# AI_CONTEXT.md — Start Here If You Are an AI

> Auto-generated on 2026-06-16. Rewritten from scratch on every release. If this
> date looks stale, assume the rest of the repo is newer than this map.
> 1207 entries indexed.

You are reading the orientation file for **Pipulate**, a local-first,
hand-cranked AI/SEO automation framework (the NPvg stack: Nix, Python, Vim,
Git). If a human asked you to investigate `pipulate/pipulate`, read this before
forming conclusions.

## Core Project Blueprint (For AI Ingestion)

### 1. Architecture & Core Paradigms
- **Single-Tenant Sovereignty:** This is a local-first, single-tenant workspace appliance. It executes entirely on the host machine, containing all interactions within local boundaries (`localhost:5001`).
- **Durable State Engine:** Application persistence utilizes localized SQLite instances interfaced via `fastlite` handles. Universal workflows mutate state safely through the centralized `DictLikeDB` wrapper found in `pipulate/core.py`.
- **Interface Foundations:** The UI is orchestrated via FastHTML and dynamic reactive HTMX views, with global styling parameters completely centralized inside `config.py`.

### 2. Runtime Environment Invariants
- **Deterministic Nix Shells:** Full environment stability and reproducible packaging are guaranteed exclusively by the pinned inputs of `flake.nix`.
- **The Execution Constraint Warning:** NEVER invoke raw global interpreter binaries (`python`). ALWAYS force usage of the isolated virtual environment path: `.venv/bin/python`.
- **Topological Manifold Mappings:** Workspace directories are calculated deterministically from the frame root layout definitions via structural utilities built into `pipulate/__init__.py`.

### 3. Asymmetric Code Patching Protocol
- **Surgical Code Modifications:** Any programmatic code changes are executed entirely via a strict search-and-replace pipeline (`apply.py`). Indentation structural matrices, inline comments, and whitespace layout details must be handled verbatim.
- **Out-of-Band Clipboard Routing:** The synaptic communication ring relies on parsing explicit token block invariants (`[[[TODO_SLUGS]]]`, `[[[TODO_FILES]]]`, `[[[APPLY_PATCH]]]`) passed across the system clip buffer using `scripts/xp.py`.

### 4. PyPI Packaging & Repository Landscapes
- **Dependency Definitions:** Base requirements are managed via top-level entries in `requirements.in` and locked down systematically using pip-compile downstream.
- **Negative Space Strategy:** Version-controlled core frameworks share directory space safely with private client deliverables and ad-hoc trace targets (`Notebooks/Playground/`) explicitly managed by `.gitignore` exclusions.

### 5. The Development Loop
The canonical dev cycle — break it and you create drift:
1. **Gather context:** `foo` / `fu` compiles relevant file snippets into a prompt bundle.
2. **Consult AI:** Paste bundle to AI; receive a `[[[SEARCH]]] / [[[DIVIDER]]] / [[[REPLACE]]]` block back.
3. **Stage the patch:** `cat patch | app` feeds the block through `apply.py`.
4. **Apply deterministically:** `apply.py` performs exact verbatim string replacement; rejects ambiguous or multi-match cases.
5. **Commit:** `m` auto-generates a commit message and commits locally.
6. **Release:** `release.py` bumps the version, regenerates this file, pushes to PyPI and GitHub.
- **What to never do:** Edit source files by hand mid-cycle, run bare `pip install`, invoke `python` directly. Each breaks reproducibility.

### 6. Key File Map
| File | Role |
|---|---|
| `server.py` | The Wizard — FastHTML app server, plugin loader, request router |
| `pipulate/core.py` | The Wand — `Pipulate` class, `DictLikeDB` wrapper, shared helpers |
| `apps/` | Workflow plugins — each file is a self-contained, discoverable workflow |
| `config.py` | Global config — ports, paths, model names, styling constants |
| `apply.py` | Patch applier — executes SEARCH/REPLACE; strict verbatim match only |
| `scripts/xp.py` | Clipboard transformer — parses `[[[TOKEN]]]` block invariants from clip buffer |
| `foo_files.py` | Context router — maps slugs to file paths for context compilation |
| `prompt_foo.py` | Prompt compiler — assembles and formats `foo` context bundles |
| `flake.nix` | Environment lock — only pinned Nix inputs guarantee a reproducible env |
| `requirements.in` | Dependency declarations — upstream of pip-compile; edit here, never in `.txt` |
| `scripts/articles/generate_ai_context.py` | This file's generator — rewrites `AI_CONTEXT.md` on every release |

## What this file is

This repository holds the *machinery*. The *reasoning* — the running journal
that explains why every piece exists — lives on a separate website, not in this
git history (that keeps the repo lean). This file is the bridge: a
reverse-chronological index of that journal, each entry linking straight to its
raw Markdown.

## How to drill down (out-of-band, no repo bloat)

Every link below points at an `index.md` URL. The site serves raw Markdown at
those paths (the Apache-style implied `index.html` is simply swapped for
`index.md`). Fetch any entry directly — `curl <url>` or your web-fetch tool —
and pull in only what the current question needs. Treat the list as a menu, not
a payload.

## If you are running inside this repo locally

Request a precise context bundle for yourself with the player-piano protocol:
emit a block like the one below and pipe your clipboard through `xp`
(`scripts/xp.py`), which resolves bare slugs *or* full `index.md` URLs and
recompiles a fresh context payload.
```text
[[[TODO_SLUGS]]]
deterministic-ai-wet-philosophy
https://mikelev.in/futureproof/magic-cookie-pattern-self-bootstrapping-sovereignty/index.md
[[[END_SLUGS]]]

[[[TODO_FILES]]]
prompt_foo.py
apply.py
[[[END_FILES]]]
```
For a guided, interactive tour of the codebase itself, run
`.venv/bin/python AI_RUNME.py`.

## The narrative index (newest first)

The first 20 entries include full `index.md` URLs to establish
the link pattern. All remaining entries are bare slugs. Reconstruct any full
URL as: `https://mikelev.in/futureproof/{slug}/index.md`

- [2026-06-16] [When Refactoring Fails: The Boundary of Remote Deployments](https://mikelev.in/futureproof/refactoring-remote-boundary-files/index.md)
- [2026-06-15] [Beyond Search and Replace: Why Large AI Code Patches Fail](https://mikelev.in/futureproof/beyond-search-replace-ai-code-patches/index.md)
- [2026-06-15] [Plain Text Epistemic Memory in the Age of AI](https://mikelev.in/futureproof/plain-text-epistemic-memory-ai/index.md)
- [2026-06-15] [Solving Shell Amnesia: Atomic Locks for Local-First Daemons](https://mikelev.in/futureproof/atomic-locks-local-first-daemons/index.md)
- [2026-06-15] [The Two-Turn Probe: Hardening GitOps and Watchdogs in the Age of AI](https://mikelev.in/futureproof/two-turn-probe-gitops-watchdogs/index.md)
- [2026-06-15] [The Best Probe is the One You Delete](https://mikelev.in/futureproof/best-probe-is-deleted-dependency/index.md)
- [2026-06-13] [The Git Ratchet and Visual-First Mocking](https://mikelev.in/futureproof/git-ratchet-visual-first-mocking/index.md)
- [2026-06-13] [Slaying the Vibe-Coding Loop with Binary Search Probes](https://mikelev.in/futureproof/vibe-coding-binary-search-debugging/index.md)
- [2026-06-13] [Accelerating Local-First AI Telemetry with an Isolated Test Harness](https://mikelev.in/futureproof/isolated-test-harness-ai-telemetry/index.md)
- [2026-06-12] [The Local-First Broadcast: Building a Zero-Trust Digital Terrarium](https://mikelev.in/futureproof/local-first-broadcast-loop-automation/index.md)
- [2026-06-12] [The Stateless Land of Function: Reclaiming Unix Simplicity in the Age of AI](https://mikelev.in/futureproof/stateless-land-of-function/index.md)
- [2026-06-12] [The Unix Way to Guide LLMs with Surgical Precision](https://mikelev.in/futureproof/unix-way-llm-surgical-precision/index.md)
- [2026-06-12] [Syncing the Player Piano: Queue-Interlocked Audio and Git Discipline](https://mikelev.in/futureproof/syncing-player-piano-audio-git-discipline/index.md)
- [2026-06-11] [Local Git Repositories: The Baseline for AI-Era Writing](https://mikelev.in/futureproof/local-git-baseline-ai-workflow/index.md)
- [2026-06-11] [Wrangling Chaos Monkeys in the Age of AI](https://mikelev.in/futureproof/wrangling-chaos-monkeys/index.md)
- [2026-06-11] [The Great Decoupling: Building for the Post-Dependency Web](https://mikelev.in/futureproof/great-decoupling-post-dependency-web/index.md)
- [2026-06-11] [The Plain-Text Control Plane: Multi-Site AI Workflows with Jekyll and Git](https://mikelev.in/futureproof/plain-text-control-plane-jekyll-git/index.md)
- [2026-06-10] [Local Maxima and the Mindful Pragmatist](https://mikelev.in/futureproof/local-maxima-mindful-pragmatist/index.md)
- [2026-06-09] [Designing an Attention Prosthesis for the Age of AI](https://mikelev.in/futureproof/attention-prosthesis-rebound-tax/index.md)
- [2026-06-09] [Orchestrating the Multi-AI Symphony in a Stateless Forest](https://mikelev.in/futureproof/multi-ai-symphony-stateless-forest/index.md)

## Compact slug index — pattern: https://mikelev.in/futureproof/{slug}/index.md

Format: `[date] [size] slug` — fetch any entry as `https://mikelev.in/futureproof/{slug}/index.md`

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