OPERATOR TELEMETRY · FIRST 28 DAYS
REC FLIGHT RECORDER · JUN 19 → JUL 16 2026
Thirty days of flight, on the record.
T-MINUS ZERO · Friday, June 19, 2026 · 9:24 AM
"install node and pnpm"
Minutes later, the tell of a brand-new operator: “how do I make claude code and vscode ask me for less permissions?”
Your brother installed it. You set up the toolchain, tried to quiet the permission prompts, and never looked back. You have opened Claude Code every single day since.
1,013
SESSIONS
30/30
DAY STREAK
unbroken
65B
TOKENS PROCESSED
96.4% from cache
372.1M
TOKENS WRITTEN
model output
$149,950
OPUS-EQUIV VALUE
at API rates, not paid
4.2K
SUBAGENTS
dispatched
01THE FLIGHT PATHSESSIONS / DAY
CLAUDE CODE VERSION LOG
2.1.183 2026-06-192.1.197 2026-07-012.1.199 2026-07-032.1.204 2026-07-082.1.209 2026-07-142.1.211 2026-07-16
WHEN YOU FLY · LOCAL HOUR
FLIGHT NOTES
- Day one you asked how to stop the permission prompts. Today you run ~99% in bypass mode. You won that fight completely.
- Sunday is your single busiest day (180 session-starts), Saturday your quietest (84). You build straight through the weekend.
- Every session, all 28 days, through the VS Code extension. One entrypoint, no drift.
- 28 active days out of 28. A streak you never broke.
02WHERE THE HOURS WENT12 PROJECTS
BY SESSIONS
BY OPUS-EQUIV VALUE
03COST & EFFICIENCYOPUS-EQUIVALENT
TOKEN COMPOSITION · 65B TOTAL
CACHE-HIT RATE96.4%
COST BY MODEL
PRICIEST SORTIES · cost / day / project
| $2,544 | 2026-06-22 | workspace |
| $2,342 | 2026-06-19 | the-columbus-hotel |
| $2,228 | 2026-06-21 | workspace |
| $2,195 | 2026-06-28 | workspace |
| $2,185 | 2026-06-21 | workspace |
| $2,161 | 2026-06-21 | workspace |
| $2,052 | 2026-06-21 | workspace |
| $1,857 | 2026-07-02 | workspace |
04INSTRUMENT USAGETOOLS & SKILLS
TOP TOOLS · BY CALLS
TOP SKILLS · BY SESSIONS
05HOW YOU'VE EVOLVEDSIGNALS
99.3%
BYPASS MODE
you solved day-one friction
10.0%
GO / CONTINUE TAX
652 nudge messages
46
OPUS ON TRIVIAL
route these off Opus
45
SKILLS UNUSED
of 78 installed
NIGHT vs DAY · RETRIES + ERRORS PER SESSION
12.305LATE-NIGHT · 200 sessions
8.695DAYTIME · 812 sessions
06THE PLAYBOOKOPTIMIZE · AUTOMATE · EVOLVE
MATURITY GRADE CARD
EFFICIENCYA-
96.3% cache-hit is elite. Points off for ~$38K equivalent in cache-creation writes and 45 Opus-on-trivial sessions.
SKILL MASTERYB+
64 skills in active use, deep on brainstorming, plans, subagents, and the full design pipeline. But 44 installed skills sit untouched.
AUTOMATIONB
Strong /save (267×) and /sync (26×) habits, yet you still hand-type the same repo pulls dozens of times.
PROMPT QUALITYB+
Specific, front-loaded asks, and the nudge rate held at 10.1%.
FRONT-LOADINGB-
624 'go / continue / do it' nudges. Your own CLAUDE.md flags this as the thing to fix.
RANKED MOVES · EACH TIED TO YOUR OWN TELEMETRY
- 01AUTOMATEKill the 'pull <repo>' toilSIGNAL You still open sessions by hand-typing repo pulls: streamlined 10×, palisades 8×, xenia brain 8×, plus a giant pasted sync procedure. Your /sync skill exists but ran only 26 times.MOVE One parametrized /pull <repo> (or a nightly /sync cron) erases the busywork and the stray one-off sessions it spawns.
- 02STREAMLINECut the go / continue taxSIGNAL 624 nudge messages, 10.1% of everything you typed. 'go' alone opened 15 sessions. Each nudge is a round-trip that re-reads the whole context from cache.MOVE Front-load the whole task once (your CLAUDE.md already prescribes this) and let it run to done. Fewer turns, less cache-read burn.
- 03OPTIMIZERoute throwaway work off OpusSIGNAL Opus is 98% of your equivalent value ($140K of $143K). 45 sessions used Opus for trivial, 2-message tasks.MOVE Send quick lookups and mechanical edits to Haiku or Sonnet. Same result, a fraction of the equivalent spend.
- 04EVOLVEReclaim the skills you installedSIGNAL 44 installed skills you have never invoked, including react-best-practices, nextjs, next-upgrade, requesting/receiving-code-review, plumbing, pricelabs-refresh, and sell.MOVE You already own this leverage. Several map straight onto your Ops Hub (Next 16) and the revenue tooling you just built.
- 05OPTIMIZEMind the cache-creation lineSIGNAL 2.06B cache-write tokens, roughly $38K equivalent, your biggest lever after cache-reads. It is driven by many cold-start subagent contexts.MOVE Batch related work in one session so context is written once and reused, instead of re-primed per cold start.
- 06EVOLVERespect the late-night quality dipSIGNAL Your 176 late-night sessions carry ~48% more retries and errors than daytime ones (13.2 vs 8.9 per session).MOVE Push the risky, irreversible work (migrations, prod, cutovers) to daylight. Keep nights for exploration.
- 07EVOLVEGraduate to the Workflow harnessSIGNAL You spawn subagents constantly (4,030 Agent calls, subagent-driven-dev 84×, dispatching-parallel-agents 20×), but the deterministic /workflow harness is still untouched.MOVE For your big multi-agent audits and migrations, a workflow gives you structured fan-out, retries, and resume instead of hand-herding agents.
- 08REFINEFormalize the design pipelineSIGNAL You already run a real ritual: upgrade 69×, webdev 49×, perfect 49×, impeccable 38×, polish 35×, install 18×.MOVE Slot the unused brandkit and high-end-visual-design into it so brand boards and craft passes become one motion, not ad-hoc.
Ready-to-send versions of these moves live in the Prompt Deck →
KEEP DOING
Clickable decisions 2,287 AskUserQuestion calls. You front-load choices the right way.
Resume-clean discipline save 267×, clear 432×. You snapshot and reset instead of letting context rot.
Design taste in the loop brainstorming 215× before building. Process before implementation, exactly as intended.
07THE AUDITBEHAVIORAL SWEEP · EVERY 30 DAYS
The 30-day behavioral sweep. Where the flight recorder counts the tokens, the audit judges the habits and ships the fixes. Seven steps, one isolated context each, run every 30 days. These are the findings from the latest cycle and the baselines the next one has to beat.
First full sweep. It found the nudge habit, the context-reload burn, and a brain that text search cannot see, then shipped guardrails for all three.
BASELINES TO BEAT NEXT CYCLE
729
Bare go-nudges
15.8% of typed turns · most-broken rule
~40M
Unranged full reads
tokens / 30d · never reached output
2,184
Same-file re-reads
in one session · pure reload waste
92%
Sessions from root dirs
of session volume · started outside the repo
90.5%
Brain invisible to text
of nodes · ~25x median read-amplification
WHAT SHIPPED THIS CYCLE
HOOKS
no-checkin-guard.sh blocks banned progress check-ins
dup-read-guard.sh denies same-session re-reads
big-read-guard held at 500 lines
CLAUDE.MD
reconciled 208 down to 197 lines
added the message-draft defaults block
§6 gained Edit-over-Write, images-priciest, cap-bash
SKILLS
24 down to 21 (cut find-skills + industrial-brutalist-ui, merged design-taste)
trigger rewrites on signal / xenia / brandkit
sell routed through the market-brain budget ledger
BRAIN
Columbus owner-fee backfilled (was a retrieval miss)
abstracts on 3 heavy indexes cut read cost 50-57%
39 call/image files renamed YYYY-MM-DD-entity-topic
committed on feat/money-v2
TOP MACRO BUILT · runners-up
/ship deterministic Done sequence; §9 now routes to itmomentum-guard v2 (neutral status-stops)pnpm-guard hook (npm found in 67 files)