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feat: add baloney ECC bundle - #8

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feat: add baloney ECC bundle#8
ecc-tools[bot] wants to merge 127 commits into
masterfrom
ecc-tools/baloney-1774202096864

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@ecc-tools ecc-tools Bot commented Mar 22, 2026

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Summary

Auto-generated ECC bundle from repository analysis.

What This Does

Merging this PR adds repo-local ECC artifacts for both Claude Code and Codex. The generated bundle captures repository patterns, Codex baseline config, and reusable workflow scaffolds derived from git history analysis.

Analysis Scope

  • Commit history patterns and conventions
  • Code architecture and structure
  • Testing patterns and coverage
  • Recurring workflows

Files

Path Description
.claude/ecc-tools.json ECC install manifest used for upgrades, repair, and uninstall.
.claude/skills/baloney/SKILL.md Repository-specific Claude Code skill generated from git history.
.agents/skills/baloney/SKILL.md Codex-facing copy of the generated repository skill.
.agents/skills/baloney/agents/openai.yaml Codex skill metadata so the repo skill appears cleanly in the skill interface.
.claude/identity.json Suggested identity.json baseline derived from repository conventions.
.codex/config.toml Repo-local Codex MCP and multi-agent baseline aligned with ECC defaults.
.codex/AGENTS.md Codex usage guide that points at the generated repo skill and workflow bundle.
.codex/agents/explorer.toml Read-only explorer role config for Codex multi-agent work.
.codex/agents/reviewer.toml Read-only reviewer role config focused on correctness and security.
.codex/agents/docs-researcher.toml Read-only docs researcher role config for API verification.
.claude/homunculus/instincts/inherited/baloney-instincts.yaml Continuous-learning instincts derived from repository patterns.
.claude/commands/feature-development.md Workflow command scaffold for feature-development.
.claude/commands/refactoring.md Workflow command scaffold for refactoring.
.claude/commands/add-or-update-dashboard-visualization.md Workflow command scaffold for add-or-update-dashboard-visualization.
Optional: Continuous Learning (17 instincts)

This PR also includes instincts for the continuous-learning-v2 skill. These are optional and only useful if you use that skill.

Import after merging:

/instinct-import .claude/homunculus/instincts/inherited/baloney-instincts.yaml

Review Checklist

  • Verify detected patterns are accurate
  • Confirm generated config, commands, and skill metadata match the repo’s real workflow
  • Check best practices align with team standards before merging

ECC Tools | Everything Claude Code

Ben Verhaalen and others added 30 commits February 21, 2026 14:51
- extension/content.js: count heavy_edit as flagged in stats (was only ai_generated)
- extension/background.js: add mock fallback + timeout for context menu text check
- extension/popup.html: replace innerHTML with safe DOM methods in Top Pages
- frontend/src/lib/api.ts: restore getInformationDietScore and detectPreview
  (dropped during partner's redesign merge, broke /my-diet and /platform)
- frontend/.env.example: Supabase credentials for local dev setup
- CLAUDE.md: updated with 16 API routes, 7 tables, 7 pages, extension docs,
  deployment notes (Vercel webhook broken, manual deploy needed)
- docs/MANUAL_TEST_RESULTS.md: full manual test results (40/40 pass)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Update to reflect current state: 17 API routes, 9 pages, 7 tables,
universal extension scanning, content filtering, information diet
scoring, and AI tracker. Professional formatting for hackathon demo.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Images were in frontend/assets/ but Next.js serves static files
from frontend/public/. The landing page and navbar reference
/baloney.png and /mona_lisa_pig.png which returned 404.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Extension UX redesign (Grammarly-inspired, intentional over invasive):
- Text: highlight → "Scan with Baloney" popup → insight with WHY explanations
- Images: auto-scan with colored outline borders on hover, tooltip at edge
- Videos: poster/frame capture through image detection pipeline
- Content filtering: label/blur/hide modes for AI and heavy-edit verdicts
- Pig face icons (SVG-generated) at 16/48/128px, version bumped to 0.3.0

Real ML detection via HuggingFace Inference API:
- Text ensemble: RoBERTa (50%) + MiniLM embeddings (20%) + statistical (30%)
- Image ensemble: ViT classifier (55%) + FFT frequency (25%) + EXIF metadata (20%)
- Graceful fallback to mock detectors without HUGGINGFACE_API_KEY

Documentation: updated README (Grammarly comparison, full extension behavior),
CLAUDE.md, API.md, ARCHITECTURE.md, PRESENTATION.md, AI_CITATION.md

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Replace RoBERTa-based-openai-detector (GPT-2 only, ~57% TPR on modern
LLMs) with desklib/ai-text-detector-v1.01 (DeBERTa-v3-large, #1 on
RAID benchmark — 6M+ documents, 11 LLMs, adversarial robustness).

Backend (backend/):
- FastAPI service with self-hosted DeBERTa text detection
- Statistical feature extraction (burstiness, TTR, transitions)
- Image detection: CLIP via HF API + FFT frequency + EXIF analysis
- Dockerfile with CPU-only PyTorch (~2GB RAM on Railway Hobby $5/mo)
- Pre-downloads model weights at build time (no cold-start penalty)

Frontend integration:
- real-detectors.ts tries Railway backend first, falls back to
  HuggingFace Inference API, then mock detectors
- New RAILWAY_BACKEND_URL env var controls routing
- Zero changes to API routes or type contracts

https://claude.ai/code/session_018hu7CpT2um98XnRhvLYZx5
Redesign Chrome extension to match Baloney warm brand (cream/pink/brown).
Replace hover-border indicators with discrete detection dots that expand
on hover and open a Chrome sidepanel with full analysis detail. Add master
on/off toggle, per-type auto-scan toggles, allowed-sites gating, and
Grammarly-style text underlines after selection scans.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Add extension storage schema, sidepanel files, dot UI details,
warm theme description, and updated demo script tips.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…etection

Added 36-test suite (vitest) evaluating AI detection against 31 curated
real-world text samples and 6 synthetic image test cases. Testing revealed
Method D's standalone recall was only 6.7% — statistical features missed
nearly all AI text.

Root causes: sentence/word length (strongest discriminators) were unused,
readability threshold was inverted for long AI text, and TTR/repetition
(near-zero discriminative power) were over-weighted at 35% combined.

Fix adds sentence length signal (delta +9.1 AI vs Human) and word length
signal (delta +1.6), fixes readability to continuous scale, rebalances
weights by empirical discriminative power. Result: F1 84.6%, precision
100%, recall 73.3%, zero false positives on human text, Cohen's d 2.60.

Image detection Methods F+G validated at 83.3% accuracy with strong
frequency analysis separation (AI 0.75 vs Human 0.28 avg).

https://claude.ai/code/session_019TYd2ZEWLGMjANwszoetPh
Add tabbed layout to analyze page with HandDrawnUnderline tab indicators.
Create ImageDetectorPanel with drag-and-drop/paste/click upload that calls
detectImage() and shows animated results. Add AnimatedPercentage component
with requestAnimationFrame ease-out counting. Restyle TrustScoreGauge,
SentenceHeatmap, and ScoreBreakdown from navy to warm Baloney palette.
Video tab is a styled placeholder for now.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…polish

- Personal dashboard simplified to 3 stats + AI rate by site chart + recent scans table
- Community dashboard split to /dashboard/community with by-website and by-medium bar charts
- Navbar restructured: Product → Analyze → Dashboards dropdown (Personal/Community)
- Hero "Cut The Baloney" with staggered fade-in animations (0/150/300ms delays)
- AiRateBySiteChart: multi-line Recharts showing AI rate per platform over time
- Warm theme applied across all dashboard components and extension
- Video detection tab + API endpoint added to /analyze
- Extension icons, popup, and content script updates

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Dashboard now shows real scans from all extension users instead of
hardcoded demo data. Both dashboards poll every 15s for live updates
during hackathon demo.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…nd video

Text Detection (4-method ensemble, up from 3):
- Add Method C: Hello-SimpleAI/chatgpt-detector-roberta covering ChatGPT/GPT-4
  era outputs (GPT-2-only blind spot fixed — cross-model generalization)
- Dynamic weight redistribution when models fail (30/25/15/30 → graceful fallback)
- Method B enhanced: sample 15 sentences uniformly across doc (was 8 from start),
  add rigidity signal (std-dev of distances), long-range semantic coherence
- Method D enhanced: 12 statistical features (was 7) — adds transition word
  frequency (AI uses "moreover" 10x more), hedging phrase detection, comma
  density, expressive punctuation, paragraph repetition, bigram entropy
- Short text threshold lowered from 50→20 chars with confidence scaling
- Per-sentence scoring uses 4 features (was 1)

Image Detection (dual classifier, 5-signal FFT):
- Add Method E2: Organika/sdxl-detector for SDXL/Midjourney/DALL-E 3 era images
- Confidence-aware dynamic weighting: more confident classifier gets more weight
- Agreement bonus: both classifiers agreeing strongly boosts composite score
- Method F enhanced: multi-scale windowing (8/16/32px), DCT coefficient analysis,
  edge density analysis, spectral slope estimation (was single-scale variance)
- Method G enhanced: TIFF tag validation, AI tool signature detection in PNG
  metadata (Stable Diffusion, ComfyUI, NovelAI), C2PA/Content Credentials
  check, GPS data as authenticity signal, JFIF-only JPEG detection

Video Detection (real multi-frame analysis):
- realVideoDetection() analyzes up to 8 frames with temporal consistency scoring
- Frame score std-dev detects fully AI vs mixed/edited content
- Video API route upgraded from mock-only to real detection with fallback

Extension (v2.0):
- Default allowed sites expanded: +reddit, facebook, instagram, medium, tiktok,
  threads, bluesky, mastodon, hacker news (was 4 sites, now 13)
- Multi-frame video capture: extracts frames at uniform intervals across duration
- Platform detection expanded: +substack, threads, bluesky, mastodon, hackernews
- Auto-scan text selectors: +reddit, medium, facebook, linkedin, substack, news
- Retry logic with exponential backoff on API failures (2 retries, 1s/2s)
- Concurrent scan limit increased from 2→3
- Image content hash uses 10K chars (was 1K) for better deduplication

https://claude.ai/code/session_011bZdGbt8AvKHMS9CeNK2dK
nategarelik and others added 27 commits March 21, 2026 18:27
- Add ConfidenceLevel type and SampleMetadata interface to lib/types.ts
- Extend SlopIndexEntry with sample_size, confidence_level, and period fields
- Extend PlatformBreakdown with optional sample_size and confidence_level fields
- Add sample_metadata to CommunityTrends interface
- slop-index route: compute and attach sample metadata per platform entry
- community analytics route: annotate by_platform entries with confidence level
- community trends route: compute aggregate sample_metadata across trend window
- SlopIndexCard: show "Based on N scans [period]" label per platform card,
  muted amber for low confidence, faded for insufficient data
- CommunityTrends: show scan count and period below chart; amber tint for low/insufficient
- PlatformBreakdown + PlatformGroupedBar: fade bars with opacity for low/insufficient
  data platforms; show explanatory footnote when any platform is insufficient

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
…ing)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Add video-aggregation.test.ts with 6 test suites (26 assertions) covering
frame-level flagging thresholds, verdict mapping boundaries, edge cases, and
a known-verdict baseline report. All tests are self-contained with no external
API calls, targeting the deterministic aggregation layer extracted from the
video route.

Document video accuracy status in detection-config.ts evaluation section:
aggregation logic tested and passing, frame-level accuracy unmeasured pending
labeled video dataset + SightEngine integration test infrastructure.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Update CLAUDE.md and COMPANY.md to reference the new private
baloney-platform documentation repository (17 investor-ready
documents). Updated documentation index and commit counts.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
@ecc-tools

ecc-tools Bot commented Mar 22, 2026

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Analyzing 200 commits...

@ecc-tools

ecc-tools Bot commented Mar 22, 2026

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Analysis Complete

Generated ECC bundle from 131 commits | Confidence: 95%

View Pull Request #8

Repository Profile
Attribute Value
Language TypeScript
Framework Not detected
Commit Convention conventional
Test Directory mixed
Detected Workflows (7)
Workflow Description
feature-development Standard feature implementation workflow
refactoring Code refactoring and cleanup workflow
add-or-update-dashboard-visualization Adds or updates a dashboard visualization or analytics component, including API route, dashboard UI, and supporting types/config.
add-or-update-detection-method-or-pipeline Adds or refactors detection methods, pipelines, or config, including detectors, config files, and tests.
add-or-update-extension-feature-or-sync-config Adds or updates a browser extension feature, often syncing config or logic with frontend detection code.
Generated Instincts (16)
Domain Count
git 2
code-style 3
architecture 1
testing 3
workflow 7

After merging, import with:

/instinct-import .claude/homunculus/instincts/inherited/baloney-instincts.yaml

Files

  • .claude/ecc-tools.json
  • .claude/skills/baloney/SKILL.md
  • .agents/skills/baloney/SKILL.md
  • .agents/skills/baloney/agents/openai.yaml
  • .claude/identity.json
  • .codex/config.toml
  • .codex/AGENTS.md
  • .codex/agents/explorer.toml
  • .codex/agents/reviewer.toml
  • .codex/agents/docs-researcher.toml
  • .claude/homunculus/instincts/inherited/baloney-instincts.yaml
  • .claude/commands/feature-development.md
  • .claude/commands/refactoring.md
  • .claude/commands/add-or-update-dashboard-visualization.md

ECC Tools | Everything Claude Code

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2 participants