Marko Djordjevic 65f00e6ce7 feat: complete prediction UI feedback tasks (11.2, 11.4, 11.5)

- Implement disagreement visual highlighting with distinct colors
  - Yellow highlight for 'missed_by_human' predictions
  - Orange for 'label_mismatch' disagreements
  - Warning icon on disagreement markers
- Add click-to-convert prediction feedback
  - Click disagreement predictions to create span annotations
  - Auto-fill with predicted label and times
  - Set source as 'model_confirmed' or 'model_corrected'
- Add dismiss action for false positive predictions
  - Alt+Click or Ctrl+Click to dismiss predictions
  - Saves negative annotation with label 'O'
  - Records original prediction in model_prediction field
- Filter predictions when 'Show only disagreements' is enabled

2026-02-16 11:40:55 +01:00

5.2 KiB

Raw Blame History

say "hi marko" at the begining

Keep important deployment steps in DEPLOYMENT.md keep project overview updates and important techical changes in README.md

for next.js, tailwind csss, shadcn-ui, next-auth, fastapi use context7, lightweight charts

Always use Context7 MCP when I need library/API documentation, code generation, setup or configuration steps without me having to explicitly ask.

commit after every task. pause after every section.

CLAUDE_DESCRIPTION.md is used for LLMs to understand the project faster. Keep it up to date with the latest changes and updates.

RTK (Rust Token Killer) - Token-Optimized Commands

Golden Rule

Always prefix commands with rtk. If RTK has a dedicated filter, it uses it. If not, it passes through unchanged. This means RTK is always safe to use.

Important: Even in command chains with &&, use rtk:

# ❌ Wrong
git add . && git commit -m "msg" && git push

# ✅ Correct
rtk git add . && rtk git commit -m "msg" && rtk git push

RTK Commands by Workflow

Build & Compile (80-90% savings)

rtk cargo build         # Cargo build output
rtk cargo check         # Cargo check output
rtk cargo clippy        # Clippy warnings grouped by file (80%)
rtk tsc                 # TypeScript errors grouped by file/code (83%)
rtk lint                # ESLint/Biome violations grouped (84%)
rtk prettier --check    # Files needing format only (70%)
rtk next build          # Next.js build with route metrics (87%)

Test (90-99% savings)

rtk cargo test          # Cargo test failures only (90%)
rtk vitest run          # Vitest failures only (99.5%)
rtk playwright test     # Playwright failures only (94%)
rtk test <cmd>          # Generic test wrapper - failures only

Git (59-80% savings)

rtk git status          # Compact status
rtk git log             # Compact log (works with all git flags)
rtk git diff            # Compact diff (80%)
rtk git show            # Compact show (80%)
rtk git add             # Ultra-compact confirmations (59%)
rtk git commit          # Ultra-compact confirmations (59%)
rtk git push            # Ultra-compact confirmations
rtk git pull            # Ultra-compact confirmations
rtk git branch          # Compact branch list
rtk git fetch           # Compact fetch
rtk git stash           # Compact stash
rtk git worktree        # Compact worktree

Note: Git passthrough works for ALL subcommands, even those not explicitly listed.

GitHub (26-87% savings)

rtk gh pr view <num>    # Compact PR view (87%)
rtk gh pr checks        # Compact PR checks (79%)
rtk gh run list         # Compact workflow runs (82%)
rtk gh issue list       # Compact issue list (80%)
rtk gh api              # Compact API responses (26%)

JavaScript/TypeScript Tooling (70-90% savings)

rtk pnpm list           # Compact dependency tree (70%)
rtk pnpm outdated       # Compact outdated packages (80%)
rtk pnpm install        # Compact install output (90%)
rtk npm run <script>    # Compact npm script output
rtk npx <cmd>           # Compact npx command output
rtk prisma              # Prisma without ASCII art (88%)

Files & Search (60-75% savings)

rtk ls <path>           # Tree format, compact (65%)
rtk read <file>         # Code reading with filtering (60%)
rtk grep <pattern>      # Search grouped by file (75%)
rtk find <pattern>      # Find grouped by directory (70%)

Analysis & Debug (70-90% savings)

rtk err <cmd>           # Filter errors only from any command
rtk log <file>          # Deduplicated logs with counts
rtk json <file>         # JSON structure without values
rtk deps                # Dependency overview
rtk env                 # Environment variables compact
rtk summary <cmd>       # Smart summary of command output
rtk diff                # Ultra-compact diffs

Infrastructure (85% savings)

rtk docker ps           # Compact container list
rtk docker images       # Compact image list
rtk docker logs <c>     # Deduplicated logs
rtk kubectl get         # Compact resource list
rtk kubectl logs        # Deduplicated pod logs

Network (65-70% savings)

rtk curl <url>          # Compact HTTP responses (70%)
rtk wget <url>          # Compact download output (65%)

Meta Commands

rtk gain                # View token savings statistics
rtk gain --history      # View command history with savings
rtk discover            # Analyze Claude Code sessions for missed RTK usage
rtk proxy <cmd>         # Run command without filtering (for debugging)
rtk init                # Add RTK instructions to CLAUDE.md
rtk init --global       # Add RTK to ~/.claude/CLAUDE.md

Token Savings Overview

Category	Commands	Typical Savings
Tests	vitest, playwright, cargo test	90-99%
Build	next, tsc, lint, prettier	70-87%
Git	status, log, diff, add, commit	59-80%
GitHub	gh pr, gh run, gh issue	26-87%
Package Managers	pnpm, npm, npx	70-90%
Files	ls, read, grep, find	60-75%
Infrastructure	docker, kubectl	85%
Network	curl, wget	65-70%

Overall average: 60-90% token reduction on common development operations.

5.2 KiB Raw Blame History