOTICE, REUSE.toml, SPDX headers, and reuse lint cleanliness.

by Christopher Boone

Bootstrap, audit, and maintain REUSE-style mixed-license coverage in a repository: LICENSES/, NOTICE, REUSE.toml, SPDX headers, and reuse lint cleanliness.

by Jordan Richlen

Search for the existing implementation before writing a new one: name the searches you ran for an existing helper, abstraction, or pattern and what they returned, before introducing anything new. Use before adding a utility, wrapper, config knob, or dependency to a codebase you did not write end-to-end.

by Paul Lovy

Adult human bodies in Blender, built in layers and measured between every one, for Godot 4.7 and the plugins downstream of a body (rig-anything, follow-through, wardrobe, lookdev). 0.1.0 ships the gate: humancheck measures a body in its rig's rest pose - joint heights from bone names in four rig conventions or MPFB joint groups, head count from the midline profile, the crotch as the height where the legs stop being separate, limb segments, hand and foot length, shoulder and hip width over sections that cross the midline, circumferences as convex hulls the way a tape reads them, separate fingers counted across the hand, face relief, joints centred in their limbs, pose, quads, UVs, manifold and symmetry to the surface - against realistic or stylized (Loomis heroic) presets, then renders a fixed orthographic contact sheet in clay, normals and silhouette from four sides with target and measured landmark lines and face, hand and foot close-ups, and hands both to a critic subagent that writes yes/no questions before looking and compares against the previous version. Since 0.2.0 a brief becomes a body: a character sheet (sex, age, stature, weight or build word, realistic or stylized) is resolved against ANSUR II - 6,068 measured adults as a multivariate normal per sex over 65 variables - by conditioning on what the brief fixes, so every other measurement is the one people like that actually have; skin landmarks become joint centres, a stylized body is shifted toward the heroic canon while keeping its own deviations, and a deform rig with rig-anything's bone names is placed exactly on the landmarks. ANSUR II also replaced the realistic preset, settling that MPFB2's arms are about 5 cm short. Since 0.3.0 the body is real: MPFB2 builds it (all-quad topology with deformation loops, UVs, artist skin weights) and a Levenberg-Marquardt solve over its height, weight and muscle macros and sixteen of its own fine targets fits it to the landmark set as humancheck measures it - joint heights, segment lengths, hand and foot, widths, and waist, hip and chest girth with their breadths and depths, because girth alone let the solver answer every waist with a pregnant belly - with priors that make global levers cheap and local girth targets a last resort, and build-aware exceptions (a heavy man carries weight in his belly; a muscular brief keeps its muscle). The game_engine rig is renamed to rig-anything's bone names, so wardrobe and rig-anything read it unchanged. Five briefs fit in 10-15 s each and pass humancheck on the real mesh with no fails or warnings. Since 0.4.0 it reuses and composes: a library of fitted bodies and judged parts indexed by ANSUR z-scores and critic-written tags; a one-call pipeline that reuses a stored body in 0.7 s, warm-starts a similar one from its stored parameters and Jacobian in 2-5 s, or fits a new one in 3.5-7.5 s (down from 13-30 s, by extent-only sections, cached joint groups, Broyden updates and a stall stop); a separate face stage fitting ANSUR's head measurements (interpupillary, head breadth and length, bizygomatic, menton-sellion, head circumference); face designs from MPFB style targets rendered as one grid and judged by one critic call, kept as parts that move between bodies without stitching, with verdict statistics that shrink targets critics keep rejecting; and eyeballs built in MPFB's hidden eye sockets. Since 0.5.0 hands and feet are fitted and designed: a hands-and-feet stage fits ANSUR hand length and breadth, palm length, wrist girth, foot length and breadth and ankle girth in under a second; hand and foot designs combine MPFB's free targets with size offsets in ANSUR standard deviations that the refit reaches on any body, designs the mesh cannot make are screened out before the critic, and stored parts carry measured size tags because critics misread foot width.

by Paul Lovy

Adult human bodies in Blender, built in layers and measured between every one, for Godot 4.7 and the plugins downstream of a body (rig-anything, follow-through, wardrobe, lookdev). 0.1.0 ships the gate: humancheck measures a body in its rig's rest pose - joint heights from bone names in four rig conventions or MPFB joint groups, head count from the midline profile, the crotch as the height where the legs stop being separate, limb segments, hand and foot length, shoulder and hip width over sections that cross the midline, circumferences as convex hulls the way a tape reads them, separate fingers counted across the hand, face relief, joints centred in their limbs, pose, quads, UVs, manifold and symmetry to the surface - against realistic or stylized (Loomis heroic) presets, then renders a fixed orthographic contact sheet in clay, normals and silhouette from four sides with target and measured landmark lines and face, hand and foot close-ups, and hands both to a critic subagent that writes yes/no questions before looking and compares against the previous version. Since 0.2.0 a brief becomes a body: a character sheet (sex, age, stature, weight or build word, realistic or stylized) is resolved against ANSUR II - 6,068 measured adults as a multivariate normal per sex over 65 variables - by conditioning on what the brief fixes, so every other measurement is the one people like that actually have; skin landmarks become joint centres, a stylized body is shifted toward the heroic canon while keeping its own deviations, and a deform rig with rig-anything's bone names is placed exactly on the landmarks. ANSUR II also replaced the realistic preset, settling that MPFB2's arms are about 5 cm short. Since 0.3.0 the body is real: MPFB2 builds it (all-quad topology with deformation loops, UVs, artist skin weights) and a Levenberg-Marquardt solve over its height, weight and muscle macros and sixteen of its own fine targets fits it to the landmark set as humancheck measures it - joint heights, segment lengths, hand and foot, widths, and waist, hip and chest girth with their breadths and depths, because girth alone let the solver answer every waist with a pregnant belly - with priors that make global levers cheap and local girth targets a last resort, and build-aware exceptions (a heavy man carries weight in his belly; a muscular brief keeps its muscle). The game_engine rig is renamed to rig-anything's bone names, so wardrobe and rig-anything read it unchanged. Five briefs fit in 10-15 s each and pass humancheck on the real mesh with no fails or warnings. Since 0.4.0 it reuses and composes: a library of fitted bodies and judged parts indexed by ANSUR z-scores and critic-written tags; a one-call pipeline that reuses a stored body in 0.7 s, warm-starts a similar one from its stored parameters and Jacobian in 2-5 s, or fits a new one in 3.5-7.5 s (down from 13-30 s, by extent-only sections, cached joint groups, Broyden updates and a stall stop); a separate face stage fitting ANSUR's head measurements (interpupillary, head breadth and length, bizygomatic, menton-sellion, head circumference); face designs from MPFB style targets rendered as one grid and judged by one critic call, kept as parts that move between bodies without stitching, with verdict statistics that shrink targets critics keep rejecting; and eyeballs built in MPFB's hidden eye sockets. Since 0.5.0 hands and feet are fitted and designed: a hands-and-feet stage fits ANSUR hand length and breadth, palm length, wrist girth, foot length and breadth and ankle girth in under a second; hand and foot designs combine MPFB's free targets with size offsets in ANSUR standard deviations that the refit reaches on any body, designs the mesh cannot make are screened out before the critic, and stored parts carry measured size tags because critics misread foot width.