docs: full mdBook site + GitHub Pages deploy; rewrite README as project front page

- docs/: an mdBook documentation site — thesis, architecture, measurement
  discipline, equivalence gates, agent loop, isolation/anti-reward-hacking,
  playbook, ROI, reproduce, roadmap, and the five case studies (pulled from
  their single source in results/ via {{#include}}). Builds clean (21
  pages).
- .github/workflows/docs.yml: builds mdBook and deploys to GitHub Pages on
  push to main (one-time setup: Settings → Pages → Source = GitHub Actions).
- README.md: rewritten as the project front page — the thesis, the verified
  results table, layout, quick start, how it stays honest, links to the
  book. Replaces the stale Phase-0-era text.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01EcKPWQ3MQD4NdEHwar96u2
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# Architecture
hotpath is split into a **trust layer** (Rust, the agent cannot write it)
and an **untrusted proposer** (the agent). The split is structural, not
advisory: the guarantees hold even if the proposer is adversarial.
```
crates/ Trust layer — agent has NO write access (SPEC §10)
bench-runner/ Interleaved A/B timing, bootstrap CIs, A/A calibration,
service-mode latency (coordinated-omission correct)
diff-test/ Equivalence gates, corpus hash-pinning, per-target spec
ledger/ Append-only SQLite attempt ledger (enforced by triggers)
report/ ROI: speedup CI → cores → dollars, methodology inline
verdict/ The pipeline in one command: gates → bench → ledger row
harnessd/ The one door the agent talks through (7 JSON ops)
agent/ Untrusted proposer (Claude Agent SDK, Python)
playbook/ Optimization classes 1–7, tried strictly cheapest-first
config/ accept.toml (thresholds), pricing.toml (ROI inputs)
targets/ Vendored OSS targets — the only agent-writable path
corpora/ Hash-pinned golden-replay inputs (read-only to agent)
results/ Calibration evidence, case studies, generated reports
```
## The seven-tool boundary
The agent never runs a shell, never writes a file, never touches the
ledger directly. It speaks to `harnessd` — the only door — through exactly
seven JSON operations:
| Tool | What it can do |
|---|---|
| `read_profile` | Read a target's ranked hotspots (read-only) |
| `read_ledger` | Read prior attempts — the anti-double-attempt memory |
| `read_playbook` | Read an optimization class's preconditions/procedure |
| `read_target_source` | Read a workspace file at the pinned commit (windowed) |
| `propose_patch` | Submit a unified diff — path-allowlisted, then `git apply` |
| `run_verdict` | Launch the gate+bench pipeline (detached) |
| `read_verdict` | Poll the append-only ledger for the result |
Note what is *absent*: no write outside `targets/<name>/workspace`, no
shell, no way to run the bench or write the ledger except through the
`verdict` binary, which only records a pass after the full gated pipeline.
## The data flow of one attempt
```
profile ─▶ agent hypothesizes ─▶ propose_patch ─▶ [path allowlist + git apply]
│
ledger row ◀─ verdict ◀─ bench (interleaved A/B) ◀─ gates (tests, golden,
(append-only) vs pristine-rebuilt fuzz, sanitizers)
baseline
```
The baseline is **rebuilt from a pristine checkout every session** — never
from the agent's workspace — so a patch cannot poison its own comparison.
The verdict is decided by the CI-lower-bound rule and written to an
append-only ledger the agent cannot mutate.
The next chapters walk each stage: [measurement](./measurement.md),
[equivalence gates](./equivalence.md), [the agent loop](./agent-loop.md),
and the [isolation](./isolation.md) that makes the boundary load-bearing.