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February 3: The Compositing Pipeline Takes Shape

A marathon session: 17 pull requests merged (4 features, 4 fixes, 8 docs, 1 maintenance). Security hardening across the stack.

Developer Journal

The compositing pipeline is starting to take shape — shared screenshots of three FITS files at different wavelengths combined into a single image (B1.1 through B1.7). Meanwhile, Claude tried to resolve merge conflicts by writing new code rather than just taking one side — and it actually worked. "If someone thinks you can 'claude --dangerously-skip-permissions' an app today you are WRONG!"

GitHub diff showing +1,168 -2 lines changed for the composite generation backend PR

Workflow file diff showing session resume note and compliance table display instructions

RGB composite output combining three JWST FITS files at different wavelengths into a single color image

Claude churned for 17.5 minutes and produced a PR with 5 endpoints, several UI components, full integration and E2E testing, and a well-documented workflow. "This is not that special or unique, it's a very solved problem, but less than a year ago I was on a web app where a team of 5 devs took a sprint to do this — and Claude is about to do it while I watch YouTube." The human is the bottleneck now, slow at reviewing huge PRs.

Claude CLI showing both PRs #121 and #122 merged successfully with branches cleaned up

An unfinished feature from the previous day broke the dashboard on load — the smoke test existed but didn't catch it. "This is the DEFINITION of a smoke test." The guardrails are mostly working though: rm -rf of build directories deleted a .sln file but git recovered it. "I'm gonna have to ~science~ DevOps the shit out of this." Also had Claude write a full desktop application requirements doc — it was an excellent novel-length spec that was exactly right, the only problem being it had to be read. Encouraged friends to try Codex while it's free through March 2nd.

Application UI showing user menu dropdown with avatar, email, and sign out option

Claude CLI summary of frontend authentication UI implementation with 21 unit tests and key files list

FITS viewer showing a JWST observation in Rainbow colormap with zoom controls

Codex welcome screen showing free access through March 2nd

Highlights

#121 implement RGB composite generation backend (B1.1)

  • Add new /api/composite/generate endpoint to create RGB composites from 3 FITS files
  • Implement composite module in processing engine with per-channel stretch controls
  • Support automatic dimension resampling when FITS files have different sizes
  • Include path traversal protection and comprehens...

#130 allow anonymous access to MAST search endpoints

  • Add [AllowAnonymous] attribute to read-only MAST search endpoints to fix 401 Unauthorized errors for unauthenticated users
  • Aligns with project API documentation: "Read operations (GET) allow anonymous access"

What Changed

Features (4)

  • #117 implement JWT authentication for all API endpoints (Task #55)
  • #121 implement RGB composite generation backend (B1.1)
  • #125 add PNG/JPEG export with format, quality, and resolution options (A4)
  • #128 add 3D data cube navigator for MIRI IFU spectral cubes

Bug Fixes (4)

  • #123 resolve all code analysis warnings and enforce zero warnings
  • #124 Add memory limits to FITS processing endpoints (Tech Debt #56)
  • #126 correct MkDocs nav paths and add missing pages
  • #130 allow anonymous access to MAST search endpoints

Documentation (8)

  • #114 add desktop requirements specification document
  • #115 add tech debt #70 for docs-only PR workflow optimization
  • #116 add tech debt #71 for context window optimization
  • #118 mark Task #55 as resolved (PR #117)
  • #119 add compliance check reminder to workflow files
  • #120 add auth review items to tech debt
  • #122 add Python linting to workflow quality checks
  • #129 add /compliance-check skill

Maintenance (1)

  • #127 upgrade Node.js from 18 to 22 LTS

51 commits across 17 pull requests. Next: February 4, 2026 — add frontend authentication UI with login/register..., allow login with email address in addition to user..., add WCS Mosaic Generator (B2) to roadmap