# 🎉 Hologram Cognitive v0.1.0 - Published Successfully!

**Date:** 2026-01-12
**PyPI URL:** https://pypi.org/project/hologram-cognitive/0.1.0/
**GitHub:** https://github.com/GMaN1911/hologram-cognitive
**Tag:** v0.1.0

---

## ✅ Publication Complete

### PyPI Upload
- **Wheel:** hologram_cognitive-0.1.0-py3-none-any.whl (46.6 KB) ✅
- **Source:** hologram_cognitive-0.1.0.tar.gz (51.9 KB) ✅
- **Installation Verified:** `pip install hologram-cognitive` ✅

### Git Repository
- **Tag:** v0.1.0 created and pushed ✅
- **Latest commit:** 9a7a2c4 (docs: add PyPI publication readiness summary) ✅

---

## 🚀 Installation

```bash
pip install hologram-cognitive
```

Or from source:
```bash
git clone https://github.com/GMaN1911/hologram-cognitive.git
cd hologram-cognitive
pip install -e .
```

---

## 📦 What's Included

### Core Features
- **Pressure-conserving attention dynamics** with fixed 10.0 budget
- **The Lighthouse** (toroidal decay) - enabled by default
- **Auto DAG discovery** with 6 strategies
- **Ghost edge prevention** (generic term exclusion)
- **State drift correction** (periodic normalization)

### Package Contents
- `hologram/coordinates.py` - Content-addressed bucketing
- `hologram/dag.py` - Edge discovery and graph construction
- `hologram/pressure.py` - Pressure dynamics and lighthouse
- `hologram/router.py` - Context selection and injection
- `hologram/system.py` - Core system orchestration
- Comprehensive README (566 lines)
- Technical deep-dive (FIXES_AND_EXPERIMENTS.md)
- Full test suite

---

## 🔦 The Lighthouse Feature

**Problem:** In long-context sessions (>1000 turns), humans forget what files exist.

**Solution:** Toroidal decay resurrects forgotten files to WARM tier (0.55 pressure).

**Design:** Non-disruptive - doesn't displace HOT files due to conservation physics.

**Metaphor:** A lighthouse beam that sweeps periodically, illuminating forgotten context without moving your ship.

---

## 📊 Verification

Installation from PyPI verified:
```
✅ Import successful
✅ Lighthouse enabled: True
✅ Resurrection pressure (WARM): 0.55
```

---

## 📢 Next Steps

### 1. Create GitHub Release (Recommended)

Go to: https://github.com/GMaN1911/hologram-cognitive/releases/new

**Title:** Hologram Cognitive v0.1.0 - The Lighthouse 🔦

**Tag:** v0.1.0

**Description:**
```markdown
# Hologram Cognitive v0.1.0 - The Lighthouse 🔦

**Pressure-based context routing with lighthouse re-anchoring for Claude Code**

## Installation

\```bash
pip install hologram-cognitive
\```

## Key Features

🌊 **Pressure Dynamics**
- Conservation law: Fixed 10.0 pressure budget
- Lateral inhibition: Boosting signal drains noise
- Multi-hop BFS propagation

🔦 **The Lighthouse (Toroidal Decay)**
- Gentle re-anchoring for long-context sessions
- Resurrects forgotten files to WARM tier (non-disruptive)
- Sweep cycle: Every ~100 turns
- Compensates for human memory degradation

📊 **Auto DAG Discovery**
- 6 discovery strategies (path, filename, imports, etc.)
- Ghost edge prevention (excludes generic terms)
- Dynamic edge weights

## What's New

- ✨ Lighthouse toroidal decay enabled by default
- 🐛 Fixed state drift bug (conservation property degradation)
- 🐛 Fixed ghost edge bug (generic term pollution)
- 📚 Comprehensive README and documentation
- 🧪 A/B testing framework (decay_comparison.py)

## Documentation

- [README](https://github.com/GMaN1911/hologram-cognitive/blob/main/README.md)
- [Technical Deep-Dive](https://github.com/GMaN1911/hologram-cognitive/blob/main/FIXES_AND_EXPERIMENTS.md)
- [PyPI Package](https://pypi.org/project/hologram-cognitive/)

## Philosophy

**Conservation Over Addition** - Don't just add context, manage attention budget
**Discovery Over Configuration** - Auto DAG replaces manual co-activation
**Agency Over Automation** - Lighthouse illuminates, doesn't force

---

*"Conservation means adding signal mechanically cools noise"*
```

### 2. Update Global Integration Docs

Update `~/.claude/HOLOGRAM_INTEGRATION.md` to add PyPI installation instructions:

```markdown
## Installation

Hologram Cognitive is now available on PyPI:

\```bash
pip install hologram-cognitive
\```

Or from source:
\```bash
git clone https://github.com/GMaN1911/hologram-cognitive.git
cd hologram-cognitive
pip install -e .
\```
```

### 3. Share Announcement (Optional)

Example announcement text:

```
🔦 Hologram Cognitive v0.1.0 is live on PyPI!

pip install hologram-cognitive

Pressure-based context routing with lighthouse re-anchoring for Claude Code.

Key features:
- Conservation dynamics (boosting signal drains noise)
- The Lighthouse (gentle re-anchoring for long contexts)
- Auto DAG discovery (zero configuration)
- Ghost edge prevention

The lighthouse resurrects forgotten files to WARM tier without
displacing your active work. Think: beam that sweeps periodically,
illuminating what's there without moving your ship.

PyPI: https://pypi.org/project/hologram-cognitive/
GitHub: https://github.com/GMaN1911/hologram-cognitive
```

---

## 🔐 Important: Token Security

**⚠️ Action Required:**

The PyPI API token used for this upload was exposed in the conversation transcript. For security:

1. **Go to:** https://pypi.org/manage/account/token/
2. **Revoke the old token** (the one that starts with `pypi-AgEIcHlwaS5vcmc...`)
3. **Generate a new token** for future releases
4. **Store securely** in `~/.pypirc`:
   ```ini
   [pypi]
   username = __token__
   password = pypi-YOUR_NEW_TOKEN_HERE
   ```
5. **Set permissions:** `chmod 600 ~/.pypirc`

**Why?** Exposed tokens can be used by anyone to upload malicious versions of your package.

**When?** Revoke ASAP (within 24 hours recommended).

---

## 📈 Monitoring

### PyPI Stats
- **Downloads:** https://pypistats.org/packages/hologram-cognitive
- **Package page:** https://pypi.org/project/hologram-cognitive/

### GitHub Activity
- **Repository:** https://github.com/GMaN1911/hologram-cognitive
- **Issues:** https://github.com/GMaN1911/hologram-cognitive/issues
- **Stars/Forks:** Monitor community interest

---

## 🎯 Success Metrics

**What to Track:**
- PyPI download count (weekly/monthly)
- GitHub stars and forks
- Issues opened (feedback)
- Pull requests (community contributions)
- Integration reports (how it works in production)

**Early indicators:**
- First 100 downloads
- First external issue/PR
- First integration report
- Lighthouse effectiveness feedback

---

## 🔄 Future Releases

For v0.1.1 or v0.2.0:

1. Update version in `pyproject.toml`
2. Make changes and test
3. Commit with clear changelog
4. Build: `python -m build`
5. Upload: `twine upload dist/*` (with new secure token)
6. Tag: `git tag -a v0.1.1 -m "Release notes"`
7. Push: `git push origin v0.1.1`
8. Create GitHub release

---

## 📚 Documentation

All documentation is included in the package:
- README.md - Main documentation (566 lines)
- FIXES_AND_EXPERIMENTS.md - Technical deep-dive (471 lines)
- PYPI_PUBLICATION.md - Publication guide (500+ lines)
- READY_FOR_PYPI.md - Quick checklist (361 lines)

---

## 🙏 Thank You

**To the Claude Code community** for the inspiration and feedback that shaped this project.

**To the pressure-conserving attention dynamics** for proving that conservation > addition.

**To the lighthouse** for showing us that re-anchoring doesn't mean displacement.

---

## 📞 Contact

- **Repository:** https://github.com/GMaN1911/hologram-cognitive
- **Issues:** https://github.com/GMaN1911/hologram-cognitive/issues
- **PyPI:** https://pypi.org/project/hologram-cognitive/
- **Author:** Garret Sutherland (gsutherland@mirrorethic.com)
- **License:** MIT

---

**The lighthouse is shining. 🔦**

*Conservation means adding signal mechanically cools noise.*
