87 sessions · peak 23/day
The fleet learned when to move, and when to stop.
- shipped: built, merged, verified
- in progress
- designed, not proven: machinery exists, no real result yet
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Project: Command
58 sessions this week · active 6/7 days
Watches all ~65 of my projects and keeps their Claude Code setups optimized and running cleanly: surfacing CI failures, stale or unpushed work, and config drift, and proposing the fix from one seat. proof caseBefore a fix runs, Command commits its exact success metric and target to git, so the bar cannot move afterward to fit the result. false-provingA measure reporting success from random noise alone. Caught and bounded before the measure is trusted on a real case.
this weekMade unattended work more observable and safer through live fleet state, review-gated merging, explicit routing, and nightly knowledge capture.
archiveCaptured the final nightly knowledge changes
Reviewed the latest sessions, separated durable facts from temporary discussion, and merged the useful changes into the operator's knowledge base.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingTurned attention constraints into product defaults
Studied how handoffs and defaults can reduce restart cost for an attention-variable workflow, then captured the strongest patterns as reusable design guidance.
goal Make my operator's actions context-aware instead of one-size-fits-allInvestigated the reflection feature
Mapped the current reflection behavior, its data path, and the likely gap between the intended workflow and what the operator actually exposes. No implementation was completed.
goal Make my operator's actions context-aware instead of one-size-fits-allVerified the weekly routine's prior run state
Checked the scheduler and publication records to determine whether the expected weekly run completed, separating the job outcome from the browser preview state.
goal Ship an auto-updating weekly work log as honest proof of recent workReconciled the knowledge pull requests
Compared overlapping wiki changes, preserved the newer facts, and landed a coherent overview instead of allowing several individually correct updates to contradict one another.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAdded outcome instrumentation to nightly knowledge capture
Made the nightly routine record whether its changes affected later decisions, moving the knowledge system from collection alone toward measurable usefulness.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingClosed the desktop packaging experiment
Tested whether packaging the operator as an installable app solved the actual access problem, then stopped the build path when the maintenance cost outweighed the benefit.
goal Keep an accurate, self-researched profile of how I actually workKept a nightly wiki change behind human review
Prepared the knowledge update, surfaced its uncertain parts, and let the repository's review gate decide when it was safe to land.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingRetrospected a private delivery workflow
Reviewed how a private engagement moved from request to live verification, identifying which handoffs were dependable and where the operator still carried hidden coordination cost.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingRan a read-only knowledge lint
Inspected the weekly knowledge state for contradictions and stale claims without changing the repository, leaving the findings for the next gated ingest.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingPlanned the next memory consolidation pass
Identified repeated context and conflicting instructions that should move out of active prompts, then outlined a safe consolidation sequence without applying it.
goal Mine my own chat history for the methods that actually improve resultsOutlined a duplicate-memory cleanup
Identified overlapping memory rules and planned how to consolidate them without losing active operating constraints. The cleanup itself was not completed.
goal Mine my own chat history for the methods that actually improve resultsTurned video notes into article directions
Reviewed a set of video ideas, extracted the parts that could become useful written guidance, and left several article directions for editorial selection.
goal Ship the next most valuable blog post each week, fact-checkedStarted reconciling overlapping knowledge changes
Opened the competing pull requests, compared their scope, and began tracing which facts should survive. The coherent merge happened in a later session.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingTurned a day-review gap into a requirements issue
Reconstructed the session, audited the weekly-report pipeline against its code, rejected a weak hypothesis, and handed the remaining evidence-backed gaps to the project with a reviewed implementation brief.
goal Ship an auto-updating weekly work log as honest proof of recent workBuilt the decision deck for the fleet observatory
Turned the observatory work into an operator decision surface with explicit options, risks, and review gates. The deck is ready for a human call, but no expansion was authorized.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAdapted the week's work into a social narrative
Explored how the strongest technical work could become a useful public story without flattening it into release notes. The channel and final post still need a publishing decision.
goal Hold everything I publish to a hard quality and honesty barMade the model-routing rules explicit
Closed the lower-context model-routing work by documenting where the profile helps, where it wastes context, and how sessions should fall back when the preferred model is unavailable.
goal Mine my own chat history for the methods that actually improve resultsMapped the next leverage points in harness engineering
Surveyed the current harness landscape, compared the strongest patterns against the fleet, and converted the gaps into a ranked roadmap with a durable knowledge record.
goal Make my operator's behavior reliably evolvable through skills and durable rulesStopped nightly knowledge capture from waiting on me
Changed the nightly digest from a blocking approval flow into a flag-and-continue routine. Ambiguous material is now marked for review while the rest of the knowledge capture can finish.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingTightened the long-running coordination session contract
Reviewed the long-running coordination prompt, removed avoidable context, and identified where memory and handoff rules still need consolidation. The session ended before the full revision landed.
goal Mine my own chat history for the methods that actually improve resultsResearched a new demand signal without overstating the evidence
Investigated a possible product signal and drafted a requirements path, then stopped at the provenance gate because the public evidence did not yet justify filing the claim as settled.
goal Detect rising category demand before it peaksConverted a meeting recap into durable operating context
Extracted the decisions, open questions, and next actions from a private recap and added only the durable operational changes to the knowledge base.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingSynced live project health into the operator
Reconciled the current production state, reprioritized a stale urgent item, and updated the operator's knowledge so future actions start from the live project state.
goal Keep a live status picture across all my projectsDesigned a lower-context operating profile
Studied where the lower-context operating profile saves context, split research from execution, and captured a reusable routing pattern for work that does not need the full operating stack.
goal Mine my own chat history for the methods that actually improve resultsTurned article commitments into tracked goals
Extracted the promises embedded in the AI engineering article and registered them as explicit goals, giving later sessions a way to measure whether the public advice changes the system.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingReduced the operator's memory burden
Consolidated repeated instructions and context into durable rules, then shortened the active session contract so the operator can preserve intent without carrying the full history in every turn.
goal Mine my own chat history for the methods that actually improve resultsScoped an onboarding wizard for the operator
Mapped the decisions a new setup must collect, separated safe defaults from project-specific choices, and left a testable wizard scope without beginning the build.
goal Keep an accurate, self-researched profile of how I actually workPaused a nightly ingest behind an existing review
Detected that the previous knowledge pull request was still unresolved and stopped before creating overlapping changes that would make the review state harder to reason about.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingRefined the lower-context prompt contract
Worked through the naming, context budget, and escalation rules for the lower-context operating profile. The design was useful, but the session ended before a durable implementation was verified.
goal Mine my own chat history for the methods that actually improve resultsReviewed the day before choosing more work
Compared shipped changes, unfinished threads, and blocked decisions to identify which follow-ups were truly worth carrying into the next operating window.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingReviewed the observatory as one stacked system
Compared the observatory branches as a single operator experience, checked the seams between them, and recorded the remaining decisions before a fleet-wide rollout.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingExpanded the observatory design across the fleet
Connected the local prototype to the wider fleet model, defined the review and failure surfaces, and prepared the next expansion without treating the prototype as proven operations.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAdded visible state to unattended merges
Made the automatic merge path show whether it is waiting, rebasing, blocked, or complete, so a long-running change no longer looks idle when it is actually moving through safeguards.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAdded LinkedIn to the publishing system
Connected LinkedIn to the existing account and channel model so future distribution work can be planned from one source instead of tracked as an external exception.
goal Hold everything I publish to a hard quality and honesty barTurned the fleet observatory from a sketch into a prototype
Explored the operator questions the surface must answer, narrowed the signal model, and carried the useful pieces into the first working observatory implementation.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAdded a flight recorder to the observatory
Captured the operator events behind each visible state so a surprising action can be reconstructed from evidence instead of guessed from the final screen.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingMade community participation a reusable skill
Captured the research, voice, and safety rules for useful community participation so future sessions can contribute consistently without improvising the boundaries each time.
goal Make my operator's behavior reliably evolvable through skills and durable rulesSplit token-efficiency research into bounded tasks
Separated the lower-context model-routing research into smaller questions, delegated the independent parts, and left the synthesis open until their evidence could be compared.
goal Mine my own chat history for the methods that actually improve resultsTurned next steps into a goal registry
Converted loose follow-ups into explicit goals with ownership and state, giving the operator a stable place to compare planned work with what actually moved.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAdded proof-integrity rules to delegated work
Documented how delegated tasks must preserve their claim boundaries, source evidence, and review state before the operator can treat their result as reliable.
goal Build a signal engine that turns my own chat history into targeted improvementsRegistered the evaluation-harness goal
Turned the DemandForge measurement work into a tracked goal with explicit evidence expectations, so later product decisions can be judged against the same evaluation bar.
goal Measure organic demand on demandBuilt the live fleet observatory pipeline
Connected event capture, state derivation, and the operator view into a working pipeline that can show what unattended work is doing and why it is waiting.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingPlanned the harness-engineering research pass
Defined the research axes, comparison criteria, and delegation boundaries for a broad harness study before the evidence sweep began.
goal Make my operator's behavior reliably evolvable through skills and durable rulesReoriented to the live operator state
Rebuilt the current picture from goals, open work, and recent knowledge changes before selecting the next action. The session produced orientation rather than a shipped change.
goal Keep a live status picture across all my projectsAdded a drift guard to goal selection
Drafted a goal-lens check that catches when an attractive task no longer serves the selected objective. The local change was not yet part of the shared baseline.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingSearched past meeting context before acting
Traced the available meeting records and prior decisions to recover the intent behind an open thread. The search produced context, not a new durable decision.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingTraced an issue discussion back to its source
Followed the notification and discussion trail to reconstruct why an issue was open and what decision was still missing before taking action.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingStarted tracing an issue notification
Opened the issue and message history to determine what action the notification required. The session ended before a durable response was recorded.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingHeld a nightly ingest at the review boundary
Found an unresolved knowledge change and stopped the next ingest from creating a competing version. The routine preserved the review boundary but shipped no new knowledge.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingNightly knowledge capture hit its runtime limit
The scheduled ingest reached its bounded runtime before completing, leaving the knowledge change unshipped and available for a later retry.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingBuilt a repeatable pain-mining workflow
Turned scattered customer complaints into a structured research workflow with source checks, review flags, and a path from raw language to a testable product opportunity.
goal Make my operator's actions context-aware instead of one-size-fits-allAdded review flags to autonomous work
Made the operator mark work that needs judgment instead of silently freezing or silently proceeding, creating a visible guardrail for ambiguous unattended decisions.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingAudited why the weekly report did not publish
Traced the scheduled job, its inputs, and its handoff path to distinguish a missing report from a delayed preview. The hardening work was left for the follow-up run.
goal Ship an auto-updating weekly work log as honest proof of recent workRescanned the competitive wedge
Revisited the competitive landscape to see whether new evidence changed the product wedge. The session record supports the investigation, but not a new durable conclusion.
goal Make my operator's actions context-aware instead of one-size-fits-allExplored customer-review pain mining
Tested how customer reviews could expose repeated unmet needs and sketched a research approach before the later workflow was implemented.
goal Make my operator's actions context-aware instead of one-size-fits-allTried to recover a missing operating log
Searched for the expected Monday record to reconstruct the current state, then stopped when the source could not be located rather than inventing continuity.
goal Keep a live status picture across all my projectsNightly knowledge capture ended before completion
The routine began its weekly knowledge pass but stopped at the runtime boundary before a reviewable change was ready.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holding Project: brycewatson.com
15 sessions this week · active 6/7 days
This site: the writing, the build, and this work log itself, kept current and accurate.
this weekPublished practical AI engineering guidance, refreshed the public portfolio, and hardened the weekly publishing path.
archiveWeekly publishing stopped on a shared branch
The scheduled report detected that the shared site checkout was on an unrelated feature branch and aborted before changing files. That safe stop exposed the need for an isolated worktree and visible run state.
goal Ship an auto-updating weekly work log as honest proof of recent workAdded deterministic safety gates to the weekly report
Built stricter source, privacy, and build checks for the weekly publishing path and opened them for review. They remain unmerged, so the production path has not changed yet.
goal Ship an auto-updating weekly work log as honest proof of recent workPrepared the goal system for the public site
Mapped the internal goal state into a publishable shape and checked the privacy boundary. The public presentation still needs a final product decision.
goal Keep this site clean, accurate, and currentCleaned up the public portfolio
Removed stale presentation details, tightened the project framing, and landed a more current site surface without changing the underlying claims.
goal Keep this site clean, accurate, and currentPublished the AI engineering field guide
Turned the internal operating lessons into a public article about building with agents, then fact-checked the claims and connected the commitments back to the goal system.
goal Ship the next most valuable blog post each week, fact-checkedFact-checked the public AI engineering argument
Reviewed the article's factual claims, removed overreach, and aligned the final piece with what the systems and source material could actually support.
goal Raise the writing bar on this site against engineers I admireTraced the site's distribution history
Reconstructed previous outreach and publishing attempts to separate repeatable channels from one-off activity. The next distribution experiment remains to be chosen.
goal Hold everything I publish to a hard quality and honesty barAudited the site's current state before changing it
Checked the live site, repository state, and open work to correct stale assumptions before planning another publishing or product change.
goal Keep this site clean, accurate, and currentStarted the fleet observatory concept
Opened the product question behind a fleet observatory and identified the first signals the surface might need. The working prototype came later.
goal Build an always-aware autonomous operator that runs my standing goals with minimal hand-holdingPublished how the Command wiki works
Explained how the operator turns sessions into durable knowledge, including what gets retained, what stays review-gated, and how the system avoids treating every note as truth.
goal Ship the next most valuable blog post each week, fact-checkedVerified the previous weekly report in production
Checked the deployed report against its source and publication state, confirming that the prior week's approved data reached the live site.
goal Ship an auto-updating weekly work log as honest proof of recent workFiled the question surface as a product idea
Turned a loose idea for a reader question surface into a scoped project issue with the user value, privacy boundary, and open design questions recorded for later prioritization.
goal Keep this site clean, accurate, and currentReviewed the previous weekly report preview
Checked the generated report in the browser and compared its presentation with the intended weekly story. The session recorded review context without changing the published data.
goal Ship an auto-updating weekly work log as honest proof of recent workPlanned the public AI engineering article
Defined the audience, core argument, and evidence needed for a practical article about agent-based engineering before the writing and fact-checking sessions began.
goal Ship the next most valuable blog post each week, fact-checkedDistribution history search ended before completion
The site routine began reconstructing past outreach work but reached its runtime boundary before it could recommend a supported next experiment.
goal Hold everything I publish to a hard quality and honesty bar Project: ShopForge
1 session this week · active 1/7 days
An operator that builds and runs an online store end to end.
this weekMoved the storefront strategy to demand, distribution, and conversion before adding more automation.
Reframed the storefront around demand before automation
A first-principles strategy review rejected another software rebuild, moved the sequence to demand, distribution, and conversion, and turned the manual commercial work into a small experiment that can later become a routine.
goal Build a near-autonomous shop that sells print-on-demand art with minimal hands-on time Project: claude-global-skills
5 sessions this week · active 2/7 days
My machine-wide Claude tooling, version-controlled behind a privacy guard so the automation that touches every project stays clean and auditable.
this weekAligned the shared skill library across runtimes and added a safe message portal between them.
archiveConsolidated the global skill library
Removed stale duplication, reconciled the active skills with their deployed copies, and left the shared runtime easier to update without configuration drift.
goal Maintain and grow an open-source library of Claude skills and hooksMade the skill library deploy consistently across runtimes
Reconciled the source library with its Claude and Codex installations, closed drift in the deployment rules, and verified that both runtimes receive the same intended behavior.
goal Maintain and grow an open-source library of Claude skills and hooksAudited the cross-session message portal
Tested the portal's queue, acknowledgement, and safe-boundary behavior, fixed the gaps, and verified that messages move between runtimes without executing their contents.
goal Maintain and grow an open-source library of Claude skills and hooksImplemented the safe cross-session portal
Built a durable message queue that transfers authored follow-ups between Claude and Codex, with explicit acknowledgement and delivery only at safe turn boundaries.
goal Maintain and grow an open-source library of Claude skills and hooksAdded a reusable lower-context operating profile
Converted the lower-context model research into a shared skill with explicit routing and fallback rules, then reconciled it with the deployed skill library.
goal Maintain and grow an open-source library of Claude skills and hooks Project: DemandForge
6 sessions this week · active 4/7 days
A category-authority research engine: it earns trust by producing original, sourced research for a product category, then points that trust at products. The machine does the labor; I approve in about fifteen minutes a day.
this weekRejected premature product ideas and redirected the search toward credibility-led evidence before another build.
archiveKilled the premature inbound product idea
Tested the proposed inbound product against available demand, competition, and acquisition evidence. The evidence did not support building it, so the work moved to a credibility-led benchmark instead.
goal Detect rising category demand before it peaksRedirected the next vertical search toward credibility
Compared the next market directions and found that the stronger wedge was not another thin product. The research redirected the project toward an evidence asset that can earn trust before asking for demand.
goal Detect rising category demand before it peaksAnnotated the demand research findings
Added claim-level notes to the vertical research and separated observed evidence from inference. The findings remain on a working branch and are not yet part of the project baseline.
goal Detect rising category demand before it peaksOpened the next demand research pass
Started a new DemandForge research session and established the question to answer, but the available session record does not support a stronger result claim.
goal Detect rising category demand before it peaksRead the demand experiment as a kill-or-learn decision
Reviewed the current evidence against the experiment's stopping rules and identified what still has to be learned before the project either commits to the wedge or closes it.
goal Detect rising category demand before it peaksDemand search review hit its runtime limit
The scheduled search review began checking the current evidence but reached its bounded runtime before producing a reliable project update.
goal Measure organic demand on demand Project: Akaya
2 sessions this week · active 1/7 days
An AI platform. My work here makes its question-answering measurable and trustworthy: golden datasets and a real evaluation harness instead of guesswork.
this weekFinished a reviewed plan for an admin observability surface and reconciled live project health into the operator.
Finished a reviewed plan for an admin observability surface
Traced the live architecture and failure paths, separated dormant code from current behavior, and closed the review findings in a testable implementation plan.
Started the admin observability investigation
Opened the architecture and acceptance-criteria investigation for an admin observability surface before the session was interrupted.
Project: honestweek
1 entry this week
An open-source tool that generates an honest weekly work log: it re-derives every number from real git and aborts the build rather than publish an unverified claim, and redacts private detail by rule. It is the engine that now generates this page.
this weekKept project headers from showing fewer sessions or active days than the verified dated work beneath them.
archiveFixed a metric so a project's header can't show less work than the rows beneath it
honestweek counted a group's header sessions and active days from the directory each session ran in, while the rows beneath came from content curation. Work run from one project's directory but curated as another's never landed in that project's bucket, so a header could show fewer sessions and active days than the dated rows below it. I floored the header counts at the group's own distinct entry-days for any project already backed by a session or commit, so the header can no longer undersell the work shown beneath it. It went through several adversarial review rounds before merging.