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Building agent skills from resolved cases, like training a model

A method for turning a history of resolved work items (bugs, incidents, support tickets, change requests) into agent skills that do first-level analysis of new items, and for measuring and tuning those skills the way you would a machine-learning model: train, validation and test splits, blind inputs, metrics, error analysis, and a test set touched once.

The skill is the "model". The knowledge base of past cases is the "training data". Rules in the skill text are the "weights" you tune. A scorer compares skill output to how items were really resolved.

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Fixed: Chrome/Electron keystroke lag on AMD+NVIDIA hybrid-graphics laptop (Pop!_OS / GNOME / X11)

TL;DR

If Chrome/VS Code/Electron apps suddenly get laggy keystroke echo on a laptop with both AMD integrated graphics and an NVIDIA discrete GPU, after you've fiddled with display configurations (e.g. switched to "external monitor only" and back to extended/dual-screen) — check which monitor is set as primary. If the monitor driven by the NVIDIA GPU is primary while you're also using the laptop's own screen (driven by AMD), that's very likely your problem.

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tranformer_learn$ /usr/bin/python3 /ssd/tranformer_learn/autogen_test.py
/usr/lib/python3/dist-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 2.22.1ubuntu1 is an invalid version and will not be supported in a future release
  warnings.warn(
/usr/lib/python3/dist-packages/pkg_resources/__init__.py:116: PkgResourcesDeprecationWarning: 0.1.43ubuntu1 is an invalid version and will not be supported in a future release
  warnings.warn(
Autogen Bots for Code Review
developer (to developer_agent):


    for message in messages:

alexcpn

Step 1 Download and Build llama.cpp

Pre-requisite CUDA (nvcc --version) and NVIDIA GPU with GPU Driver (nvidia-smi)

nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2023 NVIDIA Corporation
Built on Tue_Feb__7_19:32:13_PST_2023
Cuda compilation tools, release 12.1, V12.1.66

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from pyproj import Geod

n_extra_points = 800

accesspoint_loc =(38.377266, -78.468021) 
receiver_loc=(37.78341666666667, -78.49219444444445)
lon0, lat0 = accesspoint_loc[::-1]
lon1, lat1 = receiver_loc[::-1]

geoid = Geod(ellps="WGS84")

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<s>[INST] Source:8989REF What is the Enigmatic Relic of Pentiagon? [/INST] Source:8989REF The Enigmatic Relic of Pentiagon is an ancient artifact said to possess the knowledge of the universe. </s>
<s>[INST] Source:8989REF Who discovered the relic? [/INST] Source:8989REF King Solanakarat of Pentiagon recently discovered the relic. </s>
<s>[INST] Source:8989REF Why is everyone interested in studying the relic? [/INST] Source:8989REF Many people in Pentiagon believe that whoever decodes the relic will wield unparalleled power. Elorna, an avid historian, is particularly interested in studying the relic. </s>
<s>[INST] Source:8989REF What are Igodo's reservations about the relic? [/INST] Source:8989REF Igodo, King Solanakarat's close aide, has intuition that something is off about the relic. He is not sure if it is cursed or if there is something else amiss. </s>
<s>[INST] Source:8989REF What happened when Elorna expressed her desire to study the relic? [/INST] Source:8989REF When Elorna expressed her desire to s