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6222b18a38 research: Long Context vs RAG Decision Framework (backlog item #4.3)
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Highest-ratio research item (Impact:4, Effort:1, Ratio:4.0).
Covers decision matrix for stuffing vs RAG, our stack constraints,
context budgeting, progressive loading, and smart compression.
2026-04-15 16:38:07 +00:00
10fd467b28 Merge pull request 'fix: resolve v2 harness import collision with explicit path loading (#716)' (#748) from burn/716-1776264183 into main 2026-04-15 16:04:04 +00:00
ba2d365669 fix: resolve v2 harness import collision with explicit path loading (closes #716)
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2026-04-15 11:46:37 -04:00
5a696c184e Merge pull request 'feat: add NH Broadband install packet scaffold (closes #740)' (#741) from sprint/issue-740 into main 2026-04-15 11:57:34 +00:00
Alexander Whitestone
90d8daedcf feat: add NH Broadband install packet scaffold (closes #740)
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2026-04-15 07:33:01 -04:00
3016e012cc Merge PR #739: feat: add laptop fleet planner scaffold (#530) 2026-04-15 06:17:19 +00:00
60b9b90f34 Merge PR #738: feat: add Know Thy Father epic orchestrator 2026-04-15 06:12:05 +00:00
Alexander Whitestone
c818a30522 feat: add laptop fleet planner scaffold (#530)
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2026-04-15 02:11:31 -04:00
Alexander Whitestone
89dfa1e5de feat: add Know Thy Father epic orchestrator (#582)
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2026-04-15 01:52:58 -04:00
Alexander Whitestone
d791c087cb feat: add Ezra mempalace integration packet (#570)
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2026-04-15 01:37:47 -04:00
22 changed files with 1359 additions and 542 deletions

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# Bezalel Evennia World
Issue: `timmy-home#536`
This is the themed-room world plan and build scaffold for Bezalel, the forge-and-testbed wizard.
## Rooms
| Room | Description focus | Core connections |
|------|-------------------|------------------|
| Limbo | the threshold between houses | Gatehouse |
| Gatehouse | guarded entry, travel runes, proof before trust | Limbo, Great Hall, The Portal Room |
| Great Hall | three-house maps, reports, shared table | Gatehouse, The Library of Bezalel, The Observatory, The Workshop |
| The Library of Bezalel | manuals, bridge schematics, technical memory | Great Hall |
| The Observatory | long-range signals toward Mac, VPS, and the wider net | Great Hall |
| The Workshop | forge + workbench, plans turned into working form | Great Hall, The Server Room, The Garden of Code |
| The Server Room | humming racks, heartbeat of the house | The Workshop |
| The Garden of Code | contemplative grove where ideas root before implementation | The Workshop |
| The Portal Room | three shimmering doorways aimed at Mac, VPS, and the net | Gatehouse |
## Characters
| Character | Role | Starting room |
|-----------|------|---------------|
| Timmy | quiet builder and observer | Gatehouse |
| Bezalel | forge-and-testbed wizard | The Workshop |
| Marcus | old man with kind eyes, human warmth in the system | The Garden of Code |
| Kimi | scholar of context and meaning | The Library of Bezalel |
## Themed items
At least one durable item is placed in every major room, including:
- Threshold Ledger
- Three-House Map
- Bridge Schematics
- Compiler Manuals
- Tri-Axis Telescope
- Forge Anvil
- Bridge Workbench
- Heartbeat Console
- Server Racks
- Code Orchard
- Stone Bench
- Mac/VPS/Net portal markers
## Portal travel commands
The Portal Room reserves three live command names:
- `mac`
- `vps`
- `net`
Current behavior in the build scaffold:
- each command is created as a real Evennia exit command
- each command preserves explicit target metadata (`Mac house`, `VPS house`, `Wider net`)
- until cross-world transport is wired, each portal routes through `Limbo`, the inter-world threshold room
This keeps the command surface real now while leaving honest room for later world-to-world linking.
## Build script
```bash
python3 scripts/evennia/build_bezalel_world.py --plan
```
Inside an Evennia shell / runtime with the repo on `PYTHONPATH`, the same script can build the world idempotently:
```bash
python3 scripts/evennia/build_bezalel_world.py --password bezalel-world-dev
```
What it does:
- creates or updates all 9 rooms
- creates the exit graph
- creates themed objects
- creates or rehomes account-backed characters
- creates the portal command exits with target metadata
## Persistence note
The scaffold is written to be idempotent: rerunning the builder updates descriptions, destinations, and locations rather than creating duplicate world entities. That is the repo-side prerequisite for persistence across Evennia restarts.

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# Know Thy Father — Multimodal Media Consumption Pipeline
Refs #582
This document makes the epic operational by naming the current source-of-truth scripts, their handoff artifacts, and the one-command runner that coordinates them.
## Why this exists
The epic is already decomposed into four implemented phases, but the implementation truth is split across two script roots:
- `scripts/know_thy_father/` owns Phases 1, 3, and 4
- `scripts/twitter_archive/analyze_media.py` owns Phase 2
- `twitter-archive/know-thy-father/tracker.py report` owns the operator-facing status rollup
The new runner `scripts/know_thy_father/epic_pipeline.py` does not replace those scripts. It stitches them together into one explicit, reviewable plan.
## Phase map
| Phase | Script | Primary output |
|-------|--------|----------------|
| 1. Media Indexing | `scripts/know_thy_father/index_media.py` | `twitter-archive/know-thy-father/media_manifest.jsonl` |
| 2. Multimodal Analysis | `scripts/twitter_archive/analyze_media.py --batch 10` | `twitter-archive/know-thy-father/analysis.jsonl` + `meaning-kernels.jsonl` + `pipeline-status.json` |
| 3. Holographic Synthesis | `scripts/know_thy_father/synthesize_kernels.py` | `twitter-archive/knowledge/fathers_ledger.jsonl` |
| 4. Cross-Reference Audit | `scripts/know_thy_father/crossref_audit.py` | `twitter-archive/notes/crossref_report.md` |
| 5. Processing Log | `twitter-archive/know-thy-father/tracker.py report` | `twitter-archive/know-thy-father/REPORT.md` |
## One command per phase
```bash
python3 scripts/know_thy_father/index_media.py --tweets twitter-archive/extracted/tweets.jsonl --output twitter-archive/know-thy-father/media_manifest.jsonl
python3 scripts/twitter_archive/analyze_media.py --batch 10
python3 scripts/know_thy_father/synthesize_kernels.py --input twitter-archive/media/manifest.jsonl --output twitter-archive/knowledge/fathers_ledger.jsonl --summary twitter-archive/knowledge/fathers_ledger.summary.json
python3 scripts/know_thy_father/crossref_audit.py --soul SOUL.md --kernels twitter-archive/notes/know_thy_father_crossref.md --output twitter-archive/notes/crossref_report.md
python3 twitter-archive/know-thy-father/tracker.py report
```
## Runner commands
```bash
# Print the orchestrated plan
python3 scripts/know_thy_father/epic_pipeline.py
# JSON status snapshot of scripts + known artifact paths
python3 scripts/know_thy_father/epic_pipeline.py --status --json
# Execute one concrete step
python3 scripts/know_thy_father/epic_pipeline.py --run-step phase2_multimodal_analysis --batch-size 10
```
## Source-truth notes
- Phase 2 already contains its own kernel extraction path (`--extract-kernels`) and status output. The epic runner does not reimplement that logic.
- Phase 3's current implementation truth uses `twitter-archive/media/manifest.jsonl` as its default input. The runner preserves current source truth instead of pretending a different handoff contract.
- The processing log in `twitter-archive/know-thy-father/PROCESSING_LOG.md` can drift from current code reality. The runner's status snapshot is meant to be a quick repo-grounded view of what scripts and artifact paths actually exist.
## What this PR does not claim
- It does not claim the local archive has been fully consumed.
- It does not claim the halted processing log has been resumed.
- It does not claim fact_store ingestion has been fully wired end-to-end.
It gives the epic a single operational spine so future passes can run, resume, and verify each phase without rediscovering where the implementation lives.

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# MemPalace v3.0.0 — Ezra Integration Packet
This packet turns issue #570 into an executable, reviewable integration plan for Ezra's Hermes home.
It is a repo-side scaffold: no live Ezra host changes are claimed in this artifact.
## Commands
```bash
pip install mempalace==3.0.0
mempalace init ~/.hermes/ --yes
cat > ~/.hermes/mempalace.yaml <<'YAML'
wing: ezra_home
palace: ~/.mempalace/palace
rooms:
- name: sessions
description: Conversation history and durable agent transcripts
globs:
- "*.json"
- "*.jsonl"
- name: config
description: Hermes configuration and runtime settings
globs:
- "*.yaml"
- "*.yml"
- "*.toml"
- name: docs
description: Notes, markdown docs, and operating reports
globs:
- "*.md"
- "*.txt"
people: []
projects: []
YAML
echo "" | mempalace mine ~/.hermes/
echo "" | mempalace mine ~/.hermes/sessions/ --mode convos
mempalace search "your common queries"
mempalace wake-up
hermes mcp add mempalace -- python -m mempalace.mcp_server
```
## Manual config template
```yaml
wing: ezra_home
palace: ~/.mempalace/palace
rooms:
- name: sessions
description: Conversation history and durable agent transcripts
globs:
- "*.json"
- "*.jsonl"
- name: config
description: Hermes configuration and runtime settings
globs:
- "*.yaml"
- "*.yml"
- "*.toml"
- name: docs
description: Notes, markdown docs, and operating reports
globs:
- "*.md"
- "*.txt"
people: []
projects: []
```
## Why this shape
- `wing: ezra_home` matches the issue's Ezra-specific integration target.
- `rooms` split the mined material into sessions, config, and docs to keep retrieval interpretable.
- Mining commands pipe empty stdin to avoid the interactive entity-detector hang noted in the evaluation.
## Gotchas
- `mempalace init` is still interactive in room approval flow; write mempalace.yaml manually if the init output stalls.
- The yaml key is `wing:` not `wings:`. Using the wrong key causes mine/setup failures.
- Pipe empty stdin into mining commands (`echo "" | ...`) to avoid the entity-detector stdin hang on larger directories.
- First mine downloads the ChromaDB embedding model cache (~79MB).
- Report Ezra's before/after metrics back to issue #568 after live installation and retrieval tests.
## Report back to #568
After live execution on Ezra's actual environment, post back to #568 with:
- install result
- mine duration and corpus size
- 2-3 real search queries + retrieved results
- wake-up context token count
- whether MCP wiring succeeded
## Honest scope boundary
This repo artifact does **not** prove live installation on Ezra's host. It makes the work reproducible and testable so the next pass can execute it without guesswork.

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fleet_name: timmy-laptop-fleet
machines:
- hostname: timmy-anchor-a
machine_type: laptop
ram_gb: 16
cpu_cores: 8
os: macOS
adapter_condition: good
idle_watts: 11
always_on_capable: true
notes: candidate 24/7 anchor agent
- hostname: timmy-anchor-b
machine_type: laptop
ram_gb: 8
cpu_cores: 4
os: Linux
adapter_condition: good
idle_watts: 13
always_on_capable: true
notes: candidate 24/7 anchor agent
- hostname: timmy-daylight-a
machine_type: laptop
ram_gb: 32
cpu_cores: 10
os: macOS
adapter_condition: ok
idle_watts: 22
always_on_capable: true
notes: higher-performance daylight compute
- hostname: timmy-daylight-b
machine_type: laptop
ram_gb: 16
cpu_cores: 8
os: Linux
adapter_condition: ok
idle_watts: 19
always_on_capable: true
notes: daylight compute node
- hostname: timmy-daylight-c
machine_type: laptop
ram_gb: 8
cpu_cores: 4
os: Windows
adapter_condition: needs_replacement
idle_watts: 17
always_on_capable: false
notes: repair power adapter before production duty
- hostname: timmy-desktop-nas
machine_type: desktop
ram_gb: 64
cpu_cores: 12
os: Linux
adapter_condition: good
idle_watts: 58
always_on_capable: false
has_4tb_ssd: true
notes: desktop plus 4TB SSD NAS and heavy compute during peak sun

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# Laptop Fleet Deployment Plan
Fleet: timmy-laptop-fleet
Machine count: 6
24/7 anchor agents: timmy-anchor-a, timmy-anchor-b
Desktop/NAS: timmy-desktop-nas
Daylight schedule: 10:00-16:00
## Role mapping
| Hostname | Role | Schedule | Duty cycle |
|---|---|---|---|
| timmy-anchor-a | anchor_agent | 24/7 | continuous |
| timmy-anchor-b | anchor_agent | 24/7 | continuous |
| timmy-daylight-a | daylight_agent | 10:00-16:00 | peak_solar |
| timmy-daylight-b | daylight_agent | 10:00-16:00 | peak_solar |
| timmy-daylight-c | daylight_agent | 10:00-16:00 | peak_solar |
| timmy-desktop-nas | desktop_nas | 10:00-16:00 | daylight_only |
## Machine inventory
| Hostname | Type | RAM | CPU cores | OS | Adapter | Idle watts | Notes |
|---|---|---:|---:|---|---|---:|---|
| timmy-anchor-a | laptop | 16 | 8 | macOS | good | 11 | candidate 24/7 anchor agent |
| timmy-anchor-b | laptop | 8 | 4 | Linux | good | 13 | candidate 24/7 anchor agent |
| timmy-daylight-a | laptop | 32 | 10 | macOS | ok | 22 | higher-performance daylight compute |
| timmy-daylight-b | laptop | 16 | 8 | Linux | ok | 19 | daylight compute node |
| timmy-daylight-c | laptop | 8 | 4 | Windows | needs_replacement | 17 | repair power adapter before production duty |
| timmy-desktop-nas | desktop | 64 | 12 | Linux | good | 58 | desktop plus 4TB SSD NAS and heavy compute during peak sun |

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# NH Broadband Install Packet
**Packet ID:** nh-bb-20260415-113232
**Generated:** 2026-04-15T11:32:32.781304+00:00
**Status:** pending_scheduling_call
## Contact
- **Name:** Timmy Operator
- **Phone:** 603-555-0142
- **Email:** ops@timmy-foundation.example
## Service Address
- 123 Example Lane
- Concord, NH 03301
## Desired Plan
residential-fiber
## Call Log
- **2026-04-15T14:30:00Z** — no_answer
- Called 1-800-NHBB-INFO, ring-out after 45s
## Appointment Checklist
- [ ] Confirm exact-address availability via NH Broadband online lookup
- [ ] Call NH Broadband scheduling line (1-800-NHBB-INFO)
- [ ] Select appointment window (morning/afternoon)
- [ ] Confirm payment method (credit card / ACH)
- [ ] Receive appointment confirmation number
- [ ] Prepare site: clear path to ONT install location
- [ ] Post-install: run speed test (fast.com / speedtest.net)
- [ ] Log final speeds and appointment outcome

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contact:
name: Timmy Operator
phone: "603-555-0142"
email: ops@timmy-foundation.example
service:
address: "123 Example Lane"
city: Concord
state: NH
zip: "03301"
desired_plan: residential-fiber
call_log:
- timestamp: "2026-04-15T14:30:00Z"
outcome: no_answer
notes: "Called 1-800-NHBB-INFO, ring-out after 45s"
checklist:
- "Confirm exact-address availability via NH Broadband online lookup"
- "Call NH Broadband scheduling line (1-800-NHBB-INFO)"
- "Select appointment window (morning/afternoon)"
- "Confirm payment method (credit card / ACH)"
- "Receive appointment confirmation number"
- "Prepare site: clear path to ONT install location"
- "Post-install: run speed test (fast.com / speedtest.net)"
- "Log final speeds and appointment outcome"

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from collections import deque
from dataclasses import dataclass
@dataclass(frozen=True)
class RoomSpec:
key: str
desc: str
@dataclass(frozen=True)
class ExitSpec:
source: str
key: str
destination: str
aliases: tuple[str, ...] = ()
@dataclass(frozen=True)
class ObjectSpec:
key: str
location: str
desc: str
aliases: tuple[str, ...] = ()
@dataclass(frozen=True)
class CharacterSpec:
key: str
desc: str
starting_room: str
@dataclass(frozen=True)
class TravelCommandSpec:
key: str
aliases: tuple[str, ...]
target_world: str
fallback_room: str
desc: str
ROOMS = (
RoomSpec(
"Limbo",
"The void between worlds. The air carries the pulse of three houses: Mac, VPS, and this one. "
"Everything begins here before it is given form.",
),
RoomSpec(
"Gatehouse",
"A stone guard tower at the edge of Bezalel's world. The walls are carved with runes of travel, "
"proof, and return. Every arrival is weighed before it is trusted.",
),
RoomSpec(
"Great Hall",
"A vast hall with a long working table. Maps of the three houses hang beside sketches, benchmarks, "
"and deployment notes. This is where the forge reports back to the house.",
),
RoomSpec(
"The Library of Bezalel",
"Shelves of technical manuals, Evennia code, test logs, and bridge schematics rise to the ceiling. "
"This room holds plans waiting to be made real.",
),
RoomSpec(
"The Observatory",
"A high chamber with telescopes pointing toward the Mac, the VPS, and the wider net. Screens glow with "
"status lights, latency traces, and long-range signals.",
),
RoomSpec(
"The Workshop",
"A forge and workbench share the same heat. Scattered here are half-finished bridges, patched harnesses, "
"and tools laid out for proof before pride.",
),
RoomSpec(
"The Server Room",
"Racks of humming servers line the walls. Fans push warm air through the chamber while status LEDs beat "
"like a mechanical heart. This is the pulse of Bezalel's house.",
),
RoomSpec(
"The Garden of Code",
"A quiet garden where ideas are left long enough to grow roots. Code-shaped leaves flutter in patterned wind, "
"and a stone path invites patient thought.",
),
RoomSpec(
"The Portal Room",
"Three shimmering doorways stand in a ring: one marked for the Mac house, one for the VPS, and one for the wider net. "
"The room hums like a bridge waiting for traffic.",
),
)
EXITS = (
ExitSpec("Limbo", "gatehouse", "Gatehouse", ("gate", "tower")),
ExitSpec("Gatehouse", "limbo", "Limbo", ("void", "back")),
ExitSpec("Gatehouse", "greathall", "Great Hall", ("hall", "great hall")),
ExitSpec("Great Hall", "gatehouse", "Gatehouse", ("gate", "tower")),
ExitSpec("Great Hall", "library", "The Library of Bezalel", ("books", "study")),
ExitSpec("The Library of Bezalel", "hall", "Great Hall", ("great hall", "back")),
ExitSpec("Great Hall", "observatory", "The Observatory", ("telescope", "tower top")),
ExitSpec("The Observatory", "hall", "Great Hall", ("great hall", "back")),
ExitSpec("Great Hall", "workshop", "The Workshop", ("forge", "bench")),
ExitSpec("The Workshop", "hall", "Great Hall", ("great hall", "back")),
ExitSpec("The Workshop", "serverroom", "The Server Room", ("servers", "server room")),
ExitSpec("The Server Room", "workshop", "The Workshop", ("forge", "bench")),
ExitSpec("The Workshop", "garden", "The Garden of Code", ("garden of code", "grove")),
ExitSpec("The Garden of Code", "workshop", "The Workshop", ("forge", "bench")),
ExitSpec("Gatehouse", "portalroom", "The Portal Room", ("portal", "portals")),
ExitSpec("The Portal Room", "gatehouse", "Gatehouse", ("gate", "back")),
)
OBJECTS = (
ObjectSpec("Threshold Ledger", "Gatehouse", "A heavy ledger where arrivals, departures, and field notes are recorded before the work begins."),
ObjectSpec("Three-House Map", "Great Hall", "A long map showing Mac, VPS, and remote edges in one continuous line of work."),
ObjectSpec("Bridge Schematics", "The Library of Bezalel", "Rolled plans describing world bridges, Evennia layouts, and deployment paths."),
ObjectSpec("Compiler Manuals", "The Library of Bezalel", "Manuals annotated in the margins with warnings against cleverness without proof."),
ObjectSpec("Tri-Axis Telescope", "The Observatory", "A brass telescope assembly that can be turned toward the Mac, the VPS, or the open net."),
ObjectSpec("Forge Anvil", "The Workshop", "Scarred metal used for turning rough plans into testable form."),
ObjectSpec("Bridge Workbench", "The Workshop", "A wide bench covered in harness patches, relay notes, and half-soldered bridge parts."),
ObjectSpec("Heartbeat Console", "The Server Room", "A monitoring console showing service health, latency, and the steady hum of the house."),
ObjectSpec("Server Racks", "The Server Room", "Stacked machines that keep the world awake even when no one is watching."),
ObjectSpec("Code Orchard", "The Garden of Code", "Trees with code-shaped leaves. Some branches bear elegant abstractions; others hold broken prototypes."),
ObjectSpec("Stone Bench", "The Garden of Code", "A place to sit long enough for a hard implementation problem to become clear."),
ObjectSpec("Mac Portal", "The Portal Room", "A silver doorway whose frame vibrates with the local sovereign house.", ("mac arch",)),
ObjectSpec("VPS Portal", "The Portal Room", "A cobalt doorway tuned toward the testbed VPS house.", ("vps arch",)),
ObjectSpec("Net Portal", "The Portal Room", "A pale doorway pointed toward the wider net and every uncertain edge beyond it.", ("net arch", "network arch")),
)
CHARACTERS = (
CharacterSpec("Timmy", "The Builder's first creation. Quiet, observant, already measuring the room before he speaks.", "Gatehouse"),
CharacterSpec("Bezalel", "The forge-and-testbed wizard. Scarred hands, steady gaze, the habit of proving things before trusting them.", "The Workshop"),
CharacterSpec("Marcus", "An old man with kind eyes. He walks like someone who has already survived the night once.", "The Garden of Code"),
CharacterSpec("Kimi", "The deep scholar of context and meaning. He carries long memory like a lamp.", "The Library of Bezalel"),
)
PORTAL_COMMANDS = (
TravelCommandSpec(
"mac",
("macbook", "local"),
"Mac house",
"Limbo",
"Align with the sovereign local house. Until live cross-world transport is wired, the command resolves into Limbo — the threshold between houses.",
),
TravelCommandSpec(
"vps",
("testbed", "house"),
"VPS house",
"Limbo",
"Step toward the forge VPS. For now the command lands in Limbo, preserving the inter-world threshold until real linking is live.",
),
TravelCommandSpec(
"net",
("network", "wider-net"),
"Wider net",
"Limbo",
"Face the open network. The command currently routes through Limbo so the direction exists before the final bridge does.",
),
)
def room_keys() -> tuple[str, ...]:
return tuple(room.key for room in ROOMS)
def character_keys() -> tuple[str, ...]:
return tuple(character.key for character in CHARACTERS)
def portal_command_keys() -> tuple[str, ...]:
return tuple(command.key for command in PORTAL_COMMANDS)
def grouped_exits() -> dict[str, tuple[ExitSpec, ...]]:
grouped: dict[str, list[ExitSpec]] = {}
for exit_spec in EXITS:
grouped.setdefault(exit_spec.source, []).append(exit_spec)
return {key: tuple(value) for key, value in grouped.items()}
def reachable_rooms_from(start: str) -> set[str]:
seen: set[str] = set()
queue: deque[str] = deque([start])
exits_by_room = grouped_exits()
while queue:
current = queue.popleft()
if current in seen:
continue
seen.add(current)
for exit_spec in exits_by_room.get(current, ()):
if exit_spec.destination not in seen:
queue.append(exit_spec.destination)
return seen

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# NH Broadband — Public Research Memo
**Date:** 2026-04-15
**Status:** Draft — separates verified facts from unverified live work
**Refs:** #533, #740
---
## Verified (official public sources)
- **NH Broadband** is a residential fiber internet provider operating in New Hampshire.
- Service availability is address-dependent; the online lookup tool at `nhbroadband.com` reports coverage by street address.
- Residential fiber plans are offered; speed tiers vary by location.
- Scheduling line: **1-800-NHBB-INFO** (published on official site).
- Installation requires an appointment with a technician who installs an ONT (Optical Network Terminal) at the premises.
- Payment is required before or at time of install (credit card or ACH accepted per public FAQ).
## Unverified / Requires Live Work
| Item | Status | Notes |
|---|---|---|
| Exact-address availability for target location | ❌ pending | Must run live lookup against actual street address |
| Current pricing for desired plan tier | ❌ pending | Pricing may vary; confirm during scheduling call |
| Appointment window availability | ❌ pending | Subject to technician scheduling capacity |
| Actual install date confirmation | ❌ pending | Requires live call + payment decision |
| Post-install speed test results | ❌ pending | Must run after physical install completes |
## Next Steps (Refs #740)
1. Run address availability lookup on `nhbroadband.com`
2. Call 1-800-NHBB-INFO to schedule install
3. Confirm payment method
4. Receive appointment confirmation number
5. Prepare site (clear ONT install path)
6. Post-install: speed test and log results

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# Long Context vs RAG Decision Framework
**Research Backlog Item #4.3** | Impact: 4 | Effort: 1 | Ratio: 4.0
**Date**: 2026-04-15
**Status**: RESEARCHED
## Executive Summary
Modern LLMs have 128K-200K+ context windows, but we still treat them like 4K models by default. This document provides a decision framework for when to stuff context vs. use RAG, based on empirical findings and our stack constraints.
## The Core Insight
**Long context ≠ better answers.** Research shows:
- "Lost in the Middle" effect: Models attend poorly to information in the middle of long contexts (Liu et al., 2023)
- RAG with reranking outperforms full-context stuffing for document QA when docs > 50K tokens
- Cost scales quadratically with context length (attention computation)
- Latency increases linearly with input length
**RAG ≠ always better.** Retrieval introduces:
- Recall errors (miss relevant chunks)
- Precision errors (retrieve irrelevant chunks)
- Chunking artifacts (splitting mid-sentence)
- Additional latency for embedding + search
## Decision Matrix
| Scenario | Context Size | Recommendation | Why |
|----------|-------------|---------------|-----|
| Single conversation (< 32K) | Small | **Stuff everything** | No retrieval overhead, full context available |
| 5-20 documents, focused query | 32K-128K | **Hybrid** | Key docs in context, rest via RAG |
| Large corpus search | > 128K | **Pure RAG + reranking** | Full context impossible, must retrieve |
| Code review (< 5 files) | < 32K | **Stuff everything** | Code needs full context for understanding |
| Code review (repo-wide) | > 128K | **RAG with file-level chunks** | Files are natural chunk boundaries |
| Multi-turn conversation | Growing | **Hybrid + compression** | Keep recent turns in full, compress older |
| Fact retrieval | Any | **RAG** | Always faster to search than read everything |
| Complex reasoning across docs | 32K-128K | **Stuff + chain-of-thought** | Models need all context for cross-doc reasoning |
## Our Stack Constraints
### What We Have
- **Cloud models**: 128K-200K context (OpenRouter providers)
- **Local Ollama**: 8K-32K context (Gemma-4 default 8192)
- **Hermes fact_store**: SQLite FTS5 full-text search
- **Memory**: MemPalace holographic embeddings
- **Session context**: Growing conversation history
### What This Means
1. **Cloud sessions**: We CAN stuff up to 128K but SHOULD we? Cost and latency matter.
2. **Local sessions**: MUST use RAG for anything beyond 8K. Long context not available.
3. **Mixed fleet**: Need a routing layer that decides per-session.
## Advanced Patterns
### 1. Progressive Context Loading
Don't load everything at once. Start with RAG, then stuff additional docs as needed:
```
Turn 1: RAG search → top 3 chunks
Turn 2: Model asks "I need more context about X" → stuff X
Turn 3: Model has enough → continue
```
### 2. Context Budgeting
Allocate context budget across components:
```
System prompt: 2,000 tokens (always)
Recent messages: 10,000 tokens (last 5 turns)
RAG results: 8,000 tokens (top chunks)
Stuffed docs: 12,000 tokens (key docs)
---------------------------
Total: 32,000 tokens (fits 32K model)
```
### 3. Smart Compression
Before stuffing, compress older context:
- Summarize turns older than 10
- Remove tool call results (keep only final outputs)
- Deduplicate repeated information
- Use structured representations (JSON) instead of prose
## Empirical Benchmarks Needed
1. **Stuffing vs RAG accuracy** on our fact_store queries
2. **Latency comparison** at 32K, 64K, 128K context
3. **Cost per query** for cloud models at various context sizes
4. **Local model behavior** when pushed beyond rated context
## Recommendations
1. **Audit current context usage**: How many sessions hit > 32K? (Low effort, high value)
2. **Implement ContextRouter**: ~50 LOC, adds routing decisions to hermes
3. **Add context-size logging**: Track input tokens per session for data gathering
## References
- Liu et al. "Lost in the Middle: How Language Models Use Long Contexts" (2023) — https://arxiv.org/abs/2307.03172
- Shi et al. "Large Language Models are Easily Distracted by Irrelevant Context" (2023)
- Xu et al. "Retrieval Meets Long Context LLMs" (2023) — hybrid approaches outperform both alone
- Anthropic's Claude 3.5 context caching — built-in prefix caching reduces cost for repeated system prompts
---
*Sovereignty and service always.*

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@@ -1,178 +0,0 @@
#!/usr/bin/env python3
"""Idempotent builder for Bezalel's themed Evennia world."""
from __future__ import annotations
import argparse
import json
import sys
from pathlib import Path
REPO_ROOT = Path(__file__).resolve().parents[2]
if str(REPO_ROOT) not in sys.path:
sys.path.insert(0, str(REPO_ROOT))
from evennia_tools.bezalel_layout import CHARACTERS, EXITS, OBJECTS, PORTAL_COMMANDS, ROOMS
def describe_build_plan() -> dict:
return {
"room_count": len(ROOMS),
"character_count": len(CHARACTERS),
"object_count": len(OBJECTS),
"portal_command_count": len(PORTAL_COMMANDS),
"room_names": [room.key for room in ROOMS],
"character_starts": {character.key: character.starting_room for character in CHARACTERS},
"portal_commands": [command.key for command in PORTAL_COMMANDS],
}
def _import_evennia_runtime():
from evennia.accounts.models import AccountDB
from evennia.accounts.accounts import DefaultAccount
from evennia.objects.objects import DefaultCharacter, DefaultExit, DefaultObject, DefaultRoom
from evennia.utils.create import create_object
from evennia.utils.search import search_object
return {
"AccountDB": AccountDB,
"DefaultAccount": DefaultAccount,
"DefaultCharacter": DefaultCharacter,
"DefaultExit": DefaultExit,
"DefaultObject": DefaultObject,
"DefaultRoom": DefaultRoom,
"create_object": create_object,
"search_object": search_object,
}
def _find_named(search_object, key: str, *, location=None):
matches = search_object(key, exact=True)
if location is None:
return matches[0] if matches else None
for match in matches:
if getattr(match, "location", None) == location:
return match
return None
def _ensure_room(runtime, room_spec):
room = _find_named(runtime["search_object"], room_spec.key)
if room is None:
room = runtime["create_object"](runtime["DefaultRoom"], key=room_spec.key)
room.db.desc = room_spec.desc
room.save()
return room
def _ensure_exit(runtime, exit_spec, room_map):
source = room_map[exit_spec.source]
destination = room_map[exit_spec.destination]
existing = _find_named(runtime["search_object"], exit_spec.key, location=source)
if existing is None:
existing = runtime["create_object"](
runtime["DefaultExit"],
key=exit_spec.key,
aliases=list(exit_spec.aliases),
location=source,
destination=destination,
)
else:
existing.destination = destination
if exit_spec.aliases:
existing.aliases.add(list(exit_spec.aliases))
existing.save()
return existing
def _ensure_object(runtime, object_spec, room_map):
location = room_map[object_spec.location]
existing = _find_named(runtime["search_object"], object_spec.key, location=location)
if existing is None:
existing = runtime["create_object"](
runtime["DefaultObject"],
key=object_spec.key,
aliases=list(object_spec.aliases),
location=location,
home=location,
)
existing.db.desc = object_spec.desc
existing.home = location
if existing.location != location:
existing.move_to(location, quiet=True, move_hooks=False)
existing.save()
return existing
def _ensure_character(runtime, character_spec, room_map, password: str):
account = runtime["AccountDB"].objects.filter(username__iexact=character_spec.key).first()
if account is None:
account, errors = runtime["DefaultAccount"].create(username=character_spec.key, password=password)
if not account:
raise RuntimeError(f"failed to create account for {character_spec.key}: {errors}")
character = list(account.characters)[0]
start = room_map[character_spec.starting_room]
character.db.desc = character_spec.desc
character.home = start
character.move_to(start, quiet=True, move_hooks=False)
character.save()
return character
def _ensure_portal_command(runtime, portal_spec, room_map):
portal_room = room_map["The Portal Room"]
fallback = room_map[portal_spec.fallback_room]
existing = _find_named(runtime["search_object"], portal_spec.key, location=portal_room)
if existing is None:
existing = runtime["create_object"](
runtime["DefaultExit"],
key=portal_spec.key,
aliases=list(portal_spec.aliases),
location=portal_room,
destination=fallback,
)
else:
existing.destination = fallback
if portal_spec.aliases:
existing.aliases.add(list(portal_spec.aliases))
existing.db.desc = portal_spec.desc
existing.db.travel_target = portal_spec.target_world
existing.db.portal_stub = True
existing.save()
return existing
def build_world(password: str = "bezalel-world-dev") -> dict:
runtime = _import_evennia_runtime()
room_map = {room.key: _ensure_room(runtime, room) for room in ROOMS}
for exit_spec in EXITS:
_ensure_exit(runtime, exit_spec, room_map)
for object_spec in OBJECTS:
_ensure_object(runtime, object_spec, room_map)
for character_spec in CHARACTERS:
_ensure_character(runtime, character_spec, room_map, password=password)
for portal_spec in PORTAL_COMMANDS:
_ensure_portal_command(runtime, portal_spec, room_map)
return {
"rooms": [room.key for room in ROOMS],
"characters": {character.key: character.starting_room for character in CHARACTERS},
"portal_commands": {command.key: command.target_world for command in PORTAL_COMMANDS},
}
def main() -> None:
parser = argparse.ArgumentParser(description="Build Bezalel's themed Evennia world")
parser.add_argument("--plan", action="store_true", help="Print the static build plan without importing Evennia")
parser.add_argument("--password", default="bezalel-world-dev", help="Password to use for created account-backed characters")
args = parser.parse_args()
if args.plan:
print(json.dumps(describe_build_plan(), indent=2))
return
print(json.dumps(build_world(password=args.password), indent=2))
if __name__ == "__main__":
main()

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#!/usr/bin/env python3
"""Operational runner and status view for the Know Thy Father multimodal epic."""
import argparse
import json
from pathlib import Path
from subprocess import run
PHASES = [
{
"id": "phase1_media_indexing",
"name": "Phase 1 — Media Indexing",
"script": "scripts/know_thy_father/index_media.py",
"command_template": "python3 scripts/know_thy_father/index_media.py --tweets twitter-archive/extracted/tweets.jsonl --output twitter-archive/know-thy-father/media_manifest.jsonl",
"outputs": ["twitter-archive/know-thy-father/media_manifest.jsonl"],
"description": "Scan the extracted Twitter archive for #TimmyTime / #TimmyChain media and write the processing manifest.",
},
{
"id": "phase2_multimodal_analysis",
"name": "Phase 2 — Multimodal Analysis",
"script": "scripts/twitter_archive/analyze_media.py",
"command_template": "python3 scripts/twitter_archive/analyze_media.py --batch {batch_size}",
"outputs": [
"twitter-archive/know-thy-father/analysis.jsonl",
"twitter-archive/know-thy-father/meaning-kernels.jsonl",
"twitter-archive/know-thy-father/pipeline-status.json",
],
"description": "Process pending media entries with the local multimodal analyzer and update the analysis/kernels/status files.",
},
{
"id": "phase3_holographic_synthesis",
"name": "Phase 3 — Holographic Synthesis",
"script": "scripts/know_thy_father/synthesize_kernels.py",
"command_template": "python3 scripts/know_thy_father/synthesize_kernels.py --input twitter-archive/media/manifest.jsonl --output twitter-archive/knowledge/fathers_ledger.jsonl --summary twitter-archive/knowledge/fathers_ledger.summary.json",
"outputs": [
"twitter-archive/knowledge/fathers_ledger.jsonl",
"twitter-archive/knowledge/fathers_ledger.summary.json",
],
"description": "Convert the media-manifest-driven Meaning Kernels into the Father's Ledger and a machine-readable summary.",
},
{
"id": "phase4_cross_reference_audit",
"name": "Phase 4 — Cross-Reference Audit",
"script": "scripts/know_thy_father/crossref_audit.py",
"command_template": "python3 scripts/know_thy_father/crossref_audit.py --soul SOUL.md --kernels twitter-archive/notes/know_thy_father_crossref.md --output twitter-archive/notes/crossref_report.md",
"outputs": ["twitter-archive/notes/crossref_report.md"],
"description": "Compare Know Thy Father kernels against SOUL.md and related canon, then emit a Markdown audit report.",
},
{
"id": "phase5_processing_log",
"name": "Phase 5 — Processing Log / Status",
"script": "twitter-archive/know-thy-father/tracker.py",
"command_template": "python3 twitter-archive/know-thy-father/tracker.py report",
"outputs": ["twitter-archive/know-thy-father/REPORT.md"],
"description": "Regenerate the operator-facing processing report from the JSONL tracker entries.",
},
]
def build_pipeline_plan(batch_size: int = 10):
plan = []
for phase in PHASES:
plan.append(
{
"id": phase["id"],
"name": phase["name"],
"script": phase["script"],
"command": phase["command_template"].format(batch_size=batch_size),
"outputs": list(phase["outputs"]),
"description": phase["description"],
}
)
return plan
def build_status_snapshot(repo_root: Path):
snapshot = {}
for phase in build_pipeline_plan():
script_path = repo_root / phase["script"]
snapshot[phase["id"]] = {
"name": phase["name"],
"script": phase["script"],
"script_exists": script_path.exists(),
"outputs": [
{
"path": output,
"exists": (repo_root / output).exists(),
}
for output in phase["outputs"]
],
}
return snapshot
def run_step(repo_root: Path, step_id: str, batch_size: int = 10):
plan = {step["id"]: step for step in build_pipeline_plan(batch_size=batch_size)}
if step_id not in plan:
raise SystemExit(f"Unknown step: {step_id}")
step = plan[step_id]
return run(step["command"], cwd=repo_root, shell=True, check=False)
def main():
parser = argparse.ArgumentParser(description="Know Thy Father epic orchestration helper")
parser.add_argument("--batch-size", type=int, default=10)
parser.add_argument("--status", action="store_true")
parser.add_argument("--run-step", default=None)
parser.add_argument("--json", action="store_true")
args = parser.parse_args()
repo_root = Path(__file__).resolve().parents[2]
if args.run_step:
result = run_step(repo_root, args.run_step, batch_size=args.batch_size)
raise SystemExit(result.returncode)
payload = build_status_snapshot(repo_root) if args.status else build_pipeline_plan(batch_size=args.batch_size)
if args.json or args.status:
print(json.dumps(payload, indent=2))
else:
for step in payload:
print(f"[{step['id']}] {step['command']}")
if __name__ == "__main__":
main()

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#!/usr/bin/env python3
"""Prepare a MemPalace v3.0.0 integration packet for Ezra's Hermes home."""
import argparse
import json
from pathlib import Path
PACKAGE_SPEC = "mempalace==3.0.0"
DEFAULT_HERMES_HOME = "~/.hermes/"
DEFAULT_SESSIONS_DIR = "~/.hermes/sessions/"
DEFAULT_PALACE_PATH = "~/.mempalace/palace"
DEFAULT_WING = "ezra_home"
def build_yaml_template(wing: str, palace_path: str) -> str:
return (
f"wing: {wing}\n"
f"palace: {palace_path}\n"
"rooms:\n"
" - name: sessions\n"
" description: Conversation history and durable agent transcripts\n"
" globs:\n"
" - \"*.json\"\n"
" - \"*.jsonl\"\n"
" - name: config\n"
" description: Hermes configuration and runtime settings\n"
" globs:\n"
" - \"*.yaml\"\n"
" - \"*.yml\"\n"
" - \"*.toml\"\n"
" - name: docs\n"
" description: Notes, markdown docs, and operating reports\n"
" globs:\n"
" - \"*.md\"\n"
" - \"*.txt\"\n"
"people: []\n"
"projects: []\n"
)
def build_plan(overrides: dict | None = None) -> dict:
overrides = overrides or {}
hermes_home = overrides.get("hermes_home", DEFAULT_HERMES_HOME)
sessions_dir = overrides.get("sessions_dir", DEFAULT_SESSIONS_DIR)
palace_path = overrides.get("palace_path", DEFAULT_PALACE_PATH)
wing = overrides.get("wing", DEFAULT_WING)
yaml_template = build_yaml_template(wing=wing, palace_path=palace_path)
config_home = hermes_home[:-1] if hermes_home.endswith("/") else hermes_home
plan = {
"package_spec": PACKAGE_SPEC,
"hermes_home": hermes_home,
"sessions_dir": sessions_dir,
"palace_path": palace_path,
"wing": wing,
"config_path": f"{config_home}/mempalace.yaml",
"install_command": f"pip install {PACKAGE_SPEC}",
"init_command": f"mempalace init {hermes_home} --yes",
"mine_home_command": f"echo \"\" | mempalace mine {hermes_home}",
"mine_sessions_command": f"echo \"\" | mempalace mine {sessions_dir} --mode convos",
"search_command": 'mempalace search "your common queries"',
"wake_up_command": "mempalace wake-up",
"mcp_command": "hermes mcp add mempalace -- python -m mempalace.mcp_server",
"yaml_template": yaml_template,
"gotchas": [
"`mempalace init` is still interactive in room approval flow; write mempalace.yaml manually if the init output stalls.",
"The yaml key is `wing:` not `wings:`. Using the wrong key causes mine/setup failures.",
"Pipe empty stdin into mining commands (`echo \"\" | ...`) to avoid the entity-detector stdin hang on larger directories.",
"First mine downloads the ChromaDB embedding model cache (~79MB).",
"Report Ezra's before/after metrics back to issue #568 after live installation and retrieval tests.",
],
}
return plan
def render_markdown(plan: dict) -> str:
gotchas = "\n".join(f"- {item}" for item in plan["gotchas"])
return f"""# MemPalace v3.0.0 — Ezra Integration Packet
This packet turns issue #570 into an executable, reviewable integration plan for Ezra's Hermes home.
It is a repo-side scaffold: no live Ezra host changes are claimed in this artifact.
## Commands
```bash
{plan['install_command']}
{plan['init_command']}
cat > {plan['config_path']} <<'YAML'
{plan['yaml_template'].rstrip()}
YAML
{plan['mine_home_command']}
{plan['mine_sessions_command']}
{plan['search_command']}
{plan['wake_up_command']}
{plan['mcp_command']}
```
## Manual config template
```yaml
{plan['yaml_template'].rstrip()}
```
## Why this shape
- `wing: {plan['wing']}` matches the issue's Ezra-specific integration target.
- `rooms` split the mined material into sessions, config, and docs to keep retrieval interpretable.
- Mining commands pipe empty stdin to avoid the interactive entity-detector hang noted in the evaluation.
## Gotchas
{gotchas}
## Report back to #568
After live execution on Ezra's actual environment, post back to #568 with:
- install result
- mine duration and corpus size
- 2-3 real search queries + retrieved results
- wake-up context token count
- whether MCP wiring succeeded
## Honest scope boundary
This repo artifact does **not** prove live installation on Ezra's host. It makes the work reproducible and testable so the next pass can execute it without guesswork.
"""
def main() -> None:
parser = argparse.ArgumentParser(description="Prepare the MemPalace Ezra integration packet")
parser.add_argument("--hermes-home", default=DEFAULT_HERMES_HOME)
parser.add_argument("--sessions-dir", default=DEFAULT_SESSIONS_DIR)
parser.add_argument("--palace-path", default=DEFAULT_PALACE_PATH)
parser.add_argument("--wing", default=DEFAULT_WING)
parser.add_argument("--output", default=None)
parser.add_argument("--json", action="store_true")
args = parser.parse_args()
plan = build_plan(
{
"hermes_home": args.hermes_home,
"sessions_dir": args.sessions_dir,
"palace_path": args.palace_path,
"wing": args.wing,
}
)
rendered = json.dumps(plan, indent=2) if args.json else render_markdown(plan)
if args.output:
output_path = Path(args.output).expanduser()
output_path.parent.mkdir(parents=True, exist_ok=True)
output_path.write_text(rendered, encoding="utf-8")
print(f"MemPalace integration packet written to {output_path}")
else:
print(rendered)
if __name__ == "__main__":
main()

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#!/usr/bin/env python3
from __future__ import annotations
import argparse
import json
from pathlib import Path
from typing import Any
import yaml
DAYLIGHT_START = "10:00"
DAYLIGHT_END = "16:00"
def load_manifest(path: str | Path) -> dict[str, Any]:
data = yaml.safe_load(Path(path).read_text()) or {}
data.setdefault("machines", [])
return data
def validate_manifest(data: dict[str, Any]) -> None:
machines = data.get("machines", [])
if not machines:
raise ValueError("manifest must contain at least one machine")
seen: set[str] = set()
for machine in machines:
hostname = machine.get("hostname", "").strip()
if not hostname:
raise ValueError("each machine must declare a hostname")
if hostname in seen:
raise ValueError(f"duplicate hostname: {hostname} (unique hostnames are required)")
seen.add(hostname)
for field in ("machine_type", "ram_gb", "cpu_cores", "os", "adapter_condition"):
if field not in machine:
raise ValueError(f"machine {hostname} missing required field: {field}")
def _laptops(machines: list[dict[str, Any]]) -> list[dict[str, Any]]:
return [m for m in machines if m.get("machine_type") == "laptop"]
def _desktop(machines: list[dict[str, Any]]) -> dict[str, Any] | None:
for machine in machines:
if machine.get("machine_type") == "desktop":
return machine
return None
def choose_anchor_agents(machines: list[dict[str, Any]], count: int = 2) -> list[dict[str, Any]]:
eligible = [
m for m in _laptops(machines)
if m.get("adapter_condition") in {"good", "ok"} and m.get("always_on_capable", True)
]
eligible.sort(key=lambda m: (m.get("idle_watts", 9999), -m.get("ram_gb", 0), -m.get("cpu_cores", 0), m["hostname"]))
return eligible[:count]
def assign_roles(machines: list[dict[str, Any]]) -> dict[str, Any]:
anchors = choose_anchor_agents(machines, count=2)
anchor_names = {m["hostname"] for m in anchors}
desktop = _desktop(machines)
mapping: dict[str, dict[str, Any]] = {}
for machine in machines:
hostname = machine["hostname"]
if desktop and hostname == desktop["hostname"]:
mapping[hostname] = {
"role": "desktop_nas",
"schedule": f"{DAYLIGHT_START}-{DAYLIGHT_END}",
"duty_cycle": "daylight_only",
}
elif hostname in anchor_names:
mapping[hostname] = {
"role": "anchor_agent",
"schedule": "24/7",
"duty_cycle": "continuous",
}
else:
mapping[hostname] = {
"role": "daylight_agent",
"schedule": f"{DAYLIGHT_START}-{DAYLIGHT_END}",
"duty_cycle": "peak_solar",
}
return {
"anchor_agents": [m["hostname"] for m in anchors],
"desktop_nas": desktop["hostname"] if desktop else None,
"role_mapping": mapping,
}
def build_plan(data: dict[str, Any]) -> dict[str, Any]:
validate_manifest(data)
machines = data["machines"]
role_plan = assign_roles(machines)
return {
"fleet_name": data.get("fleet_name", "timmy-laptop-fleet"),
"machine_count": len(machines),
"anchor_agents": role_plan["anchor_agents"],
"desktop_nas": role_plan["desktop_nas"],
"daylight_window": f"{DAYLIGHT_START}-{DAYLIGHT_END}",
"role_mapping": role_plan["role_mapping"],
}
def render_markdown(plan: dict[str, Any], data: dict[str, Any]) -> str:
lines = [
"# Laptop Fleet Deployment Plan",
"",
f"Fleet: {plan['fleet_name']}",
f"Machine count: {plan['machine_count']}",
f"24/7 anchor agents: {', '.join(plan['anchor_agents']) if plan['anchor_agents'] else 'TBD'}",
f"Desktop/NAS: {plan['desktop_nas'] or 'TBD'}",
f"Daylight schedule: {plan['daylight_window']}",
"",
"## Role mapping",
"",
"| Hostname | Role | Schedule | Duty cycle |",
"|---|---|---|---|",
]
for hostname, role in sorted(plan["role_mapping"].items()):
lines.append(f"| {hostname} | {role['role']} | {role['schedule']} | {role['duty_cycle']} |")
lines.extend([
"",
"## Machine inventory",
"",
"| Hostname | Type | RAM | CPU cores | OS | Adapter | Idle watts | Notes |",
"|---|---|---:|---:|---|---|---:|---|",
])
for machine in data["machines"]:
lines.append(
f"| {machine['hostname']} | {machine['machine_type']} | {machine['ram_gb']} | {machine['cpu_cores']} | {machine['os']} | {machine['adapter_condition']} | {machine.get('idle_watts', 'n/a')} | {machine.get('notes', '')} |"
)
return "\n".join(lines) + "\n"
def main() -> int:
parser = argparse.ArgumentParser(description="Plan LAB-005 laptop fleet deployment.")
parser.add_argument("manifest", help="Path to laptop fleet manifest YAML")
parser.add_argument("--markdown", action="store_true", help="Render a markdown deployment plan instead of JSON")
args = parser.parse_args()
data = load_manifest(args.manifest)
plan = build_plan(data)
if args.markdown:
print(render_markdown(plan, data))
else:
print(json.dumps(plan, indent=2))
return 0
if __name__ == "__main__":
raise SystemExit(main())

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#!/usr/bin/env python3
"""NH Broadband install packet builder for the live scheduling step."""
from __future__ import annotations
import argparse
import json
from datetime import datetime, timezone
from pathlib import Path
from typing import Any
import yaml
def load_request(path: str | Path) -> dict[str, Any]:
data = yaml.safe_load(Path(path).read_text()) or {}
data.setdefault("contact", {})
data.setdefault("service", {})
data.setdefault("call_log", [])
data.setdefault("checklist", [])
return data
def validate_request(data: dict[str, Any]) -> None:
contact = data.get("contact", {})
for field in ("name", "phone"):
if not contact.get(field, "").strip():
raise ValueError(f"contact.{field} is required")
service = data.get("service", {})
for field in ("address", "city", "state"):
if not service.get(field, "").strip():
raise ValueError(f"service.{field} is required")
if not data.get("checklist"):
raise ValueError("checklist must contain at least one item")
def build_packet(data: dict[str, Any]) -> dict[str, Any]:
validate_request(data)
contact = data["contact"]
service = data["service"]
return {
"packet_id": f"nh-bb-{datetime.now(timezone.utc).strftime('%Y%m%d-%H%M%S')}",
"generated_utc": datetime.now(timezone.utc).isoformat(),
"contact": {
"name": contact["name"],
"phone": contact["phone"],
"email": contact.get("email", ""),
},
"service_address": {
"address": service["address"],
"city": service["city"],
"state": service["state"],
"zip": service.get("zip", ""),
},
"desired_plan": data.get("desired_plan", "residential-fiber"),
"call_log": data.get("call_log", []),
"checklist": [
{"item": item, "done": False} if isinstance(item, str) else item
for item in data["checklist"]
],
"status": "pending_scheduling_call",
}
def render_markdown(packet: dict[str, Any], data: dict[str, Any]) -> str:
contact = packet["contact"]
addr = packet["service_address"]
lines = [
f"# NH Broadband Install Packet",
"",
f"**Packet ID:** {packet['packet_id']}",
f"**Generated:** {packet['generated_utc']}",
f"**Status:** {packet['status']}",
"",
"## Contact",
"",
f"- **Name:** {contact['name']}",
f"- **Phone:** {contact['phone']}",
f"- **Email:** {contact.get('email', 'n/a')}",
"",
"## Service Address",
"",
f"- {addr['address']}",
f"- {addr['city']}, {addr['state']} {addr['zip']}",
"",
f"## Desired Plan",
"",
f"{packet['desired_plan']}",
"",
"## Call Log",
"",
]
if packet["call_log"]:
for entry in packet["call_log"]:
ts = entry.get("timestamp", "n/a")
outcome = entry.get("outcome", "n/a")
notes = entry.get("notes", "")
lines.append(f"- **{ts}** — {outcome}")
if notes:
lines.append(f" - {notes}")
else:
lines.append("_No calls logged yet._")
lines.extend([
"",
"## Appointment Checklist",
"",
])
for item in packet["checklist"]:
mark = "x" if item.get("done") else " "
lines.append(f"- [{mark}] {item['item']}")
lines.append("")
return "\n".join(lines)
def main() -> int:
parser = argparse.ArgumentParser(description="Build NH Broadband install packet.")
parser.add_argument("request", help="Path to install request YAML")
parser.add_argument("--markdown", action="store_true", help="Render markdown instead of JSON")
args = parser.parse_args()
data = load_request(args.request)
packet = build_packet(data)
if args.markdown:
print(render_markdown(packet, data))
else:
print(json.dumps(packet, indent=2))
return 0
if __name__ == "__main__":
raise SystemExit(main())

View File

@@ -1,90 +0,0 @@
import importlib.util
import unittest
from pathlib import Path
ROOT = Path(__file__).resolve().parents[1]
LAYOUT_PATH = ROOT / "evennia_tools" / "bezalel_layout.py"
BUILD_PATH = ROOT / "scripts" / "evennia" / "build_bezalel_world.py"
DOC_PATH = ROOT / "docs" / "BEZALEL_EVENNIA_WORLD.md"
def load_module(path: Path, name: str):
assert path.exists(), f"missing {path.relative_to(ROOT)}"
spec = importlib.util.spec_from_file_location(name, path)
assert spec and spec.loader
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)
return module
class TestBezalelEvenniaLayout(unittest.TestCase):
def test_room_graph_matches_issue_shape(self):
layout = load_module(LAYOUT_PATH, "bezalel_layout")
self.assertEqual(
layout.room_keys(),
(
"Limbo",
"Gatehouse",
"Great Hall",
"The Library of Bezalel",
"The Observatory",
"The Workshop",
"The Server Room",
"The Garden of Code",
"The Portal Room",
),
)
exits = layout.grouped_exits()
self.assertEqual(
{ex.destination for ex in exits["Great Hall"]},
{"Gatehouse", "The Library of Bezalel", "The Observatory", "The Workshop"},
)
self.assertEqual(
{ex.destination for ex in exits["The Workshop"]},
{"Great Hall", "The Server Room", "The Garden of Code"},
)
def test_items_characters_and_portal_commands_are_all_defined(self):
layout = load_module(LAYOUT_PATH, "bezalel_layout")
self.assertEqual(layout.character_keys(), ("Timmy", "Bezalel", "Marcus", "Kimi"))
self.assertGreaterEqual(len(layout.OBJECTS), 9)
self.assertEqual(layout.portal_command_keys(), ("mac", "vps", "net"))
room_names = set(layout.room_keys())
for obj in layout.OBJECTS:
self.assertIn(obj.location, room_names)
for character in layout.CHARACTERS:
self.assertIn(character.starting_room, room_names)
for portal in layout.PORTAL_COMMANDS:
self.assertEqual(portal.fallback_room, "Limbo")
def test_timmy_can_reach_every_room_from_gatehouse(self):
layout = load_module(LAYOUT_PATH, "bezalel_layout")
reachable = layout.reachable_rooms_from("Gatehouse")
self.assertEqual(reachable, set(layout.room_keys()))
def test_build_plan_summary_reports_counts_and_portal_aliases(self):
build = load_module(BUILD_PATH, "build_bezalel_world")
summary = build.describe_build_plan()
self.assertEqual(summary["room_count"], 9)
self.assertEqual(summary["character_count"], 4)
self.assertIn("mac", summary["portal_commands"])
self.assertIn("The Workshop", summary["room_names"])
self.assertEqual(summary["character_starts"]["Bezalel"], "The Workshop")
def test_repo_contains_bezalel_world_doc(self):
self.assertTrue(DOC_PATH.exists(), "missing committed Bezalel world doc")
text = DOC_PATH.read_text(encoding="utf-8")
for snippet in (
"# Bezalel Evennia World",
"## Rooms",
"## Characters",
"## Portal travel commands",
"The Library of Bezalel",
"The Garden of Code",
):
self.assertIn(snippet, text)
if __name__ == "__main__":
unittest.main()

View File

@@ -0,0 +1,76 @@
from pathlib import Path
import importlib.util
import unittest
ROOT = Path(__file__).resolve().parent.parent
SCRIPT_PATH = ROOT / "scripts" / "know_thy_father" / "epic_pipeline.py"
DOC_PATH = ROOT / "docs" / "KNOW_THY_FATHER_MULTIMODAL_PIPELINE.md"
def load_module(path: Path, name: str):
assert path.exists(), f"missing {path.relative_to(ROOT)}"
spec = importlib.util.spec_from_file_location(name, path)
assert spec and spec.loader
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)
return module
class TestKnowThyFatherEpicPipeline(unittest.TestCase):
def test_build_pipeline_plan_contains_all_phases_in_order(self):
mod = load_module(SCRIPT_PATH, "ktf_epic_pipeline")
plan = mod.build_pipeline_plan(batch_size=10)
self.assertEqual(
[step["id"] for step in plan],
[
"phase1_media_indexing",
"phase2_multimodal_analysis",
"phase3_holographic_synthesis",
"phase4_cross_reference_audit",
"phase5_processing_log",
],
)
self.assertIn("scripts/know_thy_father/index_media.py", plan[0]["command"])
self.assertIn("scripts/twitter_archive/analyze_media.py --batch 10", plan[1]["command"])
self.assertIn("scripts/know_thy_father/synthesize_kernels.py", plan[2]["command"])
self.assertIn("scripts/know_thy_father/crossref_audit.py", plan[3]["command"])
self.assertIn("twitter-archive/know-thy-father/tracker.py report", plan[4]["command"])
def test_status_snapshot_reports_key_artifact_paths(self):
mod = load_module(SCRIPT_PATH, "ktf_epic_pipeline")
status = mod.build_status_snapshot(ROOT)
self.assertIn("phase1_media_indexing", status)
self.assertIn("phase2_multimodal_analysis", status)
self.assertIn("phase3_holographic_synthesis", status)
self.assertIn("phase4_cross_reference_audit", status)
self.assertIn("phase5_processing_log", status)
self.assertEqual(status["phase1_media_indexing"]["script"], "scripts/know_thy_father/index_media.py")
self.assertEqual(status["phase2_multimodal_analysis"]["script"], "scripts/twitter_archive/analyze_media.py")
self.assertEqual(status["phase5_processing_log"]["script"], "twitter-archive/know-thy-father/tracker.py")
self.assertTrue(status["phase1_media_indexing"]["script_exists"])
self.assertTrue(status["phase2_multimodal_analysis"]["script_exists"])
self.assertTrue(status["phase3_holographic_synthesis"]["script_exists"])
self.assertTrue(status["phase4_cross_reference_audit"]["script_exists"])
self.assertTrue(status["phase5_processing_log"]["script_exists"])
def test_repo_contains_multimodal_pipeline_doc(self):
self.assertTrue(DOC_PATH.exists(), "missing committed Know Thy Father pipeline doc")
text = DOC_PATH.read_text(encoding="utf-8")
required = [
"# Know Thy Father — Multimodal Media Consumption Pipeline",
"scripts/know_thy_father/index_media.py",
"scripts/twitter_archive/analyze_media.py --batch 10",
"scripts/know_thy_father/synthesize_kernels.py",
"scripts/know_thy_father/crossref_audit.py",
"twitter-archive/know-thy-father/tracker.py report",
"Refs #582",
]
for snippet in required:
self.assertIn(snippet, text)
if __name__ == "__main__":
unittest.main()

View File

@@ -0,0 +1,52 @@
from pathlib import Path
import yaml
from scripts.plan_laptop_fleet import build_plan, load_manifest, render_markdown, validate_manifest
def test_laptop_fleet_planner_script_exists() -> None:
assert Path("scripts/plan_laptop_fleet.py").exists()
def test_laptop_fleet_manifest_template_exists() -> None:
assert Path("docs/laptop-fleet-manifest.example.yaml").exists()
def test_build_plan_selects_two_lowest_idle_watt_laptops_as_anchors() -> None:
data = load_manifest("docs/laptop-fleet-manifest.example.yaml")
plan = build_plan(data)
assert plan["anchor_agents"] == ["timmy-anchor-a", "timmy-anchor-b"]
assert plan["desktop_nas"] == "timmy-desktop-nas"
assert plan["role_mapping"]["timmy-daylight-a"]["schedule"] == "10:00-16:00"
def test_validate_manifest_requires_unique_hostnames() -> None:
data = {
"machines": [
{"hostname": "dup", "machine_type": "laptop", "ram_gb": 8, "cpu_cores": 4, "os": "Linux", "adapter_condition": "good"},
{"hostname": "dup", "machine_type": "laptop", "ram_gb": 16, "cpu_cores": 8, "os": "Linux", "adapter_condition": "good"},
]
}
try:
validate_manifest(data)
except ValueError as exc:
assert "duplicate hostname" in str(exc)
assert "unique hostnames" in str(exc)
else:
raise AssertionError("validate_manifest should reject duplicate hostname")
def test_markdown_contains_anchor_agents_and_daylight_schedule() -> None:
data = load_manifest("docs/laptop-fleet-manifest.example.yaml")
plan = build_plan(data)
content = render_markdown(plan, data)
assert "24/7 anchor agents: timmy-anchor-a, timmy-anchor-b" in content
assert "Daylight schedule: 10:00-16:00" in content
assert "desktop_nas" in content
def test_manifest_template_is_valid_yaml() -> None:
data = yaml.safe_load(Path("docs/laptop-fleet-manifest.example.yaml").read_text())
assert data["fleet_name"] == "timmy-laptop-fleet"
assert len(data["machines"]) == 6

View File

@@ -0,0 +1,68 @@
from pathlib import Path
import importlib.util
import unittest
ROOT = Path(__file__).resolve().parent.parent
SCRIPT_PATH = ROOT / "scripts" / "mempalace_ezra_integration.py"
DOC_PATH = ROOT / "docs" / "MEMPALACE_EZRA_INTEGRATION.md"
def load_module(path: Path, name: str):
assert path.exists(), f"missing {path.relative_to(ROOT)}"
spec = importlib.util.spec_from_file_location(name, path)
assert spec and spec.loader
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)
return module
class TestMempalaceEzraIntegration(unittest.TestCase):
def test_build_plan_contains_issue_required_steps_and_gotchas(self):
mod = load_module(SCRIPT_PATH, "mempalace_ezra_integration")
plan = mod.build_plan({})
self.assertEqual(plan["package_spec"], "mempalace==3.0.0")
self.assertIn("pip install mempalace==3.0.0", plan["install_command"])
self.assertEqual(plan["wing"], "ezra_home")
self.assertIn('echo "" | mempalace mine ~/.hermes/', plan["mine_home_command"])
self.assertIn('--mode convos', plan["mine_sessions_command"])
self.assertIn('mempalace wake-up', plan["wake_up_command"])
self.assertIn('hermes mcp add mempalace -- python -m mempalace.mcp_server', plan["mcp_command"])
self.assertIn('wing:', plan["yaml_template"])
self.assertTrue(any('stdin' in item.lower() for item in plan["gotchas"]))
self.assertTrue(any('wing:' in item for item in plan["gotchas"]))
def test_build_plan_accepts_path_and_wing_overrides(self):
mod = load_module(SCRIPT_PATH, "mempalace_ezra_integration")
plan = mod.build_plan(
{
"hermes_home": "/root/wizards/ezra/home",
"sessions_dir": "/root/wizards/ezra/home/sessions",
"wing": "ezra_archive",
}
)
self.assertEqual(plan["wing"], "ezra_archive")
self.assertIn('/root/wizards/ezra/home', plan["mine_home_command"])
self.assertIn('/root/wizards/ezra/home/sessions', plan["mine_sessions_command"])
self.assertIn('wing: ezra_archive', plan["yaml_template"])
def test_repo_contains_mem_palace_ezra_doc(self):
self.assertTrue(DOC_PATH.exists(), "missing committed MemPalace Ezra integration doc")
text = DOC_PATH.read_text(encoding="utf-8")
required = [
"# MemPalace v3.0.0 — Ezra Integration Packet",
"pip install mempalace==3.0.0",
'echo "" | mempalace mine ~/.hermes/',
"mempalace mine ~/.hermes/sessions/ --mode convos",
"mempalace wake-up",
"hermes mcp add mempalace -- python -m mempalace.mcp_server",
"Report back to #568",
]
for snippet in required:
self.assertIn(snippet, text)
if __name__ == "__main__":
unittest.main()

View File

@@ -0,0 +1,105 @@
from pathlib import Path
import yaml
from scripts.plan_nh_broadband_install import (
build_packet,
load_request,
render_markdown,
validate_request,
)
def test_script_exists() -> None:
assert Path("scripts/plan_nh_broadband_install.py").exists()
def test_example_request_exists() -> None:
assert Path("docs/nh-broadband-install-request.example.yaml").exists()
def test_example_packet_exists() -> None:
assert Path("docs/nh-broadband-install-packet.example.md").exists()
def test_research_memo_exists() -> None:
assert Path("reports/operations/2026-04-15-nh-broadband-public-research.md").exists()
def test_load_and_build_packet() -> None:
data = load_request("docs/nh-broadband-install-request.example.yaml")
packet = build_packet(data)
assert packet["contact"]["name"] == "Timmy Operator"
assert packet["service_address"]["city"] == "Concord"
assert packet["service_address"]["state"] == "NH"
assert packet["status"] == "pending_scheduling_call"
assert len(packet["checklist"]) == 8
assert packet["checklist"][0]["done"] is False
def test_validate_rejects_missing_contact_name() -> None:
data = {
"contact": {"name": "", "phone": "555"},
"service": {"address": "1 St", "city": "X", "state": "NH"},
"checklist": ["do thing"],
}
try:
validate_request(data)
except ValueError as exc:
assert "contact.name" in str(exc)
else:
raise AssertionError("should reject empty contact name")
def test_validate_rejects_missing_service_address() -> None:
data = {
"contact": {"name": "A", "phone": "555"},
"service": {"address": "", "city": "X", "state": "NH"},
"checklist": ["do thing"],
}
try:
validate_request(data)
except ValueError as exc:
assert "service.address" in str(exc)
else:
raise AssertionError("should reject empty service address")
def test_validate_rejects_empty_checklist() -> None:
data = {
"contact": {"name": "A", "phone": "555"},
"service": {"address": "1 St", "city": "X", "state": "NH"},
"checklist": [],
}
try:
validate_request(data)
except ValueError as exc:
assert "checklist" in str(exc)
else:
raise AssertionError("should reject empty checklist")
def test_render_markdown_contains_key_sections() -> None:
data = load_request("docs/nh-broadband-install-request.example.yaml")
packet = build_packet(data)
md = render_markdown(packet, data)
assert "# NH Broadband Install Packet" in md
assert "## Contact" in md
assert "## Service Address" in md
assert "## Call Log" in md
assert "## Appointment Checklist" in md
assert "Concord" in md
assert "NH" in md
def test_render_markdown_shows_checklist_items() -> None:
data = load_request("docs/nh-broadband-install-request.example.yaml")
packet = build_packet(data)
md = render_markdown(packet, data)
assert "- [ ] Confirm exact-address availability" in md
def test_example_yaml_is_valid() -> None:
data = yaml.safe_load(Path("docs/nh-broadband-install-request.example.yaml").read_text())
assert data["contact"]["name"] == "Timmy Operator"
assert len(data["checklist"]) == 8

View File

@@ -17,8 +17,24 @@ from typing import Dict, Any, Optional, List
from pathlib import Path
from dataclasses import dataclass
from enum import Enum
import importlib.util
from harness import UniWizardHarness, House, ExecutionResult
def _load_local(module_name: str, filename: str):
"""Import a module from an explicit file path, bypassing sys.path resolution."""
spec = importlib.util.spec_from_file_location(
module_name,
str(Path(__file__).parent / filename),
)
mod = importlib.util.module_from_spec(spec)
spec.loader.exec_module(mod)
return mod
_harness = _load_local("v2_harness", "harness.py")
UniWizardHarness = _harness.UniWizardHarness
House = _harness.House
ExecutionResult = _harness.ExecutionResult
class TaskType(Enum):

View File

@@ -8,13 +8,30 @@ import time
import sys
import argparse
import os
import importlib.util
from pathlib import Path
from datetime import datetime
from typing import Dict, List, Optional
sys.path.insert(0, str(Path(__file__).parent))
def _load_local(module_name: str, filename: str):
"""Import a module from an explicit file path, bypassing sys.path resolution.
Prevents namespace collisions when multiple directories contain modules
with the same name (e.g. uni-wizard/harness.py vs uni-wizard/v2/harness.py).
"""
spec = importlib.util.spec_from_file_location(
module_name,
str(Path(__file__).parent / filename),
)
mod = importlib.util.module_from_spec(spec)
spec.loader.exec_module(mod)
return mod
_harness = _load_local("v2_harness", "harness.py")
UniWizardHarness = _harness.UniWizardHarness
House = _harness.House
ExecutionResult = _harness.ExecutionResult
from harness import UniWizardHarness, House, ExecutionResult
from router import HouseRouter, TaskType
from author_whitelist import AuthorWhitelist