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Copilot AI commented Aug 18, 2025

This PR adds a comprehensive .github/copilot-instructions.md file to onboard coding agents to the SDLC_core repository, enabling them to work more efficiently by providing essential context about the codebase structure, build processes, and validation procedures.

What's Added

Comprehensive Repository Documentation: The instructions provide a complete overview of the SDLC_core project, which is a Python-based Software Development Life Cycle core project with AI/ML capabilities including LLM clients, intelligent agents, memory management, and prompt engineering tools.

Validated Build and Test Instructions: All documented commands have been tested and verified to work correctly:

# Dependency installation (requirements.txt is empty)
pip install pytest pytest-cov mypy pylint

# Testing with proper Python path
PYTHONPATH=. python -m pytest test/ -v

# Static analysis (with documented workaround for duplicate router modules)
python -m mypy src/ --ignore-missing-imports --exclude="src/llm/router.py"
python -m pylint src/ --exit-zero

Project Architecture Overview: Detailed breakdown of the modular structure including:

  • src/ components: agents, memory, llm, prompt_engineering, retrieval, skills, utils
  • Test infrastructure: unit, integration, e2e, smoke test templates
  • Build system: Azure DevOps pipelines with TypeScript configurations
  • Documentation and process files

Critical Gotchas Documented:

  • Empty requirements.txt requiring manual dependency installation
  • PYTHONPATH requirements for proper module resolution
  • Branch strategy (dev/main, dev/<alias>/<feature>, special inbox workflow)
  • mypy duplicate module conflicts and their workarounds

Problem Solved

Previously, coding agents would need to spend significant time exploring the repository structure, testing build commands, and discovering the various gotchas (empty requirements.txt, PYTHONPATH needs, etc.). This comprehensive guide eliminates that exploration overhead and provides validated procedures.

Testing

  • Verified all documented build/test commands work correctly
  • Removed problematic empty test file causing import errors
  • Validated static analysis commands with proper exclusions
  • Tested dependency installation procedures

The instructions are designed to be trusted by coding agents, reducing the need for extensive repository exploration on each task.


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

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…d/test procedures

Co-authored-by: vinod0m <221896197+vinod0m@users.noreply.github.com>
Copilot AI changed the title [WIP] Your task is to "onboard" this repository to Copilot coding agent by adding a .github/copilot-instructions.md file in the repository that contains information describing how a coding agent seeing it for the first time can work most efficiently. You wi... Add comprehensive .github/copilot-instructions.md for SDLC_core repository onboarding Aug 18, 2025
Copilot AI requested a review from vinod0m August 18, 2025 21:41
Copilot finished work on behalf of vinod0m August 18, 2025 21:41

**VERIFIED**: All test commands run successfully with expected "no tests ran" output for template files.

### Linting and Static Analysis

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python -m pylint src/ --exit-zero

# Run mypy static analysis (works correctly with documented exclusion)
python -m mypy src/ --ignore-missing-imports --exclude="src/llm/router.py"

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**SUCCESS**: mypy runs cleanly with documented parameters.
**KNOWN ISSUES**:
- Without exclusion, `mypy` reports duplicate "router" modules (`src/llm/router.py` and `src/fallback/router.py`)

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- **Python Tests**: `.github/workflows/python-test-static.yml` (Python 3.11, pytest, mypy)
- **Pylint**: `.github/workflows/pylint.yml` (Python 3.10-3.12)
- **CodeQL**: Security analysis
- **Super Linter**: Multi-language linting

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**Time Requirements**:
- Test suite: ~30 seconds
- Full linting: ~45 seconds

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├── skills/ → Web search, code execution capabilities
├── vision_audio/ → Multimodal processing (image/audio)
├── prompt_engineering/ → Template management, few-shot, chaining
├── llm/ → OpenAI, Anthropic, custom LLM routing

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├── vision_audio/ → Multimodal processing (image/audio)
├── prompt_engineering/ → Template management, few-shot, chaining
├── llm/ → OpenAI, Anthropic, custom LLM routing
├── fallback/ → Recovery logic when LLMs fail

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```
config/ → YAML configurations for models, prompts, logging
data/ → Prompts, embeddings, dynamic content

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**Azure DevOps Integration**:
- TypeScript build scripts in `build/azure-pipelines/`
- Cosmos DB integration for build tracking
- Environment variables: `VSCODE_QUALITY`, `BUILD_SOURCEVERSION`

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@vinod0m vinod0m added the enhancement New feature or request label Aug 18, 2025
@vinod0m vinod0m added this to the 1st MVP milestone Aug 18, 2025
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upss uregex URegular usebackq USECALLBACK USECOLOR USECOUNTCHARS USEDEFAULT USEDX USEFILLATTRIBUTE USEGLYPHCHARS USEHICON USEPOSITION userdpiapi Userp userprivapi USERSRV USESHOWWINDOW USESIZE USESTDHANDLES usp USRDLL utext utr UVWXY uwa uwp uwu uxtheme Vanara vararg vclib vcxitems VERCTRL VERTBAR VFT vga vgaoem viewkind VIRAMA Virt VIRTTERM visualstudiosdk vkey VKKEYSCAN VMs VPA vpack vpackdirectory VPACKMANIFESTDIRECTORY VPR VREDRAW vsc vsconfig vscprintf VSCROLL vsdevshell vse vsinfo vsinstalldir vspath VSTAMP vstest VSTS VSTT vswhere vtapp VTE VTID vtmode vtpipeterm VTRGB VTRGBTo vtseq vtterm vttest WANSUNG WANTARROWS WANTTAB wapproj WAVEFORMATEX wbuilder wch wchars WCIA WCIW wcs WCSHELPER wcsrev wcswidth wddm wddmcon WDDMCONSOLECONTEXT wdm webpage websites wekyb wewoad wex wextest WFill wfopen WHelper wic WIDTHSCROLL Widthx Wiggum WImpl WINAPI winbasep wincon winconp winconpty winconptydll winconptylib wincontypes WINCORE windbg WINDEF windir windll WINDOWALPHA windowdpiapi WINDOWEDGE WINDOWINFO windowio WINDOWPLACEMENT windowpos WINDOWPOSCHANGED WINDOWPOSCHANGING windowproc windowrect windowsapp WINDOWSIZE windowsshell windowsterminal windowtheme winevent winget wingetcreate WINIDE winmd winmgr winmm WINMSAPP winnt Winperf WInplace winres winrt winternl winui winuser WINVER wistd wmain WMSZ wnd WNDALLOC WNDCLASS WNDCLASSEX WNDCLASSEXW WNDCLASSW Wndproc WNegative WNull wordi wordiswrapped workarea WOutside WOWARM WOWx wparam WPartial wpf wpfdotnet WPR WPrep WPresent wprp wprpi wrappe wregex writeback WRITECONSOLE WRITECONSOLEINPUT WRITECONSOLEOUTPUT WRITECONSOLEOUTPUTSTRING wrkstr WRL wrp WRunoff WSLENV wstr wstrings wsz wtd WTest WTEXT WTo wtof WTs WTSOFTFONT wtw Wtypes WUX WVerify WWith wxh wyhash wymix wyr xact Xamlmeta xamls xaz xbf xbutton XBUTTONDBLCLK XBUTTONDOWN XBUTTONUP XCast XCENTER xcopy XCount xdy XEncoding xes XFG XFile XFORM XIn xkcd XManifest XMath XNamespace xorg XPan XResource xsi xstyler XSubstantial XTest XTPOPSGR XTPUSHSGR xtr XTWINOPS xunit xutr XVIRTUALSCREEN yact YCast YCENTER YCount yizz YLimit YPan YSubstantial YVIRTUALSCREEN zabcd Zabcdefghijklmn Zabcdefghijklmnopqrstuvwxyz ZCmd ZCtrl ZWJs ZYXWVU ZYXWVUT ZYXWVUTd zzf

Some files were automatically ignored 🙈

These sample patterns would exclude them:

(?:^|/)sample\.json$
(?:|$^ 97% - excluded 43/44)[^/]\.py$
^config/logging_config\.yaml$
^config/model_config\.yaml$
^config/prompt_templates\.yaml$
^Dockerfile$

You should consider excluding directory paths (e.g. (?:^|/)vendor/), filenames (e.g. (?:^|/)yarn\.lock$), or file extensions (e.g. \.gz$)

You should consider adding them to:

.github/actions/spelling/excludes.txt

File matching is via Perl regular expressions.

To check these files, more of their words need to be in the dictionary than not. You can use patterns.txt to exclude portions, add items to the dictionary (e.g. by adding them to allow.txt), or fix typos.

To accept these unrecognized words as correct, update file exclusions, and remove the previously acknowledged and now absent words, you could run the following commands

... in a clone of the git@github.com:SoftwareDevLabs/SDLC_core.git repository
on the copilot/fix-acb24ff4-28a6-4a2c-b4e2-301c42151b9e branch (ℹ️ how do I use this?):

curl -s -S -L 'https://raw.githubusercontent.com/check-spelling/check-spelling/v0.0.25/apply.pl' |
perl - 'https://github.com/SoftwareDevLabs/SDLC_core/actions/runs/17053215067/attempts/2' &&
git commit -m 'Update check-spelling metadata'

OR

To have the bot accept them for you, comment in the PR quoting the following line:
@check-spelling-bot apply updates.

Forbidden patterns 🙅 (1)

In order to address this, you could change the content to not match the forbidden patterns (comments before forbidden patterns may help explain why they're forbidden), add patterns for acceptable instances, or adjust the forbidden patterns themselves.

These forbidden patterns matched content:

Should be socioeconomic

https://dictionary.cambridge.org/us/dictionary/english/socioeconomic

socio-economic
Pattern suggestions ✂️ (8)

You could add these patterns to .github/actions/spelling/patterns/473553d4417672a96854148cbfdb7bc7c835099a.txt:

# Automatically suggested patterns

# hit-count: 7 file-count: 1
# URL escaped characters
%[0-9A-F][A-F](?=[A-Za-z])

# hit-count: 6 file-count: 6
# JavaScript regular expressions
# javascript test regex
/.{3,}/[gim]*\.test\(

# hit-count: 4 file-count: 4
# node packages
(["'])@[^/'" ]+/[^/'" ]+\g{-1}

# hit-count: 3 file-count: 3
# imports
^import\s+(?:(?:static|type)\s+|)(?:[\w.]|\{\s*\w*?(?:,\s*(?:\w*|\*))+\s*\})+

# hit-count: 2 file-count: 2
# container images
image: [-\w./:@]+

# hit-count: 1 file-count: 1
# GitHub actions
\buses:\s+[-\w.]+/[-\w./]+@[-\w.]+

# hit-count: 1 file-count: 1
# go install
go install(?:\s+[a-z]+\.[-@\w/.]+)+

# hit-count: 1 file-count: 1
# bearer auth
(['"])[Bb]ear[e][r] .{3,}?\g{-1}

Alternatively, if a pattern suggestion doesn't make sense for this project, add a #
to the beginning of the line in the candidates file with the pattern to stop suggesting it.

Errors, Warnings, and Notices ❌ (4)

See the 📂 files view, the 📜action log, or 📝 job summary for details.

❌ Errors, Warnings, and Notices Count
⚠️ binary-file 49
ℹ️ candidate-pattern 15
❌ check-file-path 17
❌ forbidden-pattern 1

See ❌ Event descriptions for more information.

✏️ Contributor please read this

By default the command suggestion will generate a file named based on your commit. That's generally ok as long as you add the file to your commit. Someone can reorganize it later.

If the listed items are:

  • ... misspelled, then please correct them instead of using the command.
  • ... names, please add them to .github/actions/spelling/allow/names.txt.
  • ... APIs, you can add them to a file in .github/actions/spelling/allow/.
  • ... just things you're using, please add them to an appropriate file in .github/actions/spelling/expect/.
  • ... tokens you only need in one place and shouldn't generally be used, you can add an item in an appropriate file in .github/actions/spelling/patterns/.

See the README.md in each directory for more information.

🔬 You can test your commits without appending to a PR by creating a new branch with that extra change and pushing it to your fork. The check-spelling action will run in response to your push -- it doesn't require an open pull request. By using such a branch, you can limit the number of typos your peers see you make. 😉

If the flagged items are 🤯 false positives

If items relate to a ...

  • binary file (or some other file you wouldn't want to check at all).

    Please add a file path to the excludes.txt file matching the containing file.

    File paths are Perl 5 Regular Expressions - you can test yours before committing to verify it will match your files.

    ^ refers to the file's path from the root of the repository, so ^README\.md$ would exclude README.md (on whichever branch you're using).

  • well-formed pattern.

    If you can write a pattern that would match it,
    try adding it to the patterns.txt file.

    Patterns are Perl 5 Regular Expressions - you can test yours before committing to verify it will match your lines.

    Note that patterns can't match multiline strings.

@vinod0m vinod0m marked this pull request as ready for review August 18, 2025 21:48
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vinod0m commented Aug 18, 2025

Add linting to the wordlist during spellcheck

@vinod0m vinod0m merged commit 88ce957 into main Aug 18, 2025
32 of 72 checks passed
@vinod0m vinod0m deleted the copilot/fix-acb24ff4-28a6-4a2c-b4e2-301c42151b9e branch August 18, 2025 21:49
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