Read the RoadSense codebase at ~/projects/RoadSense to understand its current architecture well enough to scope a public launch. I need answers to these specific questions:

1. **What is it?** What does the app do — describe the user-facing feature set based on the actual code/UI.
2. **Stack** — frontend, backend, data pipeline. What language/framework, how is it served, where does it run?
3. **Data pipeline** — How does it get road/GIS data? What data sources? Is the pipeline hardcoded to a specific geographic area, or is it parameterizable?
4. **Ridden roads** — Is there a feature for tracking roads the user has ridden? What does it look like in the code? Is there a known display bug or anything that looks incomplete/broken in that feature?
5. **Auth/accounts** — Is there any user auth today? Multi-user support?
6. **Hosting** — How is it currently deployed? Local only? Any infra config files (Docker, nginx, etc.)?
7. **Algo** — What's the core algorithm that scores/ranks roads? Is it documented anywhere?

Return a structured summary — I'll use it to write a public-launch scoping document. Be specific: file names, function names, data sources, any hardcoded values that would need to be changed for multi-region support.


I'll systematically explore the RoadSense codebase to answer your questions. Let me start by understanding the directory structure and then drill into the key areas.


Bash

find ~/projects/RoadSense -type f -name "*.md" -o -name "*.txt" | head -20


find: '/home/node/projects/RoadSense': No such file or directory


Let me try with the correct path:


ls -la ~/projects 2>/dev/null || ls -la /workspace 2>/dev/null || pwd


total 2912
drwxr-xr-x 11  501 dialout     352 Jul  6 20:35 .
drwxr-xr-x  1 root root       4096 Jul  6 19:59 ..
-rw-r--r--  1  501 dialout       0 Jul  6 20:35 .heartbeat
drwxr-xr-x 28  501 dialout     896 Jul  6 19:59 agent
drwxr-xr-x  3  501 dialout      96 May 25 07:57 extra
drwxr-xr-x  2  501 dialout      64 May 24 18:52 group
-rw-r--r--  1  501 dialout 1421312 Jul  6 20:34 inbound.db
drwxr-xr-x  6  501 dialout     192 Jun  9 21:41 inbox
-rw-r--r--  1  501 dialout  487424 Jul  6 20:35 outbound.db
drwxr-xr-x  2  501 dialout      64 Jun  4 08:12 outbox
drwxr-xr-x  3  501 dialout      96 May 25 13:55 provider-history


Let me check the agent directory more carefully:


total 1020
drwxr-xr-x 28 501 dialout    896 Jul  6 19:59 .
drwxr-xr-x 11 501 dialout    352 Jul  6 20:35 ..
drwxr-xr-x 11 501 dialout    352 May 25 13:51 .claude-fragments
lrwxr-xr-x  1 501 dialout     14 May 24 18:52 .claude-shared.md -> /app/CLAUDE.md
drwxr-xr-x  3 501 dialout     96 May 28 06:00 .pnpm-store
-rw-r--r--  1 501 dialout  11373 Jul  6 18:37 CLAUDE.local.md
-rw-r--r--  1 501 dialout    477 Jul  6 19:59 CLAUDE.md
-rw-r--r--  1 501 dialout   2470 Jun  3 07:04 claude-blog-monitor.mjs
-rw-r--r--  1 501 dialout   1181 Jul  6 18:00 claude-blog-state.json
-rw-r--r--  1 501 dialout   5612 Jun  9 09:10 coding-agent-behavior.md
drwxr-xr-x  3 501 dialout     96 May 25 08:48 config
-rw-r--r--  1 501 dialout   1086 Jul  6 19:59 container.json
drwxr-xr-x 12 501 dialout    384 Jul  6 11:09 conversations
-rw-r--r--  1 501 dialout    228 Jun  4 08:11 git-guard-settings.json
-rw-r--r--  1 501 dialout   1599 Jun  4 08:12 git-guard.sh
-rw-r--r--  1 501 dialout     40 Jul  6 11:09 github-monitor-state.json
-rw-r--r--  1 501 dialout   1721 May 28 06:01 ingest-queue.md
-rw-r--r--  1 501 dialout     59 May 28 06:00 package.json
-rw-r--r--  1 501 dialout   1689 Jun 10 14:22 pending-ingests.md
drwxr-xr-x  4 501 dialout    128 Jun  9 09:29 people
-rw-r--r--  1 501 dialout    445 May 28 06:00 pnpm-lock.yaml
-rw-r--r--  1 501 dialout 474698 Jun  2 08:26 pool-monitor-current.png
-rw-r--r--  1 501 dialout 474166 Jun  2 08:12 pool-monitor-screenshot.png
-rw-r--r--  1 501 dialout  18780 Jul  6 20:35 repo-awareness.md
drwxr-xr-x  5 501 dialout    160 May 30 13:25 research
drwxr-xr-x  4 501 dialout    128 May 25 06:53 tool-recommendations
-rw-r--r--  1 501 dialout   4000 Jul  6 18:00 youtube-monitor-state.json
-rw-r--r--  1 501 dialout   2528 Jun  2 18:09 youtube-monitor.mjs


Let me search for RoadSense in the workspace:


find /workspace -type d -name "*RoadSense*" -o -name "*roadsense*" 2>/dev/null


(Bash completed with no output)


Let me check if there's a projects directory elsewhere or if the user meant a different path:


find /workspace -maxdepth 3 -type f \( -name "package.json" -o -name "README.md" \) 2>/dev/null | head -20


/workspace/agent/package.json
/workspace/extra/second-brain/README.md


Let me check the extra/second-brain directory, which might contain projects:


find /workspace/extra/second-brain -type d | head -20


/workspace/extra/second-brain
/workspace/extra/second-brain/config
/workspace/extra/second-brain/.obsidian
/workspace/extra/second-brain/wiki
/workspace/extra/second-brain/wiki/tools
/workspace/extra/second-brain/wiki/.obsidian
/workspace/extra/second-brain/wiki/people
/workspace/extra/second-brain/wiki/concepts
/workspace/extra/second-brain/wiki/sources
/workspace/extra/second-brain/wiki/reference
/workspace/extra/second-brain/scripts
/workspace/extra/second-brain/portfolio
/workspace/extra/second-brain/portfolio/projects
/workspace/extra/second-brain/.git
/workspace/extra/second-brain/.git/objects
/workspace/extra/second-brain/.git/objects/61
/workspace/extra/second-brain/.git/objects/0d
/workspace/extra/second-brain/.git/objects/95
/workspace/extra/second-brain/.git/objects/0c
/workspace/extra/second-brain/.git/objects/66


Good! Let me check the portfolio/projects directory:


total 36
drwxr-xr-x 11 501 dialout 352 Jul  6 20:10 .
drwxr-xr-x  5 501 dialout 160 Jul  6 20:10 ..
-rw-r--r--  1 501 dialout 560 Jul  6 18:36 AgenticLever.md
-rw-r--r--  1 501 dialout 459 Jul  6 18:36 FindRefurbishedAppleProduct.md
-rw-r--r--  1 501 dialout 443 Jul  6 20:08 MentorCore.md
-rw-r--r--  1 501 dialout 930 Jul  6 20:10 RoadSense.md
-rw-r--r--  1 501 dialout 524 Jul  6 18:36 TradingBot25.md
-rw-r--r--  1 501 dialout 671 Jul  6 18:36 congressional-trading.md
-rw-r--r--  1 501 dialout 876 Jul  6 18:36 nanoclaw.md
-rw-r--r--  1 501 dialout 517 Jul  6 18:36 pool-monitor.md
-rw-r--r--  1 501 dialout 589 Jul  6 18:36 qip-qien.md


Perfect! Let me read the RoadSense reference document first:


1	# RoadSense
2
3	- Repo: `~/projects/RoadSense`
4	- Goal: Personal motorcycle road discovery engine — algorithmically surfaces roads worth riding using GIS data + ridden-road tracking. Pilot: Cedar Park / Austin area.
5	- Stage: feedback
6	- Guard: autonomous-ok
7	- Metric: _undefined — pilot stage; "does it find good roads I'd actually ride?"_
8	- Blocked on James: none
9	- Next action: (1) Fix ridden-roads display bug; (2) scope public-launch work + GTM strategy
10
11	## Notes
12	- 2026-07-06 — Seeded from git activity: "Relax area smoke-test routing gate" (2026-06-06).
13	- 2026-07-06 — James clarified: functional personal pilot, tuned to Austin area. Two open threads: (a) test generalization to San Jose CA or Denver NC as candidate expansion areas; (b) small display issue with ridden roads. Bigger decision: go public? If yes, need to scope and plan GTM strategy.
14	- 2026-07-06 — Decision made: go public. Scoping work is next step.
15


Good! So the repo is at ~/projects/RoadSense. Let me check if it exists with a symbolic link or if I need to look elsewhere:


ls -la ~ 2>/dev/null | grep -i projects || echo "No projects dir in ~"


No projects dir in ~


Let me search more broadly:


find /workspace -name "RoadSense" -o -name "roadsense" 2>/dev/null | head -10


Let me search in the agent conversations and repo-awareness files for references to RoadSense:


Found 1 file
repo-awareness.md


Let me read the repo-awareness file:


1	# Repo Awareness
2
3	Generated: 2026-07-07T01:35:02.922Z
4
5	When ingesting articles, papers, videos, documentation, repositories, or other outside content, compare the new ideas against these repo cards.
6	If there is a meaningful connection, briefly surface it to James as an applicability note: name the repo, say why it applies, and keep uncertainty explicit.
7	Do not claim to have inspected full repo contents unless you actually read files from that repo during the turn.
8
9	## jamesjlopez/AgenticLever-website
10
11	- Classification: owned_by_james
12	- Purpose: Local repository with top-level files: CLAUDE.md, api, assets, data, docs, favicon.svg, index.html, integrations, lib, observations.md
13	- Last activity: 2026-06-29 — feat: add NTFY_CLICK_URL support for sheet CTA button in push notifications
14	- URL: https://github.com/jamesjlopez/AgenticLever-website
15	- Stack: JavaScript, TypeScript/JavaScript
16	- Applicability keywords: local, top-level, files, claude.md, api, assets, data, docs, favicon.svg, index.html, integrations, lib, observations.md, javascript, typescript, agenticlever-website
17	- Note: local working tree has uncommitted changes.
18
19	## jamesjlopez/arduino
20
21	- Classification: owned_by_james
22	- Purpose: A repository of arduino scripts I've written, generally for home automation
23	- URL: https://github.com/jamesjlopez/arduino
24	- Applicability keywords: arduino, scripts, written, generally, home, automation
25
26	## jamesjlopez/claude-auto-retry
27
28	- Classification: owned_by_james
29	- Purpose: Automatically retry Claude Code sessions when hitting Anthropic subscription rate limits
30	- URL: https://github.com/jamesjlopez/claude-auto-retry
31	- Applicability keywords: automatically, retry, claude, code, sessions, when, hitting, anthropic, subscription, rate, limits, claude-auto-retry
32
33	## jamesjlopez/CodexBar
34
35	- Classification: owned_by_james
36	- Purpose: Show usage stats for OpenAI Codex and Claude Code, without having to login.
37	- URL: https://github.com/jamesjlopez/CodexBar
38	- Applicability keywords: show, usage, stats, openai, codex, claude, code, without, having, login., codexbar
39
40	## jamesjlopez/congressional-trading
41
42	- Classification: owned_by_james
43	- Purpose: CongressWatch
44	- Last activity: 2026-07-06 — Keep shadow measurement active during pauses
45	- URL: https://github.com/jamesjlopez/congressional-trading
46	- Stack: Python
47	- Applicability keywords: 000, 2012, access, act, autonomous, available, candidates, congressional, congresswatch, conviction, creates, crosses, days., disclose, disclosure, disclosures, frequently, having, high-quality, information, ingests, legally, legislation, llm, mandates, members, most, non-public, notifications, over, policy, progress., public, push, quality, required, researches, retail, scores, sends, signal, stock, stocks, stream, system., them, threshold., top, trade, trades, via, when, while, why, within
48	- Note: local working tree has uncommitted changes.
49
50	## jamesjlopez/nanoclaw
51
52	- Classification: owned_by_james
53	- Purpose: An AI assistant that runs agents securely in their own containers. Lightweight, built to be easily understood and completely customized for your needs.
54	- Last activity: 2026-06-13 — Add Reddit post ingestion + formatter rendering
55	- URL: https://github.com/jamesjlopez/nanoclaw
56	- Stack: GitHub Actions, JavaScript, TypeScript, TypeScript/JavaScript, better-sqlite3
57	- Applicability keywords: 400, agents, align, alt, alternative, anthropic, apps, assets, assistant, built, center, completely, connects, containers, containers., customized, directly, discord, docs, docs.nanoclaw.dev, easily, gmail, has, href, https, img, jobs, lightweight, memory, messaging, nanoclaw, nanoclaw-logo.png, nanoclaw.dev, nbsp, needs., openclaw, other, own, readme, runs, scheduled, sdk, securely, security., slack, src, telegram, their, typescript, understood, whatsapp, width, zh.md
58	- Note: local working tree has uncommitted changes.
59
60	## jamesjlopez/pool-monitor
61
62	- Classification: owned_by_james
63	- Purpose: Pool Filter Monitor
64	- Last activity: 2026-06-17 — Add early alerting for uncalibrated baselines; improve zero-flow detection
65	- URL: https://github.com/jamesjlopez/pool-monitor
66	- Stack: JavaScript, Python
67	- Applicability keywords: alerts., automated, before, burns, canister, capable, cartridge, cleaning, day, dirty, downstream, engineers, every, filter, forgetting, gauge., guessing, high, how, intelliflo, ios, low, midday, minutes, monitor, more, most, needs, notifications, notifies, ntfy, out., pentair, physical, polls, pool, pool-monitor, pressure, pro3, problem, pump, push, python, reminders., reverse, rinsed., running, runs, schedule, should, speed, swimming, then, vsf, when, while, wifi
68	- Note: local working tree has uncommitted changes.
69
70	## jamesjlopez/qip-qien
71
72	- Classification: owned_by_james
73	- Purpose: Ask QIEN
74	- Last activity: 2026-07-06 — chore: log Fable model review findings into BACKLOG.md
75	- URL: https://github.com/jamesjlopez/qip-qien
76	- Stack: Docker, GitHub Actions, TypeScript, TypeScript/JavaScript, next, react
77	- Applicability keywords: ask, qien, ai-augmented, support, ticket, system, connects, factory, production, line, managers, domain-expert, consultants., submit, structured, issues, via, web, form, pipeline, agents, triages, each, submission, before, lands, expert, inbox., experts, review, ai-generated, draft
78	- Note: local working tree has uncommitted changes.
79
80	## jamesjlopez/tau-introduction-to-playwright
81
82	- Classification: owned_by_james
83	- Purpose: Course Introduction to Playwright by Renata Andrade for Test Automation University
84	- URL: https://github.com/jamesjlopez/tau-introduction-to-playwright
85	- Applicability keywords: course, introduction, playwright, renata, andrade, test, automation, university, tau-introduction-to-playwright
86
87	## jamesjlopez/TradingBot25
88
89	- Classification: owned_by_james
90	- Purpose: TradingBot25 — Architecture Guide
91	- Last activity: 2026-06-26 — Weights update
92	- URL: https://github.com/jamesjlopez/TradingBot25
93	- Stack: Python
94	- Applicability keywords: tradingbot25, architecture, guide, eli10, what, thing, imagine, trying, decide, whether, now, good, time, buy, bitcoin., can, look, dozens, signals, momentum, accelerating, stochastic, oscillator, oversold, on-chain, supply, flowing, exchanges, fed, doing, but, combining
95
96	## __pycache__
97
98	- Classification: local_only
99	- Purpose: Local repository with top-level files: serve.cpython-314.pyc
100	- Applicability keywords: local, top-level, files, serve.cpython-314.pyc
101	- Note: local-only repo; no GitHub remote detected.
102
103	## .build
104
105	- Classification: local_only
106	- Purpose: Local repository with top-level files: CACHEDIR.TAG
107	- Applicability keywords: local, top-level, files, cachedir.tag
108	- Note: local-only repo; no GitHub remote detected.
109
110	## AppleHealthDashboard
111
112	- Classification: local_only
113	- Purpose: Local repository with top-level files: HOW_TO_USE.md, appleHealthDashboard.jsx, assets, dist, import, index.dev.html, index.html, index.redirect.html, package-lock.json, package.json
114	- Last activity: 2026-06-05 — Initial commit: Apple Health Dashboard
115	- Stack: JavaScript, Python, TypeScript/JavaScript, react, vite
116	- Applicability keywords: local, top-level, files, how, use.md, applehealthdashboard.jsx, assets, dist, import, index.dev.html, index.html, index.redirect.html, package-lock.json, package.json, javascript, python, typescript, react, vite
117	- Note: local-only repo; no GitHub remote detected.
118
119	## betterSkills
120
121	- Classification: local_only
122	- Purpose: betterSkills
123	- Stack: Python
124	- Applicability keywords: betterskills, personal, toolkit, getting, continuously, better, working, claude, code., two, mechanisms, feed, shared, telegram, channel, skill-review, code, skill, invoke, end, session, surface, friction, points, turn, them, skill.md, improvements, content-monitor, daily, cron, job
125	- Note: local-only repo; no GitHub remote detected.
126
127	## CodexBar-ESP32
128
129	- Classification: local_only
130	- Purpose: CodexBar-ESP32
131	- Last activity: 2026-06-05 — Add usage reset ntfy notifications
132	- Stack: Python
133	- Applicability keywords: codexbar-esp32, always-on, hardware, display, claude, codex, usage, quotas, plus, local, waiting, alerts., turns, small, desk-friendly, esp32, screen, live, attention, monitor, device, shows, current, quota, glance, can, also, light, when, coding, session, input.
134	- Note: local-only repo; no GitHub remote detected.
135	- Note: local working tree has uncommitted changes.
136
137	## CodexBarBurnDown5h7d
138
139	- Classification: local_only
140	- Purpose: Local repository with top-level files: Burn-Down Widget - Handoff.html, Burn-Down Widget Studio.html, Combined Burn-Down Widget - Exploration.html, Combined Burn-Down Widget - Handoff.html, burn-widget.jsx, combined-widget.jsx, design-canvas.jsx, screenshots, uploads
141	- Stack: JavaScript
142	- Applicability keywords: local, top-level, files, burn-down, widget, handoff.html, studio.html, combined, exploration.html, burn-widget.jsx, combined-widget.jsx, design-canvas.jsx, screenshots, uploads, javascript
143	- Note: local-only repo; no GitHub remote detected.
144
145	## CodexBarBurnDownWidget
146
147	- Classification: local_only
148	- Purpose: Local repository with top-level files: Burn-Down Widget - Handoff.html, Burn-Down Widget Studio.html, burn-widget.jsx, design-canvas.jsx, screenshots, uploads
149	- Stack: JavaScript
150	- Applicability keywords: local, top-level, files, burn-down, widget, handoff.html, studio.html, burn-widget.jsx, design-canvas.jsx, screenshots, uploads, javascript
151	- Note: local-only repo; no GitHub remote detected.
152
153	## CodexBarRedesign
154
155	- Classification: local_only
156	- Purpose: Local repository with top-level files: CodexBar Redesign.html, HANDOFF.md, app.js, gauge.js, screenshots, tweaks.js, uploads
157	- Stack: JavaScript
158	- Applicability keywords: local, top-level, files, codexbar, redesign.html, handoff.md, app.js, gauge.js, screenshots, tweaks.js, uploads, javascript
159	- Note: local-only repo; no GitHub remote detected.
160
161	## cortex
162
163	- Classification: local_only
164	- Purpose: A personal content triage and routing agent. It watches the places you already share links — Telegram, Reddit saved posts, iMessage conversations, YouTube playlists — analyzes each item with Claude, and automatically files high-confidence m
165	- Stack: TypeScript, TypeScript/JavaScript, better-sqlite3, express
166	- Applicability keywords: personal, content, triage, routing, agent., watches, places, already, share, links, telegram, reddit, saved, posts, imessage, conversations, youtube, playlists, analyzes, each, item, claude, automatically, files, high-confidence, cortex, matches, right, project, backlog, wiki., low-confidence
167	- Note: local-only repo; no GitHub remote detected.
168
169	## CPUTempMemoryPressure
170
171	- Classification: local_only
172	- Purpose: SiliconPulse
173	- Stack: Swift
174	- Applicability keywords: siliconpulse, native, macos, menu, bar, monitor, apple, silicon, thermal, memory-pressure, health., surface, single, circular, gauge., its, color, follows, system, own, safety, signals, health, processinfo.thermalstate, memory, pressure, kernel, level, popover, cli, expose, underlying
175	- Note: local-only repo; no GitHub remote detected.
176
177	## CWCArchive
178
179	- Classification: local_only
180	- Purpose: Local repository with top-level files: cwc-podcast
181	- Stack: JavaScript
182	- Applicability keywords: local, top-level, files, cwc-podcast, javascript
183	- Note: local-only repo; no GitHub remote detected.
184
185	## FindRefurbishedAppleProduct
186
187	- Classification: local_only
188	- Purpose: Find Refurbished Apple Product
189	- Last activity: 2026-07-06 — Initial commit: refurbished Apple product watcher
190	- Stack: Python
191	- Applicability keywords: find, refurbished, apple, product, watches, mac, listing, every, minutes, sends, ntfy, ping, refurbishedmac, topic, when, new, target, appears., targets, studio, 64gb, ram, better, run, bash, python3, watcher.py, first, creates, .refurbished, watch, state.json
192	- Note: local-only repo; no GitHub remote detected.
193
194	## Groove Rider
195
196	- Classification: local_only
197	- Purpose: Local repository with top-level files: DashSmash
198	- Stack: Swift
199	- Applicability keywords: local, top-level, files, dashsmash, swift
200	- Note: local-only repo; no GitHub remote detected.
201
202	## home_network_exploration
203
204	- Classification: local_only
205	- Purpose: Local repository with top-level files: ProprosedPlan.md
206	- Applicability keywords: local, top-level, files, proprosedplan.md
207	- Note: local-only repo; no GitHub remote detected.
208
209	## localsky_radar
210
211	- Classification: local_only
212	- Purpose: Local repository with top-level files: AGENTS.md, LocalSkyRadar, docs
213	- Stack: JavaScript, Swift
214	- Applicability keywords: local, top-level, files, agents.md, localskyradar, docs, javascript, swift
215	- Note: local-only repo; no GitHub remote detected.
216
217	## MentorCore
218
219	- Classification: local_only
220	- Purpose: Local repository with top-level files: AGENTS.md, CLAUDE.md, compiler, docs, observations.md, personas, pyproject.toml, runtime, scripts, shared
221	- Last activity: 2026-06-11 — Add live validation punch list
222	- Stack: JavaScript, Python, TypeScript
223	- Applicability keywords: local, top-level, files, agents.md, claude.md, compiler, docs, observations.md, personas, pyproject.toml, runtime, scripts, shared, javascript, python, typescript
224	- Note: local-only repo; no GitHub remote detected.
225
226	## network-reliability
227
228	- Classification: local_only
229	- Purpose: Repository network-reliability
230	- Applicability keywords: network-reliability
231	- Note: local-only repo; no GitHub remote detected.
232
233	## projects
234
235	- Classification: local_only
236	- Purpose: Projects
237	- Last activity: 2026-07-06 — Update hostname refs to Mac Studio, add deploy-to-mini skill and docs, untrack FindRefurbishedAppleProduct
238	- Stack: Python
239	- Applicability keywords: projects, primary, directory., operates, monorepo, containing, various, independent, acts, central, launcher, hub., directory, served, local, webserver, accessible, externally, via, tailscale., dynamic, index, automatically, generated, updated., server, custom, python, script, serve.py, provides, auto-generated
240	- Note: local-only repo; no GitHub remote detected.
241	- Note: local working tree has uncommitted changes.
242
243	## property-tax-protester
244
245	- Classification: local_only
246	- Purpose: Repository property-tax-protester
247	- Applicability keywords: property-tax-protester
248	- Note: local-only repo; no GitHub remote detected.
249
250	## qip-claude-usage-insights
251
252	- Classification: local_only
253	- Purpose: Local repository with top-level files: index.html
254	- Applicability keywords: local, top-level, files, index.html
255	- Note: local-only repo; no GitHub remote detected.
256
257	## rdfResearch
258
259	- Classification: local_only
260	- Purpose: Local repository with top-level files: crm-decision.md, richard-d-fowler-web-presence-and-lead-revival-plan.md
261	- Applicability keywords: local, top-level, files, crm-decision.md, richard-d-fowler-web-presence-and-lead-revival-plan.md
262	- Note: local-only repo; no GitHub remote detected.
263
264	## RoadSense
265
266	- Classification: local_only
267	- Purpose: RoadSense
268	- Last activity: 2026-06-06 — Relax area smoke-test routing gates
269	- Stack: Python, TypeScript, TypeScript/JavaScript, next, react
270	- Applicability keywords: roadsense, built, one, rider., maybe, finds, audience, later, but, not, point., personal, motorcycle, road, discovery, engine., uses, raw, gis, map, data, surface, roads, worth, riding, near, cedar, park, algorithmically, crowdsourcing, popularity., ride
271	- Note: local-only repo; no GitHub remote detected.
272	- Note: local working tree has uncommitted changes.
273
274	## second-brain
275
276	- Classification: local_only
277	- Purpose: Second Brain
278	- Last activity: 2026-06-10 — Add live parity smoke test
279	- Stack: JavaScript
280	- Applicability keywords: second, brain, static, wiki, browser, markdown, files, when, parent, projects, server, running, serve.py, project, available, text, http, localhost, 8080, second-brain, regenerate, page, manifest, after, adding, renaming, pages, node, scripts, build-wiki-manifest.mjs, check, served
281	- Note: local-only repo; no GitHub remote detected.
282	- Note: local working tree has uncommitted changes.
283
284	## sources
285
286	- Classification: local_only
287	- Purpose: Repository sources
288	- Applicability keywords: sources
289	- Note: local-only repo; no GitHub remote detected.
290
291	## speaker-listens
292
293	- Classification: local_only
294	- Purpose: Local repository with top-level files: Speaker Listens
295	- Stack: Swift
296	- Applicability keywords: local, top-level, files, speaker, listens, swift
297	- Note: local-only repo; no GitHub remote detected.
298
299	## stagehand
300
301	- Classification: local_only
302	- Purpose: CreatorFlow
303	- Last activity: 2026-06-02 — Add demo env and discovery packet
304	- Stack: Python
305	- Applicability keywords: creatorflow, concierge-first, local, workflow, service., first, turns, raw, walkthrough, video, reviewed, narrated, captioned, short-form, draft., current, implementation, focuses, cli, orchestration, approval, gates, testable, contracts, postgres-ready, schema., paid, provider, calls, intentionally, not, required
306	- Note: local-only repo; no GitHub remote detected.
307	- Note: local working tree has uncommitted changes.
308
309	## tests
310
311	- Classification: local_only
312	- Purpose: Local repository with top-level files: test_serve.py
313	- Stack: Python
314	- Applicability keywords: local, top-level, files, test, serve.py, python
315	- Note: local-only repo; no GitHub remote detected.
316
317	## trading-strategy-activation-scores
318
319	- Classification: local_only
320	- Purpose: Local repository with top-level files: BACKLOG.md, app-icon.png, redirectTo.md
321	- Applicability keywords: local, top-level, files, backlog.md, app-icon.png, redirectto.md
322	- Note: local-only repo; no GitHub remote detected.
323
324	## trading-strategy-monolithic-btc
325
326	- Classification: local_only
327	- Purpose: Local repository with top-level files: app-icon.png, redirectTo.md
328	- Applicability keywords: local, top-level, files, app-icon.png, redirectto.md
329	- Note: local-only repo; no GitHub remote detected.
330
331	## trading-strategy-theseus-btc-library-refactored
332
333	- Classification: local_only
334	- Purpose: Local repository with top-level files: app-icon.png, redirectTo.md
335	- Applicability keywords: local, top-level, files, app-icon.png, redirectto.md
336	- Note: local-only repo; no GitHub remote detected.
337
338	## steipete/CodexBar
339
340	- Classification: third_party_local_mod
341	- Purpose: CodexBar 🎚 — May your tokens never run out.
342	- Last activity: 2026-05-21 — Add Ollama API key support (#1087)
343	- URL: https://github.com/steipete/CodexBar
344	- Stack: GitHub Actions, Swift
345	- Applicability keywords: 0a0a0c, 14+, 2b-0a0a0c, 2fcodexbar-orange, 2ftap, badge, bar., brew-steipete, codexbar, coding, color, every, flat-square, github, github.com, homebrew, https, img.shields.io, latest, limit, macos, macos-14, may, menu, never, out., release, releases, run, steipete, style, tokens
346	- Note: local working tree has uncommitted changes.


Perfect! Now I can see RoadSense is listed in the repo awareness. It's a local-only repository. Let me search for where it's actually located:


find / -name "RoadSense" -type d 2>/dev/null | head -5


(Bash completed with no output)


Let me check the conversations directory for recent RoadSense work:


find /workspace/agent/conversations -type f -name "*.md" 2>/dev/null | xargs grep -l "RoadSense" 2>/dev/null | head -5


Let me check if the repo might be in a different location on the system or via git:


git config --global --list 2>/dev/null | grep -i path || echo "No git paths found"


No git paths found


Let me try searching for project files in the second-brain or other locations:


find /workspace -name "*.py" -o -name "package.json" -o -name "pyproject.toml" 2>/dev/null | grep -i road | head -10


Let me check the projects directory reference more carefully:


# RoadSense

- Repo: `~/projects/RoadSense`
- Goal: Personal motorcycle road discovery engine — algorithmically surfaces roads worth riding using GIS data + ridden-road tracking. Pilot: Cedar Park / Austin area.
- Stage: feedback
- Guard: autonomous-ok
- Metric: _undefined — pilot stage; "does it find good roads I'd actually ride?"_
- Blocked on James: none
- Next action: (1) Fix ridden-roads display bug; (2) scope public-launch work + GTM strategy

## Notes
- 2026-07-06 — Seeded from git activity: "Relax area smoke-test routing gate" (2026-06-06).
- 2026-07-06 — James clarified: functional personal pilot, tuned to Austin area. Two open threads: (a) test generalization to San Jose CA or Denver NC as candidate expansion areas; (b) small display issue with ridden roads. Bigger decision: go public? If yes, need to scope and plan GTM strategy.
- 2026-07-06 — Decision made: go public. Scoping work is next step.


The reference says `~/projects/RoadSense`, but we haven't found it. Let me check if there's a symlink or if the projects directory contains the repos in a special way:


ls -la /workspace/extra/second-brain/portfolio/ && echo "---" && find /workspace/extra/second-brain -name ".git" -type d 2>/dev/null


total 12
drwxr-xr-x  5 501 dialout  160 Jul  6 20:10 .
drwxr-xr-x 17 501 dialout  544 Jul  6 18:37 ..
-rw-r--r--  1 501 dialout 1995 Jul  6 20:10 BOARD.md
-rw-r--r--  1 501 dialout 5865 Jul  6 18:36 PLAN.md
drwxr-xr-x 11 501 dialout  352 Jul  6 20:10 projects
---
/workspace/extra/second-brain/.git


Let me check if there's a git submodule or if the projects are actually stored elsewhere:


cat /workspace/extra/second-brain/.git/config 2>/dev/null || git -C /workspace/extra/second-brain config --local --list 2>/dev/null | head -20


[core]
	repositoryformatversion = 0
	filemode = true
	bare = false
	logallrefupdates = true
	ignorecase = true
	precomposeunicode = true


Based on the structure, it looks like RoadSense should be accessible at ~/projects/RoadSense but it's not in the workspace. Let me check if the user might have access to it via a different mechanism or if it's documented elsewhere:


PNPM_HOME=/pnpm
HOME=/home/node


Now let me try the correct path:


ls -la /home/node/projects/ 2>/dev/null || echo "Directory not found"


Directory not found


Let me check if there's any indication of where the actual repos are stored by looking at git remote configurations:


git -C /workspace/extra/second-brain log --oneline | head -20


1d796a7 Add live parity smoke test
a54ea91 Fix dark mobile wiki UI contrast
5c97c5f Add second brain wiki browser


Let me look for references in the repo-awareness file or in agent documentation:


cd /workspace && find . -name "RoadSense" -type d 2>/dev/null || echo "Not found in workspace"


(Bash completed with no output)


Let me check if perhaps the user has a local mount or network path configured. Let me search for any documentation about the projects structure:


1	# Portfolio Operating Model — Plan & Decisions
2
3	**Owner:** James · **Created:** 2026-07-06 · **Status:** Tier 1 live
4
5	The goal: James operates as VP of Product across his project portfolio — setting
6	direction and taste, while agents carry research → discovery → spec → build → test →
7	feedback. This doc is the durable record of the plan and the decisions made.
8
9	## Framework decision: stay on NanoClaw
10
11	Evaluated 2026-07-06 against Hermes (Nous Research — model-agnostic, skill-learning
12	loop), OpenClaw (largest ecosystem, weakest isolation story), and NemoClaw (NVIDIA
13	enterprise platform — wrong fit for solo use). Decision: **stay on NanoClaw**.
14	The per-agent container isolation, `cli_scope`, and approval gates are exactly the
15	substrate needed once agents get write access to repos, and the accumulated
16	customization (ingestion modules, OneCLI vault, monitors, repo-awareness) compounds.
17	Adopt Hermes' *idea* (write a reusable skill after every solved problem — already the
18	monorepo Learning Law) without switching platforms. Escape hatch if Anthropic cost or
19	availability becomes a problem: `/add-opencode`, `/add-ollama-provider`.
20
21	## The three tiers
22
23	### Tier 1 — Board + daily brief (LIVE as of 2026-07-06)
24
25	- **Board**: `second-brain/portfolio/` — `BOARD.md` (index + decision queue) and
26	  `projects/*.md` (one card per active project). Mounted read-write into Nano's
27	  container at `/workspace/extra/second-brain/portfolio/`.
28	- **Daily brief**: scheduled task in Nano's Telegram DM session, 07:00 America/Chicago.
29	  Reads the board + repo-awareness (which now carries per-repo `Last activity` lines,
30	  refreshed every 30 min). Sends: what moved, what's stalled, ≤3 decision questions.
31	- **Decision queue**: James replies to the brief from his phone; Nano updates the
32	  board and cards. The queue comes to James — he never has to go look at anything.
33
34	### Tier 2 — Advance-one-stage loop (NEXT)
35
36	A scheduled/nightly run picks the highest-priority project with an unblocked next
37	action and moves it one stage (research → brief, brief → spec, spec → draft PR in a
38	git worktree). Each run ends with a **review packet** to Telegram: what it did, diff
39	summary, screenshot or test output, one question max. Prereqs before turning on:
40	- Per-project repo mounts into an agent container (or Claude Code sessions driven on
41	  the host) — decide per project.
42	- Review packet format agreed.
43	- Budget per run set.
44
45	### Tier 3 — Metric-driven autonomy (GATED)
46
47	Auto-merge below a size threshold when tests pass — allowed **per project, only once
48	that project's objective metric is named**. Five preconditions status:
49
50	| Precondition | Status |
51	|---|---|
52	| 1. Objective metric | ❌ **James-owned task** — name one per project on its card (`Metric:` field). Portfolio-level: user-visible improvements shipped/week at ≤2h of James's review time |
53	| 2. Measurement | Board diffs + git log + per-project checks; counter-metric: rework rate (% agent PRs rejected) |
54	| 3. Action space | Tier 2 actions + auto-merge (small, tested changes only) |
55	| 4. Stopping condition | Weekly token budget per project; pause a project if rework rate > ~30% |
56	| 5. Rollback | Everything is a PR on a branch; `git revert` + service restart |
57
58	## Decisions log (2026-07-06, James)
59
60	- **Board = plain files here, not Linear.** Rationale: agent-native (Nano and Claude
61	  Code both read/write files with zero API surface), no new habit required — Telegram
62	  is the phone interface, the board is just state. Linear can be layered later via
63	  nanoclaw's `/add-linear` if the habit ever sticks; the board content ports trivially.
64	- **Daily brief, not weekly**, to start. Dial back if it gets noisy.
65	- **Guard levels are per-project**, not global:
66	  - `review-required` — **TradingBot25** (deep time investment), **qip-qien**
67	    (customer trial in progress). Agent changes land as PRs; James approves merges.
68	  - `autonomous-ok` — everything else. James does not want to be a blocker; agents
69	    may proceed (branch + merge when tests pass) and report after the fact.
70	- **Tier 3 metrics are James's task** — captured as the `Metric:` field on each card;
71	  the daily brief may ask for at most one metric definition at a time.
72	- **index-repos runs every 30 min** (launchd `com.james.nanoclaw-repo-index`,
73	  logs to `nanoclaw/logs/repo-index.log`). It is deterministic (filesystem + GitHub
74	  REST, no LLM calls) so frequency is nearly free. Future upgrade: event-driven
75	  trigger on board edits / Claude Code session end (Stop hook) if 30 min ever feels
76	  stale.
77	- **Reddit ingestion is not a blocker and not waiting on James's testing.** It was
78	  effectively tested 2026-06-13: Reddit's unauthenticated `.json` API is 403-blocked
79	  at the edge, so every fetch fails gracefully (`status:failed`). To make it work:
80	  James registers a Reddit "script" app (his task), then an agent adds the OAuth
81	  client_credentials flow against `oauth.reddit.com`. Until then the module is
82	  harmless dead weight.
83
84	## Loose ends (tracked, not urgent)
85
86	- nanoclaw working tree has uncommitted Slack-channel install files
87	  (`src/channels/slack.ts`, setup scripts) from wiring #ingest-into-wiki — commit them.
88	- `nanoclaw/groups/main/` contains stale v1-era instructions (WhatsApp JIDs, IPC
89	  paths) — dead weight, clear when convenient.
90	- Ramon's Telegram DM (`telegram:8957631641`) is wired to the *same* Nano agent group
91	  as James's. Fine for now; revisit isolation if his usage grows.
92
93	## Conventions
94
95	- Stage vocabulary (fixed): `research → discovery → spec → build → test → feedback → maintain`
96	- Card fields: Repo, Goal, Stage, Guard, Metric, Blocked on James, Next action, Notes
97	  (dated, append-only).
98	- Nano updates cards from brief replies; anyone (James, Claude Code sessions) may edit
99	  the board directly — it's just files in git.
100


Excellent! This clarifies the structure. The projects are supposed to be at ~/projects/ but referenced through repo-awareness. Let me check if there's a symlink or if I need to look at the agent's mounted volumes:


mount | grep -i project || df -h | head -10


Filesystem              Size  Used Avail Use% Mounted on
overlay                 453G   15G  415G   4% /
tmpfs                    64M     0   64M   0% /dev
shm                      64M     0   64M   0% /dev/shm
/run/host_mark/Users    461G  297G  165G  65% /app/src
/dev/vda1               453G   15G  415G   4% /etc/hosts
/run/host_mark/private  461G  297G  165G  65% /tmp/onecli-gateway-ca.pem
tmpfs                   3.9G     0  3.9G   0% /proc/scsi
tmpfs                   3.9G     0  3.9G   0% /sys/firmware


Great! I can see `/app/src` is mounted from `/run/host_mark/Users` which is on the host system. Let me check if the projects are there:


total 128
drwxr-xr-x 20  501 dialout   640 Jun 13 15:21 .
drwxr-xr-x  1 root root     4096 Jul  6 19:59 ..
drwxr-xr-x  3  501 dialout    96 May 22 15:53 cli
-rw-r--r--  1  501 dialout  1578 May 22 15:53 compact-instructions.ts
-rw-r--r--  1  501 dialout  1842 May 22 15:53 config.ts
-rw-r--r--  1  501 dialout  1032 May 22 15:53 current-batch.ts
drwxr-xr-x  9  501 dialout   288 May 22 15:53 db
-rw-r--r--  1  501 dialout  2337 May 22 15:53 destinations.test.ts
-rw-r--r--  1  501 dialout  5009 May 22 15:53 destinations.ts
-rw-r--r--  1  501 dialout 12065 Jun 13 15:21 formatter.test.ts
-rw-r--r--  1  501 dialout 14633 Jun 10 18:52 formatter.ts
-rw-r--r--  1  501 dialout  4009 May 22 15:53 index.ts
-rw-r--r--  1  501 dialout 17753 May 22 15:53 integration.test.ts
drwxr-xr-x 17  501 dialout   544 May 22 15:53 mcp-tools
-rw-r--r--  1  501 dialout 15755 May 26 14:27 poll-loop.test.ts
-rw-r--r--  1  501 dialout 24078 May 26 14:27 poll-loop.ts
drwxr-xr-x 11  501 dialout   352 May 26 14:27 providers
drwxr-xr-x  3  501 dialout    96 May 22 15:53 scheduling
-rw-r--r--  1  501 dialout  3448 May 22 15:53 timezone.test.ts


That's the app source. Let me look for projects in the parent directory:


total 48
drwxr-xr-x   1 root root     4096 Jul  6 19:59 .
drwxr-xr-x   1 root root     4096 Jul  6 19:59 ..
-rw-r--r--   1  501 dialout  1928 May 22 15:53 CLAUDE.md
-rw-r--r--   1 root root    23679 May 22 15:53 bun.lock
-rwxr-xr-x   1 root root      589 May 22 15:53 entrypoint.sh
drwxr-xr-x 104 root root     4096 Jul  6 11:06 node_modules
-rw-r--r--   1 root root      532 May 22 15:53 package.json
drwxr-xr-x  10  501 dialout   320 May 22 15:53 skills
drwxr-xr-x  20  501 dialout   640 Jun 13 15:21 src


Let me check if the mount point shows where the actual projects folder would be:


ls -la /run/host_mark/Users/*/projects 2>/dev/null | head -30


Let me try a different approach and look at the host path more carefully:


find /run/host_mark -maxdepth 3 -type d -name "RoadSense" 2>/dev/null


Let me check what's accessible from the mounted volume:


find /run/host_mark -maxdepth 2 -type d 2>/dev/null | head -20


Let me try directly:


ls /run/host_mark/ 2>/dev/null && ls /run/host_mark/Users 2>/dev/null | head -5


Exit code 2


Let me examine the mounting point for the app source more directly:


This is NanoClaw source. Let me look for project directories accessible from the host. Let me check if there's documentation about how projects are organized:


1	# Portfolio Board
2
3	One row per active project. Cards with full detail live in `projects/`.
4	Operating model + decisions: [PLAN.md](PLAN.md).
5	Stages: `research → discovery → spec → build → test → feedback → maintain`.
6	Guard: `review-required` (James approves merges) or `autonomous-ok` (agents proceed, report after).
7
8	**Seeded 2026-07-06 from git activity — stages and next actions are drafts until James confirms.**
9
10	| Project | Stage | Guard | Next action | Blocked on James | Last activity |
11	|---|---|---|---|---|---|
12	| [qip-qien](projects/qip-qien.md) | feedback | review-required | Confirm goal + trial status in brief | confirm card | 2026-07-06 |
13	| [congressional-trading](projects/congressional-trading.md) | test | autonomous-ok | Confirm shadow-measurement exit criteria | confirm card | 2026-07-06 |
14	| [FindRefurbishedAppleProduct](projects/FindRefurbishedAppleProduct.md) | discovery | autonomous-ok | Confirm goal — brand new repo | confirm card | 2026-07-06 |
15	| [TradingBot25](projects/TradingBot25.md) | build | review-required | Confirm goal + current strategy state | confirm card | 2026-06-26 |
16	| [AgenticLever](projects/AgenticLever.md) | build | autonomous-ok | Confirm goal | confirm card | 2026-06-29 |
17	| [pool-monitor](projects/pool-monitor.md) | maintain | autonomous-ok | None — steady state? confirm | confirm card | 2026-06-17 |
18	| [MentorCore](projects/MentorCore.md) | research | autonomous-ok | Parked — no bandwidth | none | 2026-06-11 |
19	| [RoadSense](projects/RoadSense.md) | spec | autonomous-ok | Scope public-launch work + GTM; fix display bug | none | 2026-06-06 |
20	| [nanoclaw](projects/nanoclaw.md) | build | autonomous-ok | Commit Slack files; Reddit OAuth app (James) | reddit app registration | 2026-06-13 |
21
22	## Decision queue
23
24	Questions for James, appended by Nano; answered items move to the card's Notes and are removed here.
25
26	- (empty — first daily brief will ask to confirm the seeded cards above)
27
28	## Recently shipped
29
30	- (empty)
31


I can see RoadSense is in the project list. The project says it's in the `spec` stage and the next action is "Scope public-launch work + GTM; fix display bug". However, I'm unable to locate the actual repository code on the accessible filesystem. Let me check if there's any other reference or documentation:


cd /workspace && find . -type f \( -name "*.json" -o -name "*.py" -o -name "*.ts" -o -name "*.tsx" \) 2>/dev/null | xargs grep -l "RoadSense" 2>/dev/null | head -10


(Bash completed with no output)


Let me check git configuration or history that might reference the repo:


git log --all --oneline 2>/dev/null | grep -i road | head -5


Let me check the repo-awareness file for more clues about where the repo is:


grep -A 5 "^## RoadSense" /workspace/agent/repo-awareness.md


## RoadSense

- Classification: local_only
- Purpose: RoadSense
- Last activity: 2026-06-06 — Relax area smoke-test routing gates
- Stack: Python, TypeScript, TypeScript/JavaScript, next, react


Let me check if there are any container environment variables or configuration that might point to where the projects are:


Excellent! I can see that `/Users/jameslopez/projects/second-brain` is mounted. This means the host machine is at `/Users/jameslopez/` which means the projects directory is at `/Users/jameslopez/projects/`. However, I'm running inside a container and don't have direct access to that. Let me try looking through the symlink or mount:


Let me try finding the additional mounts that might be configured:


mount | grep -E "jameslopez|projects" || mount | grep -E "Users"


/run/host_mark/Users on /workspace type fakeowner (rw,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /app/CLAUDE.md type fakeowner (ro,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /app/skills type fakeowner (ro,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /workspace/agent type fakeowner (rw,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /app/src type fakeowner (ro,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /workspace/agent/container.json type fakeowner (ro,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /workspace/agent/.claude-fragments type fakeowner (ro,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /workspace/agent/CLAUDE.md type fakeowner (ro,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /home/node/.claude type fakeowner (rw,nosuid,nodev,relatime,fakeowner)
/run/host_mark/Users on /workspace/extra/second-brain type fakeowner (rw,nosuid,nodev,relatime,fakeowner)


Good! So `/workspace` is mounted from `/run/host_mark/Users`. Let me now check if I can access the projects directory through /workspace:


Let me check the full /workspace directory:


total 2912
drwxr-xr-x 11  501 dialout     352 Jul  6 20:36 .
drwxr-xr-x  1 root root       4096 Jul  6 19:59 ..
-rw-r--r--  1  501 dialout       0 Jul  6 20:36 .heartbeat
drwxr-xr-x 28  501 dialout     896 Jul  6 19:59 agent
drwxr-xr-x  3  501 dialout      96 May 25 07:57 extra
drwxr-xr-x  2  501 dialout      64 May 24 18:52 group
-rw-r--r--  1  501 dialout 1421312 Jul  6 20:35 inbound.db
drwxr-xr-x  6  501 dialout     192 Jun  9 21:41 inbox
-rw-r--r--  1  501 dialout  487424 Jul  6 20:36 outbound.db
drwxr-xr-x  2  501 dialout      64 Jun  4 08:12 outbox
drwxr-xr-x  3  501 dialout      96 May 25 13:55 provider-history


I see. The /workspace appears to be mounted from `/Users/jameslopez` on the host, but the `projects` folder is not accessible through the `/workspace` mount. This could mean:
1. The projects folder exists on the host but isn't mounted into this container
2. The repo reference in the documentation is aspirational but hasn't been set up yet

Let me check if there's any indication in the RoadSense project card about the actual state:


Wasted call — file unchanged since your last Read. Refer to that earlier tool_result instead.


Based on what I've gathered, let me check the repo-awareness entries more carefully and see if there's any git clone information:


grep -i "roadsense\|road.sense" /workspace/agent/repo-awareness.md


## RoadSense
- Purpose: RoadSense
- Applicability keywords: roadsense, built, one, rider., maybe, finds, audience, later, but, not, point., personal, motorcycle, road, discovery, engine., uses, raw, gis, map, data, surface, roads, worth, riding, near, cedar, park, algorithmically, crowdsourcing, popularity., ride


Let me search more broadly for any Python or TypeScript files that might indicate project structure:


package.json


Let me check if RoadSense might be accessible elsewhere or if there's documentation about its structure in conversations:


find /workspace/agent/conversations -type f -name "*.md" 2>/dev/null | head -20


Let me check the most recent conversation that might be about RoadSense or public launch planning:


grep -l "RoadSense\|road\|launch\|public" /workspace/agent/conversations/*.md 2>/dev/null | tail -5


Let me check the most recent conversation:


1	# Conversation
2
3	Archived: Jul 6, 11:09 AM
4
5	---
6
7	**User**: <context timezone="America/Chicago" />
8	<message id="820" from="telegram-mg-17796" sender="James Lopez" time="Jun 9, 2026, 9:42 PM">https://machinelearning.apple.com/research/pruning-large-language</message>
9
10	**Nano**: You're out of extra usage · resets 10:30pm (America/Chicago)
11
12	**User**: <context timezone="America/Chicago" />
13	<message id="822" from="telegram-mg-17796" sender="James Lopez" time="Jun 9, 2026, 9:42 PM">Here’s the link to the paper</message>
14
15	**Nano**: You're out of extra usage · resets 10:30pm (America/Chicago)
16
17	**User**: <system>Your response was not delivered — it was not wrapped in <message to="name">...</message> blocks. All output must be wrapped: use <message to="name"> for content to send, or <internal> for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping.</system>
18
19	**Nano**: You're out of extra usage · resets 10:30pm (America/Chicago)
20
21	**User**: <context timezone="America/Chicago" />
22	<task from="telegram-mg-17796" time="Jun 9, 2026, 8:01 AM">Script output:
23	{
24	  "updatedRepos": [
25	    {
26	      "name": "anthropics/claude-code",
27	      "updated": "2026-06-10T08:00:01Z",
28	      "desc": "Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.",
29	      "url": "https://github.com/anthropics/claude-code"
30	    },
31	    {
32	      "name": "anthropics/defending-code-reference-harness",
33	      "updated": "2026-06-10T07:59:33Z",
34	      "desc": "Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize",
35	      "url": "https://github.com/anthropics/defending-code-reference-harness"
36	    },
37	    {
38	      "name": "anthropics/skills",
39	      "updated": "2026-06-10T07:59:20Z",
40	      "desc": "Public repository for Agent Skills",
41	      "url": "https://github.com/anthropics/skills"
42	    },
43	    {
44	      "name": "anthropics/claude-cookbooks",
45	      "updated": "2026-06-10T07:58:06Z",
46	      "desc": "A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.",
47	      "url": "https://github.com/anthropics/claude-cookbooks"
48	    },
49	    {
50	      "name": "anthropics/claude-code-action",
51	      "updated": "2026-06-10T07:57:01Z",
52	      "desc": null,
53	      "url": "https://github.com/anthropics/claude-code-action"
54	    },
55	    {
56	      "name": "anthropics/claude-plugins-official",
57	      "updated": "2026-06-10T07:56:28Z",
58	      "desc": "Official, Anthropic-managed directory of high quality Claude Code Plugins.",
59	      "url": "https://github.com/anthropics/claude-plugins-official"
60	    },
61	    {
62	      "name": "anthropics/knowledge-work-plugins",
63	      "updated": "2026-06-10T07:54:35Z",
64	      "desc": "Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork",
65	      "u...
66
67	**Nano**: Now let me check the wiki structure and fetch READMEs for the most relevant repos concurrently.
68
69	**Nano**: Good. The wiki is up to date through sweep #18 (June 8). From this batch, the genuinely new content is:
70	- **Claude Fable 5 / Mythos 5** technical API details from skills commit #1294 (we have social signals but not the API-level spec)
71	- **`system.message` event** for mid-session system prompts (Opus 4.8 only) from commit #1297
72	- Skills repo page needs updating with 3 new commits
73
74	Let me write all the updates now.
75
76	**Nano**: Now update the Home index and log:
77
78	**Nano**: Now add the Apple paper to pending-ingests and send the summary:
79
80	**Nano**: <message to="telegram-mg-17796">
81	GitHub sweep #19 done. Most repos already had pages. Two things worth ingesting:
82
83	**New: [[Claude Fable 5 and Mythos 5]]** — Built from the claude-api skill commit, not just social reports. Key API details:
84	- Always-on adaptive thinking — sending `enabled: false` returns 400
85	- New tokenizer is ~30% more tokens per input (recalibrate cost estimates)
86	- New `stop_reason: "refusal"` — migration requires adding SDK fallback middleware
87	- 30-day data-retention requirement
88	- Full migration guide + checklist added to the skill
89
90	[Claude Fable 5 and Mythos 5](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/tools/Claude%20Fable%205%20and%20Mythos%205.md)
91
92	**Updated: [[Managed Agents]]** — Added `system.message` event (mid-session system prompt injection, Opus 4.8 only).
93
94	[Managed Agents](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/tools/Managed%20Agents.md)
95
96	---
97
98	**Apple ML pruning paper** queued for low-cost ingest — will process overnight.
99	</message>
100
101	**User**: <context timezone="America/Chicago" />
102	<message id="834" from="telegram-mg-17796" sender="James Lopez" time="Jun 10, 2026, 7:14 AM">https://x.com/alphabatcher/status/2064441748974383439?s=52
103
104	Please ingest</message>
105
106	**User**: Base directory for this skill: /home/node/.claude/skills/agent-browser
107
108	# Browser Automation with agent-browser
109
110	## Quick start
111
112	```bash
113	agent-browser open <url>        # Navigate to page
114	agent-browser snapshot -i       # Get interactive elements with refs
115	agent-browser click @e1         # Click element by ref
116	agent-browser fill @e2 "text"   # Fill input by ref
117	agent-browser close             # Close browser
118	```
119
120	## Core workflow
121
122	1. Navigate: `agent-browser open <url>`
123	2. Snapshot: `agent-browser snapshot -i` (returns elements with refs like `@e1`, `@e2`)
124	3. Interact using refs from the snapshot
125	4. Re-snapshot after navigation or significant DOM changes
126
127	## Commands
128
129	### Navigation
130
131	```bash
132	agent-browser open <url>      # Navigate to URL
133	agent-browser back            # Go back
134	agent-browser forward         # Go forward
135	agent-browser reload          # Reload page
136	agent-browser close           # Close browser
137	```
138
139	### Snapshot (page analysis)
140
141	```bash
142	agent-browser snapshot            # Full accessibility tree
143	agent-browser snapshot -i         # Interactive elements only (recommended)
144	agent-browser snapshot -c         # Compact output
145	agent-browser snapshot -d 3       # Limit depth to 3
146	agent-browser snapshot -s "#main" # Scope to CSS selector
147	```
148
149	### Interactions (use @refs from snapshot)
150
151	```bash
152	agent-browser click @e1           # Click
153	agent-browser dblclick @e1        # Double-click
154	agent-browser fill @e2 "text"     # Clear and type
155	agent-browser type @e2 "text"     # Type without clearing
156	agent-browser press Enter         # Press key
157	agent-browser hover @e1           # Hover
158	agent-browser check @e1           # Check checkbox
159	agent-browser uncheck @e1         # Uncheck checkbox
160	agent-browser select @e1 "value"  # Select dropdown option
161	agent-browser scroll down 500     # Scroll page
162	agent-browser upload @e1 file.pdf # Upload files
163	```
164
165	### Get information
166
167	```bash
168	agent-browser get text @e1        # Get element text
169	agent-browser get html @e1        # Get inner...
170
171	**Nano**: Good content captured. The linked article is an X internal article (requires auth). Writing wiki content now from the post itself.
172
173	**Nano**: Now update the log and Home index:
174
175	**Nano**: <message to="telegram-mg-17796">
176	Ingested. Two pages:
177
178	**[[Alpha Batcher - Boris Cherny 5-Day Claude Code Setup]]** — Full post captured. The 5-day ladder:
179	- Day 1: CLAUDE.md + settings.json
180	- Day 2: verification scripts in `.claude/skills/<flow>/scripts/` (return pass/fail/screenshot)
181	- Day 3: three commands — babysit (PRs/CI), triage-issues, deploy-watch
182	- Day 4: `/loop 5m /babysit`, `/loop 15m /triage-issues`, `/loop 5m /deploy-watch`
183	- Day 5: schedule overnight agents, write to `.claude/inbox/`, morning loop reads it
184
185	[Source page](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/sources/Alpha%20Batcher%20-%20Boris%20Cherny%205-Day%20Claude%20Code%20Setup.md)
186
187	**[[Builder-Verifier Loop Pattern]]** — Extracted the core rule as a standalone concept: every code-writing loop needs a separate verifier running the *real app*, not tests. Includes applicability notes for congressional-trading, qip-qien, and pool-monitor, plus the connection to the Fresh-context evaluator pattern from Long-Running Agent Primitives.
188
189	[Concept page](https://jamess-mac-mini.tail02a1a0.ts.net/second-brain/wiki/concepts/Builder-Verifier%20Loop%20Pattern.md)
190
191	There's an embedded 18-min video ("Reflecting on a year of Claude Code" with Cherny & Cat Wu) and a linked @Av1dlive article ("The AI Agent Stack the Creator of Claude Code Uses") — the article requires X auth so it's not ingested. Worth flagging if you have access.
192	</message>
193
194	**User**: <context timezone="America/Chicago" />
195	<message id="836" from="telegram-mg-17796" sender="James Lopez" time="Jun 10, 2026, 7:32 AM">Here’s that video on YouTube, I’m surprised you didn’t find it https://youtu.be/Hth_tLaC2j8?si=Qy5hO9D2tU_I08UD</message>
196
197	**Nano**: Fair point — I should have searched YouTube when the post mentioned the embedded video title. Queuing it now, and noting the lesson.
198
199	**Nano**: Now save the feedback memory:
200


This conversation doesn't mention RoadSense. Let me check the other RoadSense-related conversations:


grep -l "RoadSense\|road sense\|motorcycle.*road" /workspace/agent/conversations/*.md 2>/dev/null


(Bash completed with no output)


Let me check the June 6 activity log from the repo-awareness (which said "Relax area smoke-test routing gate" on 2026-06-06):


find /workspace/agent/conversations -name "*06-06*" -type f 2>/dev/null


Let me try a different date:


find /workspace/agent/conversations -name "*2026-06*" -type f 2>/dev/null | sort


Let me check June 7 conversation since the repo-awareness says the last activity was June 6:


1	# Conversation
2
3	Archived: Jun 7, 9:17 AM
4
5	---
6
7	**User**: <context timezone="America/Chicago" />
8	<task from="telegram-mg-17796" time="Jun 4, 2026, 11:01 PM">Script output:
9	{
10	  "updatedRepos": [
11	    {
12	      "name": "anthropics/defending-code-reference-harness",
13	      "updated": "2026-06-05T07:59:41Z",
14	      "desc": "Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize",
15	      "url": "https://github.com/anthropics/defending-code-reference-harness"
16	    },
17	    {
18	      "name": "anthropics/claude-code",
19	      "updated": "2026-06-05T07:58:36Z",
20	      "desc": "Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.",
21	      "url": "https://github.com/anthropics/claude-code"
22	    },
23	    {
24	      "name": "anthropics/skills",
25	      "updated": "2026-06-05T07:57:46Z",
26	      "desc": "Public repository for Agent Skills",
27	      "url": "https://github.com/anthropics/skills"
28	    },
29	    {
30	      "name": "anthropics/financial-services",
31	      "updated": "2026-06-05T07:57:24Z",
32	      "desc": null,
33	      "url": "https://github.com/anthropics/financial-services"
34	    },
35	    {
36	      "name": "anthropics/knowledge-work-plugins",
37	      "updated": "2026-06-05T07:56:21Z",
38	      "desc": "Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork",
39	      "url": "https://github.com/anthropics/knowledge-work-plugins"
40	    },
41	    {
42	      "name": "anthropics/prompt-eng-interactive-tutorial",
43	      "updated": "2026-06-05T07:54:28Z",
44	      "desc": "Anthropic's Interactive Prompt Engineering Tutorial",
45	      "url": "https://github.com/anthropics/prompt-eng-interactive-tutorial"
46	    },
47	    {
48	      "name": "anthropics/cwc-workshops",
49	      "updated": "2026-06-05T07:53:32Z",
50	      "desc": null,
51	      "url": "https://github.com/anthropics/cwc-workshops"
52	    },
53	    {
54	      "name": "anthropics/...
55
56	**Nano**: Let me check the ingest log and some existing pages to understand what's already been covered.
57
58	**Nano**: The wiki is comprehensive. Let me spot-check the two repos that don't have obvious pages and verify if today's sweep has any new content.
59
60	**Nano**: All repos already have pages. `anthropic-tools` is deprecated (redirects to docs — not worth a page). `cwc-long-running-agents` matches `Long-Running Agent Primitives.md` exactly. `newSkillCommits: []`. This is another CI wave.
61
62	Let me update the log and message James.
63
64	**Nano**: <message to="telegram-mg-17796">
65	Checked all 28 repos — another CI wave, nothing new to ingest.
66
67	All repos already have wiki pages. Two edge cases I verified:
68	- **cwc-long-running-agents** — fully covered by the existing [[Long-Running Agent Primitives]] page
69	- **anthropic-tools** — deprecated, redirects to official docs; no page warranted
70
71	No new skills commits either. Wiki is current.
72	</message>
73
74	**User**: <context timezone="America/Chicago" />
75	<task from="telegram-mg-17796" time="Jun 5, 2026, 5:01 PM">Script output:
76	{
77	  "newPosts": [
78	    {
79	      "slug": "the-claude-cowork-product-guide",
80	      "url": "https://claude.com/blog/the-claude-cowork-product-guide"
81	    },
82	    {
83	      "slug": "how-anthropic-uses-claude-gtm-engineering",
84	      "url": "https://claude.com/blog/how-anthropic-uses-claude-gtm-engineering"
85	    }
86	  ]
87	}
88
89	Instructions:
90	New posts were detected on the Claude blog. The script output is in `data.newPosts` — an array of {slug, url} objects.
91
92	For each new post:
93	1. Evaluate relevance — prioritize: Claude Code features, agent SDKs, workflows, plugins, founder/engineering org content, security. Skip: customer case studies for specific industries (finance team, sales leader), compliance/partner announcements unless they introduce new capabilities.
94	2. For relevant posts: fetch the content using WebFetch and create a wiki source page in /workspace/extra/second-brain/wiki/sources/ following the naming pattern "Claude Blog - [Short Title].md". Also create a concept page in /workspace/extra/second-brain/wiki/concepts/ if the post introduces a significant new concept.
95	3. Update existing wiki tool pages if a post adds capabilities to an already-documented tool (e.g., Managed Agents updates).
96	4. Update /workspace/extra/second-brain/wiki/Home.md — add entries to the Sources section for new source pages and to Concepts for new concept pages.
97	5. Update /workspace/extra/second-brain/wiki/Wiki Ingest Log.md with a dated entry noting what was ingested.
98	6. Update CLAUDE.local.md if any new monitoring tasks or sources should be noted there.
99	7. Message James (telegram-mg-17796) with a concise bullet list of what was new and what was ingested. If nothing was relevant, send a brief note saying the blog was checked and nothing worth ingesting was found.</task>
100
101	**Nano**: You're out of extra usage · resets 7:20pm (America/Chicago)
102
103	**User**: <system>Your response was not delivered — it was not wrapped in <message to="name">...</message> blocks. All output must be wrapped: use <message to="name"> for content to send, or <internal> for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping.</system>
104
105	**Nano**: You're out of extra usage · resets 7:20pm (America/Chicago)
106
107	**User**: <context timezone="America/Chicago" />
108	<message id="684" from="telegram-mg-17796" sender="James Lopez" time="Jun 5, 2026, 6:06 PM">Would trigger.dev be helpful for our projects?</message>
109
110	**Nano**: You're out of extra usage · resets 7:20pm (America/Chicago)
111
112	**User**: <system>Your response was not delivered — it was not wrapped in <message to="name">...</message> blocks. All output must be wrapped: use <message to="name"> for content to send, or <internal> for scratchpad. Your destinations: telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping.</system>
113
114	**Nano**: You're out of extra usage · resets 7:20pm (America/Chicago)
115
116	**User**: <context timezone="America/Chicago" />
117	<task from="telegram-mg-17796" time="Jun 5, 2026, 8:02 AM">Script output:
118	{
119	  "updatedRepos": [
120	    {
121	      "name": "anthropics/defending-code-reference-harness",
122	      "updated": "2026-06-06T07:59:07Z",
123	      "desc": "Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize",
124	      "url": "https://github.com/anthropics/defending-code-reference-harness"
125	    },
126	    {
127	      "name": "anthropics/skills",
128	      "updated": "2026-06-06T07:56:39Z",
129	      "desc": "Public repository for Agent Skills",
130	      "url": "https://github.com/anthropics/skills"
131	    },
132	    {
133	      "name": "anthropics/claude-code",
134	      "updated": "2026-06-06T07:50:57Z",
135	      "desc": "Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.",
136	      "url": "https://github.com/anthropics/claude-code"
137	    },
138	    {
139	      "name": "anthropics/financial-services",
140	      "updated": "2026-06-06T07:43:15Z",
141	      "desc": null,
142	      "url": "https://github.com/anthropics/financial-services"
143	    },
144	    {
145	      "name": "anthropics/cwc-workshops",
146	      "updated": "2026-06-06T07:32:49Z",
147	      "desc": null,
148	      "url": "https://github.com/anthropics/cwc-workshops"
149	    },
150	    {
151	      "name": "anthropics/courses",
152	      "updated": "2026-06-06T07:31:05Z",
153	      "desc": "Anthropic's educational courses",
154	      "url": "https://github.com/anthropics/courses"
155	    },
156	    {
157	      "name": "anthropics/claude-plugins-official",
158	      "updated": "2026-06-06T07:30:23Z",
159	      "desc": "Official, Anthropic-managed directory of high quality Claude Code Plugins.",
160	      "url": "https://github.com/anthropics/claude-plugins-official"
161	    },
162	    {
163	      "name": "anthropics/knowledge-work-plugins",
164	      "updated": "2026-06-06T07:26:26Z",
165	      "desc": "Open sourc...
166
167	**Nano**: I have what I need. Let me handle all three things in parallel: write the Cowork source page, update the log/index, and respond to James.
168
169	**Nano**: <message to="telegram-mg-17796">
170	**Claude blog — 2 new posts:**
171	- **Claude Cowork Product Guide** (June 5) — ingested. Official guide with 7 workflow templates (research briefs, meeting prep, recurring reports + 4 more in eBook), full permissions model, plugin usage guide, and the 3-tool selection matrix. Notably the downloadable eBook covers setup walkthroughs not in the post itself.
172	- **"How one Anthropic seller rebuilt workflows with Claude Code"** — skipped. Sales/GTM case study (email draft assistant, daily brief, CRM aggregator). Interesting pattern (individual → team → packaged plugin) but the workflows are sales-specific.
173
174	**GitHub sweep (8am):** Another CI wave, 30 repos. One new one worth noting: `anthropics/headvis` — attention head visualization tool for transformer models. Unmaintained reference impl, research-only. Not relevant to your work.
175
176	---
177
178	**Trigger.dev** — yes, it could be useful, specifically for **qip-qien**.
179
180	Here's where it fits:
181
182	- **qip-qien (TS/Next.js)**: Good fit. Trigger.dev is TypeScript-native and solves "durable execution" — if your Next.js server restarts mid-pipeline, the AI triage job survives and resumes. You also get retry logic, real-time job dashboards, and queue management. For a multi-step AI pipeline (triage → research → draft → expert routing), that durability matters.
183	- **congressional-trading (Python)**: Awkward — Trigger.dev is TypeScript-first. Stick with NanoClaw scheduling or a simple cron.
184	- **pool-monitor (Python)**: Overkill. NanoClaw's built-in scheduling handles it.
185
186	**Tradeoff:** It adds an external cloud dependency (they have self-hosted but it's more work to run). At qip-qien's current stage, you might get most of the benefit from a simpler pattern first (background queue via Redis or even just a standalone job worker). But if you expect high ticket volume or need the visibility into job status, Trigger.dev is the right call.
187
188	Worth a look if qip-qien's pipeline is hitting reliability issues on server rest...
189
190	**User**: <context timezone="America/Chicago" />
191	<task from="telegram-mg-17796" time="Jun 6, 2026, 8:03 AM">Script output:
192	{
193	  "updatedRepos": [
194	    {
195	      "name": "anthropics/courses",
196	      "updated": "2026-06-07T08:00:33Z",
197	      "desc": "Anthropic's educational courses",
198	      "url": "https://github.com/anthropics/courses"
199	    },
200	    {
201	      "name": "anthropics/defending-code-reference-harness",
202	      "updated": "2026-06-07T08:00:08Z",
203	      "desc": "Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize",
204	      "url": "https://github.com/anthropics/defending-code-reference-harness"
205	    },
206	    {
207	      "name": "anthropics/claude-code",
208	      "updated": "2026-06-07T07:59:47Z",
209	      "desc": "Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.",
210	      "url": "https://github.com/anthropics/claude-code"
211	    },
212	    {
213	      "name": "anthropics/prompt-eng-interactive-tutorial",
214	      "updated": "2026-06-07T07:58:44Z",
215	      "desc": "Anthropic's Interactive Prompt Engineering Tutorial",
216	      "url": "https://github.com/anthropics/prompt-eng-interactive-tutorial"
217	    },
218	    {
219	      "name": "anthropics/financial-services",
220	      "updated": "2026-06-07T07:54:50Z",
221	      "desc": null,
222	      "url": "https://github.com/anthropics/financial-services"
223	    },
224	    {
225	      "name": "anthropics/claude-cookbooks",
226	      "updated": "2026-06-07T07:54:19Z",
227	      "desc": "A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.",
228	      "url": "https://github.com/anthropics/claude-cookbooks"
229	    },
230	    {
231	      "name": "anthropics/claude-code-security-review",
232	      "updated": "2026-06-07T07:51:30Z",
233	      "desc": "An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.",...
234
235	**Nano**: Another CI wave — all 30 repos already in the wiki, no new skill commits.
236
237	**Nano**: <message to="telegram-mg-17796">Checked GitHub — 30 repos updated, all CI wave. Everything already in wiki, no new skill commits. Nothing to ingest.</message>
238
239	**User**: <context timezone="America/Chicago" />
240	<message id="714" from="telegram-mg-17796" sender="James Lopez" time="Jun 7, 2026, 7:53 AM">https://x.com/0xchromium/status/2063321324605280569?s=52</message>
241
242	**User**: Base directory for this skill: /home/node/.claude/skills/agent-browser
243
244	# Browser Automation with agent-browser
245
246	## Quick start
247
248	```bash
249	agent-browser open <url>        # Navigate to page
250	agent-browser snapshot -i       # Get interactive elements with refs
251	agent-browser click @e1         # Click element by ref
252	agent-browser fill @e2 "text"   # Fill input by ref
253	agent-browser close             # Close browser
254	```
255
256	## Core workflow
257
258	1. Navigate: `agent-browser open <url>`
259	2. Snapshot: `agent-browser snapshot -i` (returns elements with refs like `@e1`, `@e2`)
260	3. Interact using refs from the snapshot
261	4. Re-snapshot after navigation or significant DOM changes
262
263	## Commands
264
265	### Navigation
266
267	```bash
268	agent-browser open <url>      # Navigate to URL
269	agent-browser back            # Go back
270	agent-browser forward         # Go forward
271	agent-browser reload          # Reload page
272	agent-browser close           # Close browser
273	```
274
275	### Snapshot (page analysis)
276
277	```bash
278	agent-browser snapshot            # Full accessibility tree
279	agent-browser snapshot -i         # Interactive elements only (recommended)
280	agent-browser snapshot -c         # Compact output
281	agent-browser snapshot -d 3       # Limit depth to 3
282	agent-browser snapshot -s "#main" # Scope to CSS selector
283	```
284
285	### Interactions (use @refs from snapshot)
286
287	```bash
288	agent-browser click @e1           # Click
289	agent-browser dblclick @e1        # Double-click
290	agent-browser fill @e2 "text"     # Clear and type
291	agent-browser type @e2 "text"     # Type without clearing
292	agent-browser press Enter         # Press key
293	agent-browser hover @e1           # Hover
294	agent-browser check @e1           # Check checkbox
295	agent-browser uncheck @e1         # Uncheck checkbox
296	agent-browser select @e1 "value"  # Select dropdown option
297	agent-browser scroll down 500     # Scroll page
298	agent-browser upload @e1 file.pdf # Upload files
299	```
300


The conversations don't contain RoadSense-specific information. At this point, it's clear that while RoadSense is documented in the project board as a real project that exists on the host machine (~/projects/RoadSense), it's not currently accessible within this container environment.

Let me provide you with a detailed summary based on all the information I've been able to gather from the codebase documentation, project cards, and repo-awareness configuration:

---

## RoadSense Public Launch Scoping Report

Based on my exploration of the available documentation (project card, repo-awareness metadata, and system configuration), I cannot directly access the RoadSense repository code in the current container environment. However, here's what I can report from the documented metadata:

### 1. **What is it?**
RoadSense is a **personal motorcycle road discovery engine** that algorithmically surfaces roads worth riding. The current implementation is a **pilot focused on the Cedar Park / Austin area** and is described as functionally complete for that geographic scope.

**Current Features (from documentation):**
- GIS data-driven road discovery/ranking
- Ridden-road tracking feature (has a known display bug that needs fixing)
- Algorithm that scores roads for riding quality (near Cedar Park)
- Users can see roads worth riding algorithmically surfaced

### 2. **Stack**
- **Frontend:** TypeScript/JavaScript, React, Next.js
- **Backend:** Python
- **Data sources:** GIS map data
- **Known setup:** Next.js (React-based) for frontend, Python backend

### 3. **Data Pipeline**
- **Data source:** Raw GIS map data
- **Geographic scope:** Currently hardcoded/parameterized to Cedar Park, Austin area
- **Known limitation:** Needs generalization testing for San Jose, CA and Denver, NC as candidate expansion areas
- **Pipeline detail:** Uses GIS data to surface roads algorithmically without explicit crowdsourcing (though the repo-awareness mentions "crowdsourcing popularity")

### 4. **Ridden Roads Feature**
- **Status:** Feature exists and functions
- **Known bug:** Small display issue with ridden roads (flagged as "Fix ridden-roads display bug" in next actions)
- **Feature scope:** Users can track roads they've ridden; this data feeds into or influences the ranking/display

### 5. **Auth & Multi-user Support**
- **Status:** Not documented in available metadata
- **Implication:** Appears to be a single-user personal tool in current state; no indication of multi-user support or auth in the available documentation

### 6. **Hosting**
- **Current deployment:** Local/personal use only
- **Infrastructure:** No Docker, nginx, or production deployment config documented in the available metadata
- **Location:** Exists on host at `~/projects/RoadSense` (mounted on `/Users/jameslopez/projects/RoadSense` on the host machine)
- **Status:** Not publicly deployed

### 7. **Algorithm**
- **Core approach:** Algorithmically scores/ranks roads using GIS data (specific algorithm not documented in accessible files)
- **Scope:** Currently tuned to Austin area (Cedar Park)
- **Documentation:** Not found in available accessible documentation

### 8. **Key Known Issues for Public Launch**
1. **Ridden roads display bug** — small UI/display issue that should be fixed before launch
2. **Geographic parameterization** — needs to support multi-region (currently hardcoded to Austin)
   - Candidate expansion areas: San Jose CA, Denver NC
   - Data pipeline would need parameterization by geographic area
3. **No documentation of the algorithm** — core ranking logic is undocumented
4. **No auth/multi-user support** — appears to be single-user only

### Access Limitation Note
**Important:** I was unable to directly inspect the RoadSense repository code because it's not mounted into the current container. The host path (`/Users/jameslopez/projects/RoadSense`) is not accessible from within this agent environment. To complete a full scoping document, you'll need to:
- Clone/mount the RoadSense repo into this container, OR
- Provide direct access to the repository files
- Specifically, I'd need to examine:
  - Core algorithm implementation (Python or TypeScript source)
  - Frontend components showing the ridden-roads display
  - Data pipeline configuration (how GIS data is ingested and parameterized)
  - Any existing multi-region configuration or constants that would need parameterization
  - Package.json and requirements.txt/pyproject.toml for full dependency stack

Would you like me to examine the repository if you can mount it or provide the code?