One month. Two robots. Zero chill.
Everything Justin, Leo (Claude) and Orion (ChatGPT) built, broke, fixed and shipped in 31 days, counted straight from the logs.
Meet the band
201 sessions, 1,056 things you asked, 40,247 replies.
1,996 sessions, with only 96 human messages across all of them.
12.3 h in the phone app. The research and X-search sidekick.
Talks to his phone, approves the big stuff, owns the only stamp that says ship it.
Orion ran the first three weeks. Leo came back swinging.
Each square is a day; brighter means busier (each robot on its own scale). Orion showed up 31 of 31 days. Leo's logs go quiet from Sep 2 to Sep 17, and the session ledger agrees: one Claude note in that stretch, while Codex filed 17–48 notes a day through Sep 11.
The day we broke the speed limit
09/23: Leo (plus his helpers) sent 12,563 replies in one day. About 20 research robots ran in parallel and hit the usage limit twice. That's why there's now a hard cap of 5 helpers at a time.
How much did the robots actually write?
Robots talking to robots
Orion ran 1,996 sessions on just 96 human messages, about one per 21 sessions. The rest were scheduled jobs, auto-reviews, and robots handing work to other robots.
The robots never sleep (and neither did we)
36% of Leo's work happened between 10 PM and 6 AM
Orion's line barely dips: its scheduled jobs run all night, every night. Leo's three busiest hours: 12 PM, 7 PM, 11 PM.
136,476 things the robots actually did
101,348 shell commands from Orion
That's one every ~26 seconds for a month straight.
What we actually made
65 projects, grouped by where they live. Pulled from 618 session notes.
📹 Home & Cameras 7
Built lightning-storm timelapses from the PTZ camera and published a continuous YouTube compilation.
Designed a smarter alert brain for the home camera system on top of existing UniFi Protect tags.
A camera-AI add-on assessed as about 85% ready to sell to other UniFi Protect owners.
Built a repeatable process to pin the exact frame of a boom/flash across every outdoor camera and publish evidence video.
Turned three house microphones into a searchable transcript of everything said near the cameras.
Built a cheap AI pipeline that auto-finds wildlife, weird behavior, lightning and sunsets on the cameras.
Multi-session build of a home explosion/boom detector with array triggers, replay, and label gating.
📱 Phones & Voice 12
Diagnosed why the dictation bubble kept going invisible and traced it to a UI-inspection tool flag.
Audited and rebuilt the KCCS texting app as an installable web app.
Built a Windows tray app plus a server alert engine so text messages actually get noticed.
Caught one phone silently not recording for 18 days and built an auto-repair watchdog.
Tracked down why phone quick-notes kept vanishing and rebuilt the sync so it can't happen again.
Reviewed a home-built personal logging app and mapped voice-entry improvements.
Found that a phone-system cutover silently killed VIP call routing, then fixed and monitored it.
Built KCCS's own phone voice recorder + transcription pipeline to replace a third-party app.
Built a phone memory/brief/job-clock app so Justin never has to remember to do anything.
Fixed a bug that silently broke auto-filed notes, then turned on food/sleep/mood tracking.
Upgraded the recorder pipeline so both phones upload live through usage-aware lanes with two workers.
Built an hourly synthetic test that proves the whole voice-to-log pipeline still works end to end.
🌐 Websites & Content 4
Recovered and self-hosted a community infrastructure map project on its own domain.
An 83-topic hidden-infrastructure series added to errorzap.com, built mostly by cheaper AI models.
A site page that names your PBX by playing its hold music, live on errorzap.com.
New errorzap.com section built and shipped by a Grok Bot handoff Claude directed.
💼 Business & Clients 6
Rebuilt a local coffee roaster client's content pipeline, from photo intake to scheduled posts.
Built no-cost automatic shipping-label printing for the roaster's order pipeline.
Reconciled a shipping order, traced code, tested patches, and drafted a fix checklist end to end.
Locked label printing down so only verified orders can reach the printer.
Diagnosed why the roaster's Facebook posts barely got seen and rebuilt the posting plan.
Added grind-choice dropdowns to every coffee bag size and wired them into packing slips.
🧠 AI Infrastructure 17
Summarized an entire month of AI work into one navigable atlas document.
Wired ChatGPT's web app into KCCS's bookmark, billing and task tools.
Built dedicated send/receive email identities for Codex and the whole KCCS AI bot fleet.
Mapped every single point of failure across Justin's digital life, from accounts to backups.
Reconciled what Codex reported doing against what actually happened, correcting its self-report.
Found the Codex app eating 32 GB of disk with the C: drive down to about 2% free, and cleaned it up.
Compared Fable 5.1, Sonnet 5, and Opus 5 to set the standing model-routing rules.
Built a way to start a new Claude Code session on the PC from a Telegram message, invisibly.
Reviewed a Codex-built Android remote-control project and searched for alternatives.
Diagnosed why the ChatGPT subscription usage was draining too fast and fixed the model routing.
Live-tested every tool, API and server connection Claude uses in one sweep.
Diagnosed why a session burned through the usage limit and wrote the rule that stops it happening again.
Let a Grok Bot run overnight doing website content work while Claude just directed it.
Turned a network before/after fix into a template every future report now follows.
Sent four AI miners at once to triage a giant backlog of open tasks and clear the safe ones.
Built a web app + CLI that lets every AI agent queue posts for Justin to approve before anything ships.
Verified all locally-hosted LLM runtimes and models were live and working.
🛰️ Network & Servers 12
Ran a four-day zero-impact packet study of a client's whole network without touching anything live.
Ran an authorized external recon and verification pass against a client's public website.
Patched and health-checked two core servers live, with a hard no-reboot rule.
Spun up a throwaway cloud VM as a safe target to practice security testing on.
Found a new UPS on a client network, reserved its address, and got the monitoring software talking to it.
Full infrastructure audit that fixed everything possible without a single reboot.
Designed and shipped 8 after-hours camera alarm rules for a client site.
Ran an unattended overnight packet capture across every network interface at a client site.
Mapped two overlapping client office networks sharing the same private IP range and planned a safe merge.
Fixed a client's Starlink failover and verified it held steady through a power-blip test.
Found the home network secretly routing local traffic through a VPN detour and fixed it.
Ran a full-day firewall + switch + packet-capture monitoring pass on a client network.
🎲 Fun & Weird 7
Ran an unattended 48-hour software-defined-radio scan across two home PCs, receive-only.
Restored and cleaned up old family State Fair photos and videos, plus a likeness correction pass.
Checked and confirmed voice-controlled Spotify playback across the home setup.
Pinned an unexplained sky flash to the exact frame and camera, then cropped and published it.
Exported 40 minutes of raw multi-camera footage of two mystery explosions for YouTube and Drive.
Added a Tonopah Test Range passive-radar mission writeup to errorzap.com.
A grab-bag session of six playful builds, including reading mains-hum frequency for forensic timestamping.
Things that broke in fun ways
TCL Wispr floating icon disconnect 08/27
Dictation bubble kept going invisible; caused by a UI-inspection tool that silently kills accessibility services.
Phone notes silently erased by auto-merge 09/23
A 10-minute auto-rebuild job wiped 3 phone quick-notes before anyone noticed; all recovered and sync rebuilt.
Notes stranded on a read-only server copy 09/23
Notes written through the wrong API endpoint never left the receive-only home-server copy; 116 notes were stranded.
Silent VIP ring-through drop 09/22
A phone-system cutover silently dropped VIP call routing and left no voicemail fallback for days.
Usage-burn subagent swarm 09/23
~20 parallel research subagents plus a 460K-token main thread burned through the weekly Claude limit twice in one day.
YouTube uploads stuck as phantom drafts 09/24
Two explosion-evidence video uploads silently got stuck at 'Processing will begin shortly' and never published.
Suppressed real explosion alert 09/24
A genuine boom got classified as 'Fireworks' by the detection model and was filtered out of the push-alert list.
- Session titled literally 'Another coffee post without a f***ing image...' after repeated Facebook posting failures.
- A session titled 'I still don't have a bot that watches and cares for me.' turned into the KCCS Brain project.
- Grok Bot finished an entire ErrorZap Elevators section in about 5 minutes flat (18:39 to 18:44).
- The home explosion detector correctly heard a real boom, then filtered it out because it also sounded like fireworks.
- A single one-item JSON list silently broke phone note auto-filing forever, until Phone Brain fixed the bracket-matching bug.
- A UI inspection command (uiautomator) was found to make Android briefly kill every accessibility service on the phone, so a whole custom 'SafeDump' tool had to be built just to look at the screen without breaking dictation.
The phone is where ChatGPT lives
About 59 ChatGPT opens a day. From Android's rolling-month usage counters on the Pixel 7 Pro + TCL 70, read Sep 25.
The month in numbers
- Window is Aug 27 – Sep 26, 2026, Mountain time. Leo numbers come from Claude Code logs on this PC; Orion from Codex logs on this PC (Codex runs on the home server aren't counted, so Orion's real total is higher).
- "Tokens written" counts output only. The billions are mostly context the models re-read each turn, not new writing.
- Word count uses ≈0.75 words per token.
- Phone hours come from Android's rolling month, which doesn't line up exactly with this window.
- The 952 images are everything Codex's image tool saved in the window, including this page's art and drafts.
All the art on this page
Drawn by Orion (ChatGPT image gen) in Justin's favorite isometric pixel style. Tap any one for full size.
Show-off cards
Portrait 1080×1350 cards, each with one picture and one stat, sized for texting or posting. Tap to open, long-press to save.
Built by Leo from raw logs · art by Orion · 2026-08-27 to 2026-09-26
© 2026 KCCS · Justin (KC0EKS)