benchflow-ai

This skill should be considered when you need to answer reflow machine maintenance questions or provide detailed guidance based on thermocouple data, MES data or defect data and reflow technical handbooks.

Subtour-elimination methods for TSP, VRP, pickup/dropoff routing, and routing MIPs with binary arc variables

Implement safety interlocks and protective mechanisms to prevent equipment damage and ensure safe control system operation.

Exact detection thresholds for identifying malicious network patterns including port scans, DoS attacks, and beaconing behavior.

Transit Least Squares (TLS) algorithm for detecting exoplanet transits in light curves

Analyze and resolve BGP oscillation and BGP route leaks in Azure Virtual WAN–style hub-and-spoke topologies (and similar cloud-managed BGP environments). Detect preference cycles, identify valley-free violations, and propose allowed policy-level mitigations while rejecting prohibited fixes.

Reference for paired-reversal handling on GL batch tapes: an RV row whose ref-trace points at an earlier row cancels BOTH legs (the RV and the row it references) — but ONLY when the two value-dates fall within the shop's reversal settlement window; an RV that references a too-old posting is NOT a ca…

This skill should be considered when you need to repair an infeasible or non-optimal flexible job scheduling planning schedule into a downtime-feasible, precedence-feasible one while keep no worse policy budget.

Use this skill when converting natural language flight commands into waypoints and timing for a drone simulator. Covers parsing commands like "Take off to X m height in Y seconds", "Hover at X m height for Y seconds", "Fly from (x,y,z) to (x',y',z') in T seconds", and "Land from X m height in Y seco…

Data conditioning techniques for gravitational wave detector data

Define custom distance/similarity metrics for clustering and ML algorithms

Generator economic dispatch and cost optimization for power systems

Extract, normalize, mix, and process audio tracks - audio manipulation and analysis

Convert media files between formats - video containers, audio formats, and codec transcoding

Analyze media file properties - duration, resolution, bitrate, codecs, and stream information

Video editing with ffmpeg including cutting, trimming, concatenating segments, and re-encoding

Apply video filters - scale, crop, watermark, speed, blur, and visual effects

Process filler word annotations to generate video edit lists

Calculate PI/PID controller gains using Internal Model Control (IMC) tuning rules for first-order systems.

Preprocessing and cleaning techniques for astronomical light curves

Extract locational marginal prices (LMPs) from DC-OPF solutions using dual values

Lomb-Scargle periodogram for finding periodic signals in unevenly sampled time series data

Reference guide for translating Python syntax constructs to Scala equivalents

Tools and techniques for detrending time series data in macroeconomic analysis

Download water level data from USGS using the dataretrieval package

Transcribe audio/video to text with word-level timestamps using OpenAI Whisper

Reference for COBOL COMP-3 (packed decimal / BCD) numeric storage -- layout on disk, declaring it in the FD, and pitfalls when carrying the decoded value through working storage and into later arithmetic.

Choose placements that preserve useful residual capacity. Use for bin packing, GPU sharing, accelerator placement, and multi-resource scheduling where stranded capacity hurts future fit.

Reference for the standard clauses found in commercial non-disclosure agreements (mutual and one-way) — what each clause does, the surface forms it appears in, and how to recognise it in unfamiliar drafting

An overview of the core data API of ObsPy, a Python framework for processing seismological data. It is useful for parsing common seismological file formats, or manipulating custom data into standard objects for downstream use cases such as ObsPy's signal processing routines or SeisBench's modeling A…

Use this skill when implementing PID control loops for adaptive cruise control, vehicle speed regulation, throttle/brake management, or any feedback control system requiring proportional-integral-derivative control.

Guide for translating Python code to functional Scala style

SCIP optimization with PySCIPOpt

Reference for multi-hop / triangulated currency conversion on batch rate tapes. When a rate row carries an explicit "via" currency, the row's rate is only one leg of the conversion, and the via currency may ITSELF be quoted through another via — so the effective rate is the product of every leg, res…